DAFTAR PUSTAKA. Cleverdon C.W, Mills J dan Keen M Factors Determining The Performance of Indexing System. ASLIB Cranfield Project

DAFTAR PUSTAKA

Adisantoso J. 2004. Corpus Dokumen Teks Bahasa Indonesia untuk Pengujian Efektifitas Temu Kembali Informasi. Laporan Akhir Hibah Penelitian SP4. Bogor:Dept Ilmu Komputer FMIPA IPB. Adriani M. 2002. Evaluating Indonesian Online Resources for Cross-Language Information Retrieval. Glasgow: Department of Computing Science, University of Glasgow. Arifin AZ. 2002. Penggunaan Digital Tree Hibrida pada Aplikasi Information Retrieval untuk Dokumen Berita. Proseding Seminar Nasional Sains dan Teknologi 2002. Lembaga Penelitian ITS. Arifin AZ & Setiono AN. 2002. Klasifikasi Dokumen Berita Kejadian Berbahasa Indonesia dengan Algoritma Single Pass Clustering. Proceeding of Seminar on Intelligent Technology and Its Applications (SITIA), Teknik Elektro, ITS Surabaya. Arifin Z & Tasai SA. 2004. Cermat Berbahasa Indonesia. Jakarta: Akapres. Ariwibowo AB. 2001. Pendekatan Multi-dimensi Dokumen dalam sistem temukembali informasi menggunakan model spreading activation. Tesis. Jakarta:Fasilkom UI. Baeza-Yates R dan Ribeiro-Neto B. 1999. Modern Information Retrieval. Addison-Wesley. New York. Borodavkina L. 2000. Investigation of Machine Learning Tools for Document Clustering and Classification [tesis]. Massachusetts: Department of Electrical Engineering and Comp Science, MIT. Chiu S. 1994. Fuzzy model identification based on cluster estimation. J Intelligent and Fuzzy Syst 2(3):267-278. Cleverdon C.W, Mills J dan Keen M. 1966. Factors Determining The Performance of Indexing System. ASLIB Cranfield Project. Dominich. 2003. PageRank: quantitative model of Interaction Information Retrieval. 12th International World Wide Web Conference WWW ’03 International Workshop on Mobile Web Technologies WF7. 20-24 May 2003, Budapest. Fahmi I. 2004. Examining Learning Algorithm for Text Classificitation in Digital Libraries [tesis]. Groningen: Department of Alfa-Informatica, University of Groningen.

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Geva AB. 1999. Hierarchical Unsupervised Fuzzy Clustering. IEEE trans on Fuzzy Syst 7(6):723-733. Girril TR & Luk CH. 1996. Fuzzy Matching as a Retrieval-Enabled Technique for Digital Libraries. Chicago:Dept of Comp Sci California State Univ. Grira N, Michel C. dan Boujemaa N. 2004. Unsupervised and Semi-supervised Clustering: a Brief Survey. In Review of Machine LearningTechniques for Processing Multimedia Content. Hammouda K dan Kamel M. 2004. Document Similarity Using a Phrase Indexing Graph Model, Knowledge and Information System (2004), no 6, hal. 710-727. London:Springer Verlag. Horng YJ, Chen SM, Chang YC dan Lee CH. 2005. A New Method for Fuzzy Information Retrieval Based on Fuzzy Hierarchical Clustering and Fuzzy Inference Techniques. IEEE Trans. on Fuzzy Syst 13(2): 216-228. Jain A.K., Murty M.N. dan Flynn P.J. 1999. Data Clustering : A Review. ACM Computing Survey 31. Jiawei H dan Kamber, M. 2001. Data Mining, Concepts and Techniques. Morgan Kauffman Publishers. San Fransisco, USA. Kantardzic M. 2001. Data Mining, Concepts, Methods and Algorithm. New Jersey : IEEE. Kusumadewi S dan Purnomo H. 2004. Logika Fuzzy untuk Pendukung Keputusan. Yogyakarta:Graha Ilmu. Leuski A. 2001. Evaluating Document Clustering for Interactive information retrieval, Proceeding of the 10th international conference on information and knowledge management. New York: ACM. Maarek Y.S, Fagin R, Ben-Shaul IZ dan Pelleg D. 2000. Ephemeral Document Clustering for Web Applications. Haifa:IBM Research Report RJ 10186. Marimin. 2004. Pengambilan Keputusan Kriteria Majemuk. Jakarta:Grasindo. Marimin. 2005. Teori dan Aplikasi Sistem Pakar dalam Teknologi Manajerial. Bogor: IPB. Mendes MES dan Sacks L. 2003. Evaluating Fuzzy Clustering for Relevance Based Information Access. Proceedings of IEEE international conference on fuzzy syst:648-653.

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Michalski R, Stepp R dan Diday E. 1981. A Recent Advance in Data Analysis: Clustering objects into classes characterized by conjunctive concepts. Progress in Pattern Recognition, vol 1. L Kanal and A. Rosenfeld, Eds. Amsterdam : North-Holland Publishing Co. Miyamoto S & Kataoka E. 2005. Algorithms for Clustering Terms in Document Set Based on Fuzzy Neighborhoods. Ibaraki:Dept of Risk Eng Univ of Tsukuba. Muresan, G. 2002. Using Document Clustering and Language Modelling in Mediated Information Retrieval [disertasi]. Aberdeen: School of Computing The Robert Gordon Univ. Nascimento S, Mirkin B dan Moura-Pires F. 2003. Modeling Propotional Membership in Fuzzy Clustering. IEEE Trans on Fuzzy Syst 11(2). Pollard KS dan van der Laan M. 2005. Cluster analysis of genomic data with applications in IR. Bekeley: Berkeley Electronic. Pressman RS. 2001. Software Engineering, A Practitioner’s Approach. Ed ke-5. McGraww-Hill. Salton G dan Buckley C. 1988. Term-weighting approaches in automatic text retrieval. Inf. Process. Manage. 24(5):513-523. Sedding J & Kazakov D. 2004. WordNet-based Text Document Clustering. New York: Dept. of Comp Sci Univ of New York. Sommervile I. 2000. Software Engineering. Ed. 6. Wokingham: AddisonWesley. Tombros A. 2002. The Effectiveness of Query-based Hierarchic Clustering of Documents for Information Retrieval [disertasi]. Glasgow: Dept. of Computing Science Faculty of Comp Sci, Math and Stat Univ of Glasgow. Rijsbergen van CJ. 1979. Information Retrieval Ed. 2. London:Butterworth. Tala FZ. 2003. A Study of Stemming Effects on Information Retrieval in Bahasa Indonesia [tesis]. Amsterdam:Institut for Logic, Language and Computation Universiteit van Amsterdam. Tang B, Shepherd M dan Milios E. 2005. Comparing and Combining Reduction Techniques for Efficient Text Clustering. Halifax:Faculty of Comp Sci, Dalhousie Univ Canada. Taylor A.G. 1999. The Organization of Information. Colorado: Libraries Unlimited.

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Wibisono Y & Khodra ML. 2005. Clustering Berita Berbahasa Indonesia. Konferensi Nasional Sistem Informasi 2005, UNPAS Bandung. Yin-Je Hong and Shyi-Min Chen. 2005. A New Method for Fuzzy Information Retrieval Based on Fuzzy Hierarchical Clustering and Fuzzy Inference Technique. IEEE Trans on Fuzzy System 13 (2):216-228.

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LAMPIRAN

92

Lampiran 1 Cara Perolehan serta Pengolahan Data dan Pengembangan Perangkat Lunak No.

Langkah

Alat

Sumber Data Beberapa situs Internet

Hasil

1

Pembuatan Program Penguji Algoritma Clustering

Matlab

2 3.

Disain & Implementasi Basisdata Input Dokumen

MySQL & xAmpp MySQL, PHP, Apache

4.

Representasi Dokumen

MySQL, PHP, Apache

5.

Disain Model Pencarian

MySQL, PHP, Apache

Program pencarian dokumen

6

Disain Metode Representasi Hasil

MySQL, PHP, Apache

Program

Beberapa situs Internet

Basisdata

Algoritma Clustering Terbaik

Struktur Basisdata Entiti pada tabel basisdata

Matriks bobot kata

Prosedur - Kumpulkan berbagai jenis artikel (komputer, politik, ekonomi, olahraga) dari beberapa situs Internet. - Ambil paragraf utama atau paragraf pertama - Melakukan pengelompokan menggunakan algoritma yang diuji dan membandingkan cluster hasil dengan jenis berita - Tentukan algoritma terbaik berdasarkan kriteria uji - Membuat ERD (Entity Relationship Diagram) - Membuat tabel dan relasi pada MySQL - Kumpulkan dokumen dari Internet - Ekstrak atribut dokumen (judul, nama, tahun & abstrak) - Input data ke basisdata - Buat program yang mencatat kata & menghitung jumlahnya pada abstrak dokumen - Hitung bobot kata pada abstrak dokumen berdasarkan rumus Salton & Buckley. - Buat program yang membaca & memecah query menjadi serangkaian kata - Buat program untuk mencari dokumen yang memiliki kata pada query - Membuat program implementasi algoritma clustering terbaik hasil pengujian

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Lampiran 2 Daftar kata MRD dengan PK = 5 % (Total 624) www web id samaan transaksi sistem basis data kembang penelitian bahasa query model lengkap vendor penyimpanan tipe menarik fitur aplikasi paket sumber daya menyediakan disimpan sesuai perusahaan beda memasuki dunia internet generasi menyimpan file system operasi diakses browser form format html mudah tampilan sifat jaringan komputer multimedia video digital milik dll komponen perangkat keras pengguna untung penggunaan bebas akses efisien pengembangan aman perbaikan proses page level gambar fisik eksternal perintah sql informasi memiliki user struktur indeks software kenal isi pemrograman mesin unit interface dilengkapi objek produk client server alat database memenuhi sederhana table dimensi baris dirancang kunci hubungan layar command dasar hidup cepat lingkungan pc tabel kode simpan konsep jam pt media jakarta http hasil detail rendah hubung on perbedaan record nama field pemakai tujuan sedia pengaturan mengembangkan amerika mengakses international program menjalankan letak sulit fasilitas telepon selular tukar up to teknologi kabel instalasi komunikasi gerak mobile alternatif manfaat gprs radio wap application bentuk nilai input perubahan disk layanan membutuhkan modul public transmisi no end dibaca ponsel kirim nokia and name fungsi operator php mysql konfigurasi start menu baca situs daftar nomor cocok email indonesia for in of org index com class type net telkom implementasi dimana gantung line navigasi pasang artikel mencoba koneksi password if or temu script memilih muncul pesan diatas negara contoh string memasukkan menampilkan select from update ubah manual langkah lokal login pilih harap selesai tinggal mengubah catatan otomatis menghapus linux tulisan sempurna menyebabkan jalankan manager open pilihan jenis control global menentukan membuka normal default internal ukuran set maksimum mengikuti direktori setting as tampil kiri download folder terang kanan mencari lakukan new this it windows tingkat ms mah platform jalan unix versi redhat install rpm standar hati mb batas ruang cd by mendownload coba menit singkat membaca relatif pribadi lampu root buah test use with karakter teks time tanda mengandung menambah is tanggal mm memudahkan pengoperasian key dianggap khawatir not show perhatikan mengambil mengganti warna kait desain alamat microsoft ya buka tombol teknik kombinasi kualitas banding biaya mengurangi angka lebar kota barang merekam penjualan aktif hilang berat hitam menjadikan mengisi dipakai ba kendaraan mobil kelas etc pindah rumah java distribusi eropa bukti stabil source alias saham pasar tambahan port lawan main usaha pendukung sayang tim grup code diperoleh harga jual status an unik menampung menekan pembuatan unggul kondisi phone ganti sisi mahal murah total nai selamat dipilih kelompok target mode contributed si memanfaatkan top menghasilkan posisi memory dicoba dimiliki parameter memori us gabungan dibanding meningkatkan aksi kecuali memakai pintu peningkatan dikenal kalah perkembangan resmi produksi mencapai development lambat bagus metode mail local mengeluarkan at urusan list ringan high tutup was mengatur koleksi pusat menawarkan arah membawa lumayan jerman card mengadopsi agam tahan have are be merah using final menang tipis pertandingan kartu gol bola babak permainan pemain peluang pelatih kuat serangan melawan mencetak piala mengirim putaran menghadapi penampilan stadion gawang kaki liga maksimal turun ditambah sukses lapang seri poin jarak meter badan kapasitas uang sisa faktor perhatian lagu hadir tenaga kesan bogor kaca berkat li pekan layak pas jepang panggilan motor siaga performa tajam bilang non unggulan internasional negeri perdagangan tanah minyak nada penutupan dolar foto pelaku menikmati bakar gaya mencatat vga merek that been asia lupa samping kernel potensi kb resolusi uji efek negatif nyaman konsumen suara dengar mini detik menguat flash segi ciri bahan khas silinder dibuka games plus mp meningkat cc rp player pergerakan elegan sms air audio speaker bodi dibekali tft kamera musik ringtone keypad jari bluetooth volume baterai ion konektivitas mms jernih rupiah gram pixels infrared dering zoom meluncurkan pabrikan cm penurunan positif varian bursa sedan udara kabin bunga regional tanaman pertanian pangan gen genetik bioteknologi senilai balai abstract et words suku bank gas roda investor ihsg lq jii stagnan astra melemah sentimen penumpang interior

94

Lampiran 3 Daftar kata MRD dengan PK = 10 % (Total 191) www web id sistem basis data kembang penelitian bahasa model lengkap tipe menarik fitur aplikasi sumber daya menyediakan sesuai perusahaan beda dunia internet menyimpan file system operasi format mudah tampilan sifat jaringan komputer perangkat pengguna penggunaan akses pengembangan aman proses level gambar perintah informasi memiliki user indeks software isi mesin unit dilengkapi produk server database sederhana baris layar dasar cepat lingkungan jam jakarta http hasil on nama tujuan sedia program menjalankan letak sulit fasilitas to teknologi manfaat bentuk nilai perubahan membutuhkan ponsel and fungsi konfigurasi menu situs nomor indonesia for in of com dimana gantung mencoba koneksi or memilih muncul pesan negara contoh menampilkan manual langkah harap tinggal otomatis linux pilihan jenis global ukuran setting as tampil kiri download kanan new windows tingkat jalan versi standar mb batas by coba menit buah is mm memudahkan key warna desain tombol kualitas banding aktif berat dipakai mobil kelas java saham pasar tambahan main sayang tim harga unggul kondisi sisi memanfaatkan menghasilkan posisi memori gabungan dibanding produksi mencapai mengatur arah tahan pertandingan kartu pemain kuat turun seri poin kapasitas hadir tenaga performa perdagangan nyaman suara detik bahan rp kamera keypad volume rupiah tanaman ihsg

Lampiran 4 Daftar kata MRD dengan PK = 15 % (Total 83) www sistem data model lengkap fitur aplikasi menyediakan sesuai beda dunia internet file system operasi mudah tampilan komputer pengguna penggunaan akses proses level gambar perintah informasi memiliki user isi mesin dilengkapi produk server layar cepat jam jakarta hasil nama sedia program fasilitas to teknologi bentuk nilai and fungsi menu indonesia for in of com muncul contoh otomatis linux pilihan jenis ukuran as tampil jalan versi batas by menit warna desain tombol kelas pasar harga kondisi sisi menghasilkan posisi tahan seri kapasitas performa bahan

Lampiran 5 Daftar kata MRD dengan PK = 20 % (Total 34) sistem data fitur aplikasi sesuai beda dunia file mudah tampilan komputer penggunaan proses memiliki cepat hasil nama sedia program teknologi bentuk fungsi indonesia in of contoh pilihan jenis ukuran as tampil jalan pasar harga

95

Lampiran 6 Daftar kata MRD bahasa Inggris dengan PK = 0.05 % (Total 1713) economy expected next year international official said recent conflict main reasons middle central monday track grow end half estimates billion damage caused air impact far thought come comes port million ended august efforts december needs early size package given level recommend public equal product country need report published sunday budget rise projects nearly people mainly opec hope officials hold discuss operation al president press world second leading oil critical force market reported day join petroleum countries member worked closely pricing production group means particularly moment energy minister members high meet industry foreign demand talk speaking thursday likely cut prices concern deal october time agreed pay government companies approximately new net statement document difficult chapter closed future won ends asked leave california based managing operations leads dropped mid july output barrels make months crude fuel exact date decided added expressed decision secretary tell needed head near record sure news meeting nigeria wanted ready substantial formal position reduce september taking associated plan order april especially week making finding global trying protect revenue turn price start miss target development costs set lack state fourth original national close current total provided increase number maintenance rate announced soon packages blocks major plans rising concerns problem security work risk economic case prepared produces aimed solution interested control certain individual assembly history received information followed create company existing producing led including remaining known use tool stop unless account began free aim shell response frequently help secure release usually tip forces ensure started string seven separate reduction released reason elements connection like groups pressing region february capacity gas plant june completely problems giving despite chance social develop failed let action launched called city mark thousands installations considering series restrictions try safe attempts working feel doing peter natural blue union provides does way situation greater doesn respect involved widespread benefits trade stable suggested supply host growth alternative comfortable levels supported contain limits limited west arguments possible consider prevent speech american life resources makes hard avoid build business prefer perspective lead share claim value united states planning double europe location swap support keeping say range hit years entered successful chinese growing specific begin regular technical fair largely past significant somewhat final march project looking big details presence corp run established office planned releases data summary car great look drive works living replaced engine turbo transmission wrong having replacing know cost times period multiple good thing fast parts custom door going just running player possibly didn attention worth probably service non depending style small similar products used odd truth photo raised simply design came black smaller fit ve seen short combination large unique excellent ensures outside rear mounted cylinder horsepower rpm pound feet torque numbers believe weight right foot long faster similarly cars handles drives ease offers wheel suspension fact precise standard strong interior functional base able materials offer want inside expect brand place vehicle type inline block injection power speed automatic length performance zero mph steve comparison welcome addition field kind expensive example tested furthermore newly percent lower actually better choice driven models introduced direct engines compared liter resulting extra important actual character smooth experienced difference knows manual mode sophisticated optional significantly mm did exist tests old introduction fundamental slightly older list equivalent context rest pop necessarily left device capable really looks class don little interesting answer sense real ordinary got shared previously change altered logic model gain updates family previous contrast different color screen created engineering points green wide powered pair electric environmental presents basic clear familiar essentially newer test returns cards finish discovered advance lot read concept latest cell technology developed version improved efficiency form features flow stack claimed volume density improvement changed instead key efficient starting low ion storage battery motor source according ground sound fairly quickly continues quality typical easy forget using heart note light available isn bad november entry quite success signature remains moved appears developing sources suggest built platform improve handling expense space suitable law choose selection versions regarding choices mirror dual role traditional balance distribution naturally higher plus rules testing ll late james officially relatively modifications specifically larger overall legal line says creation technologies result contains research window named idea hidden certainly correct red white iconic multi element particular think chosen layout interactive embedded touch activated calls feature cells provide additional word bus best home spread micro magic america ultra versa units gene vice uses console button option average remain shows easily step goes dark coming taken update

96

carried body structure dimensions changes easier designed variable conventional pairs satisfied longer helps electronic systems allow driver getting specify setup issues suggests wikipedia encyclopedia scientific bacteria causes plants commonly ability transfer dna genetic contents hide biotechnology external links edit disease root related distinct currently generally restricted shown integrated journal genes typically division controlled produced modified essential team removed insert enable successfully grown media containing following method achieved ways tissue common protocol effective techniques effect includes term originally described derived organisms applied molecular unlike included widely various types positive affect varies site merely approach cases classified useful depends cause classes effects references produce active component modern later medicine refer include directly practice generic names eye count potential article process involves results normal administration majority contrary forms entire course organism treatment situations examples kinds animals point environment evolution humans conditions theory requires subset population allowed selected entirely settings care virtually losing eventually memory treated present animal unfortunately knowledge biological differences human represent minimal enter targets components nature evolved continue fully understanding mechanism mixed continued institute science convention definitions application modify processes definition usage refers modifying considered distinction powerful represents instance allows express impossible appear general sector progress finally defined manipulation practical things sites applications genetics absence solutions topic bioinformatics addresses referred areas compare single underlying devices define matching cancer pre today methods select required fields increasingly environments artificial values convert combinations minute amounts section appropriate background sets european citation usa david robert henry michael paul logo area focus collection expression formed analysis relationship performing advanced creating construction unit similarities subject supports meant basis complex task perform desired function networked controller constant internal accomplish helped simple requiring goal experimental purposes surface medium study adopted goals sharing words objective strategies implementation recognized covers notably commercial rapidly implement philosophy measures bring return access prior party providing image terms introduce characteristics attributes mouse specified changing piece restriction initial replacement potentially technique identify sequence comprehensive online trivial web variety activity construct consists copy logical performed copies tracking replace secondary calling question sequences identical behavior mean apart divide explained normally compatible procedure missing compatibility extended book man personal independent letter university lines pattern understand reverse physical effectively prevents private receive questions necessary attempt beginning license organizations shift mainstream pass explicitly proposed worldwide view issue page map contained programs management item detailed description center boss formally computing complete earlier passed popular highly indicate completed functions individuals determine error indicates fewer stored databases internet database tools raw domain advantage language concepts combined effort numerous copied separately mapped availability algorithms intended roughly initially structures partial freely heavy lost days special paper offered covered incorporated algorithm automated separated fixed machine extremely fine program handle written library offering search relationships procedures opening processed protected libraries community happens resource incorrectly primary distributed standards notes flash content requirements variables tend index break quick recommended noted linked drivers starts operating processing users properties converted object conversion input relative require away strongly usual user communities discussion solid table ii properly concerned event declared strictly obtained local remainder meaning creates consult sorting organized items retrieved queries query schema describes objects represented relational tables rows columns true mathematical network explicit representation software administrators programmers cover integrity languages hardware sponsored post tape serial ibm correctly implementations pc dos ms machines notice oriented multimedia vendors xml remove documents allowing structured foundation array column assumed row password defining integers tree desktop computers file specification constructs programming maintains located pointers address disk gives loading criticism applies sql interface keys match corresponding preferred isbn arbitrary assigned id internally integration sending dialect pages answers rewrite lists mentioned operators listed flexibility write building describing implemented complicated paradigm aims overhead capabilities facilities influenced extensions execute selecting enforce tasks consistency constraints intermediate visible executed manner follow actions log master identifier convenient mail platforms api postgresql syntax commands aspects self presented fashion command functionality lexical expressions basics default inheritance partitioning dependency overview limit numeric binary boolean

97

bit arrays conditional aggregate operator scheme documented consistent english semantics directory architecture strings template specifies symbols card symbol rule statements exists asks decide enables category open code adding procedural purpose constants characters comments parameters evaluation carefully valid token whitespace appendix portable upper quotes ones incompatible implicitly typed discussed writing extension server generate proper escape bar specifying sign choosing follows keyword parsing execution immediately notation integer resolution automatically interpreted text indicated omitted conforms comment reads parameter parentheses brackets commas dialects prefix argument begins parser add false unknown null native assignment apply matter primitive reference override sections options client invoked regardless exception occurs marked syntactic obviously exactly returned max int consequence defeat check removing assign numerical exceptions store wise naming script files messages convenience skip wish evaluates evaluate assume documentation gui delete updated configuration handy steps takes depend tutorial guide cd scripts gnu england croatia game reports players arsenal minutes play playing php redirected os cross scripting http www dynamic graphical visual java programmer perl display interpreter developers core runs microsoft framework linux installation installed instructions hello static virtual compile developer format runtime modules accessing ftp windows unix images proprietary compiled assistance criticisms checking namespace module compilers larry st edition com org euro qualifier win wouldn mistake games manager save happen job appeared iso oz lisp kernel designated ask yes graphics switch bug implements tells pretty stand mac typing discipline gcc pascal compiler scope keywords standardized compilation copying networking video message utility assumptions differently fortran substitute exit print loaded hand manually interfaces python experience detect errors relevant dev debian box displayed connectivity workstation phones install mb vga monitor rom ide slow dedicated permission friends distributions buttons bugs ports usr exe entering review connected printed prompt upgrade phone edge slot megapixel camera photos charger speakerphone handset keypad menu hands mobile mhz awkward connector lens laptop keyboard ram boot booted booting lilo partition configure mount howto installing installs disks configured floppy downloaded scsi ethernet partitions bios roms floppies diskettes download bootable directories diskette ip upgrading

Lampiran 7 Daftar kata MRD bahasa Inggris dengan PK = 10 % (Total 743) expected next year international official said recent main track grow end half far thought come comes port million august needs early size package given level public product country need published projects people hope hold discuss operation president press world second leading oil force market day closely production group means particularly moment energy high meet industry talk likely cut deal october time companies new net statement difficult chapter future won ends based operations output make decided added decision needed head near record sure news ready formal position taking plan order especially making finding turn price start target development set lack state original national close current total provided increase number soon packages blocks major problem security work case solution control certain individual history information followed create company existing led including known use tool unless account began free shell help release usually ensure started string separate released reason elements like groups region completely problems despite develop let action called city considering series try safe attempts working feel doing natural union provides does way greater doesn host growth alternative supported contain limited arguments possible consider prevent resources makes hard avoid build lead share value location support say range years successful specific begin regular technical largely significant final march project looking details run data car great look drive works replaced engine having know times period multiple good thing parts custom going just running player probably service non depending style small similar products used simply design came smaller fit ve seen short combination large unique numbers weight right long faster offers fact standard strong functional base able offer want place type block power speed automatic length performance zero comparison addition field kind example lower actually better models introduced direct important actual character difference manual mode significantly did exist old introduction fundamental slightly older list equivalent rest left device capable really looks class don little answer sense real previously change model previous different color screen created points green wide basic clear familiar newer test returns cards lot read latest technology developed version improved form features volume changed instead key efficient starting low source according quickly continues quality typical easy using note light available

98

isn bad quite remains appears sources built platform handling space choose selection versions choices traditional distribution higher rules ll relatively line says creation result contains research window named idea correct red white element particular think embedded calls feature provide additional word best home uses button option average easily step goes taken body structure changes easier designed variable longer electronic systems allow getting specify issues wikipedia encyclopedia commonly transfer genetic contents hide external links edit root related currently generally shown integrated typically produced modified essential team removed insert successfully media containing following method ways common techniques effect includes term originally described derived applied unlike included various types site cases useful depends cause classes references produce active modern later refer include directly practice generic names article process results normal forms entire course examples kinds point environment requires allowed selected care eventually memory present knowledge differences represent minimal components nature continue fully application definition usage refers considered instance allows appear general finally defined practical things sites applications solutions areas single devices define matching today methods select required values section appropriate sets area collection expression formed advanced creating subject supports complex task perform function internal simple goal purposes goals words implementation commercial return access prior terms specified initial identify sequence web variety construct consists copy logical performed replace question behavior normally compatible compatibility book personal lines physical questions necessary attempt beginning license view issue page contained programs management description complete earlier passed popular indicate functions determine error stored internet database tools language concepts intended special separated fixed machine program written library libraries community primary distributed standards variables recommended drivers operating processing users object input require user table local queries describes objects tables true network explicit software programmers languages hardware pc dos ms machines oriented remove allowing array file programming located address disk gives sql interface keys match assigned lists operators listed write capabilities extensions follow platforms syntax self command functionality default binary boolean bit arrays operator directory card statements code procedural purpose characters parameters writing extension server follows execution automatically text argument add native reference options check script files documentation updated configuration takes guide cd gnu game os dynamic java programmer display core runs microsoft linux installation installed virtual compile windows unix images compiled com org kernel typing networking video box install mb rom ide dedicated distributions buttons review phone camera

Lampiran 8 Daftar kata MRD bahasa Inggris dengan PK = 15 % (Total 353) expected next year international said recent main end far come comes port needs early size given level public need people operation world second day production group means high industry likely time new difficult future won based operations output make added needed head sure order especially making price start development set lack state original national close current number packages major problem work case control certain individual history information create company existing including known use free shell help usually ensure started string separate released like problems let called working provides does way doesn supported contain limited possible resources makes hard avoid build lead value support range years specific project looking details run data great look drive having know times multiple good thing going just non depending style small similar products used simply design came seen short large unique numbers right long faster fact standard base able want place type power speed automatic performance comparison addition example lower actually better introduced direct important character manual mode did exist list equivalent rest left device really class don little real change model previous different screen created basic read technology developed version form features instead key source quickly easy using note available quite built space choose selection versions distribution higher ll relatively line result contains research named particular think feature provide additional word best home uses option easily taken structure designed systems allow specify wikipedia encyclopedia commonly contents hide external links edit related currently generally typically modified containing following method ways common described unlike included various types cases useful references later refer include directly names article process results entire examples point environment requires allowed memory present application allows general finally defined things applications single devices select

99

required values section creating complex perform function simple commercial return access specified web normally compatible necessary beginning page programs management complete popular functions error stored internet database tools language intended special machine program written primary distributed operating users object input require user table true network software hardware file programming address gives interface keys match lists write follow syntax command default bit code writing server text add native reference options cd microsoft linux box

Lampiran 9 Daftar kata MRD (bahasa Inggris) dengan PK = 20 % dan Total 196 kata next year said main end far come comes port early size given level public need people world second day group means high time new difficult based operations output make added needed order especially making start development set original current number major problem work case control certain information create existing including known use free help usually started like problems called provides does way contain possible makes hard support range specific project run data look drive having know times good going just non small similar used design large unique numbers right long fact standard base able want type power speed performance addition example actually better important manual mode did list left device class don real change model different created read developed version form features key source using note available quite built versions higher line contains named particular feature provide additional best uses taken designed systems allow wikipedia encyclopedia contents hide external links edit generally containing following method common included types references later refer include article process point present allows general things applications single required values section creating access web necessary programs complete popular database language written operating users object user table true software command default bit server text

100

Lampiran 10 Akurasi dan Kolektifitas Query pada Prototipe Sistem No 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30

Query

Topik

gagal panen petani tebu industri gula perdagangan hasil pertanian penerapan teknologi pertanian pupuk organik penyakit hewan ternak penerapan bioteknologi di Indonesia laboratorium pertanian riset pertanian harga komoditas pertanian tanaman pangan kelompok masyarakat tani musim panen tanaman obat gabah kering giling impor beras Indonesia pertanian organik swasembada pangan penyuluhan pertanian tadah hujan bencana kekeringan peternak unggas flu burung Institut Pertanian Bogor pembangunan untuk sektor pertanian upaya peningkatan pendapatan petani produk usaha peternakan rakyat kelangkaan pupuk dukungan pemerintah pada pertanian Rataan

6 5 7 6 6 7 6 2 1 6 6 7 8 7 6 6 7 7 6 7 6 5 3 4 7 6 6 5 3 7 5.7

Akurasi

Kolektifitas

0.84 0.82 0.87 0.88 0.68 0.72 0.83 0.93 0.20 0.74 0.84 0.86 0.72 0.92 0.53 0.79 0.60 0.67 0.89 0.67 0.81 0.56 0.90 0.85 0.70 0.93 0.80 0.59 0.83 0.82 0.76

0.77 0.57 0.63 0.60 0.64 0.48 0.55 0.78 1.00 0.63 0.70 0.78 0.73 0.76 0.31 0.72 0.59 0.50 0.73 0.70 0.65 0.68 0.44 0.70 0.44 0.57 0.57 0.67 0.67 0.49 0.64

Waktu 13.19 7.31 47.04 34.00 19.26 21.32 5.61 0.27 0.24 11.60 33.72 53.49 35.25 46.71 15.98 5.40 39.40 18.77 11.00 6.44 2.60 2.67 1.74 1.54 26.45 25.14 8.10 0.59 0.24 21.63 17.22

101

Lampiran 11 Akurasi dan cluster hasil algoritma H-FCM dengan PK 5% Cluster

basisdata sepakbola

1

P : 0.00 R : 0.00 D:0 2 P : 0.00 R : 0.00 D:0 3 P : 0.00 R : 0.00 D:0 4 P : 0.00 R : 0.00 D:0 5 P : 0.00 R : 0.00 D:0 6 P : 0.00 R : 0.00 D:0 7 P : 0.55 R : 1.00 D : 57 8 P : 0.00 R : 0.00 D:0 Total Doc 57 Akurasi 0.55 (C7) Kolektifitas 1.00 (C7)

P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.50 R : 0.36 D : 27 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.45 R : 0.64 D : 47 P : 0.00 R : 0.00 D:0 74 0.50 (C4) 0.36 (C4)

linux

seluler

P : 1.00 R : 0.65 D : 50 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.50 R : 0.35 D : 27 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 77 1.00 (C1) 0.65 (C1)

P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 1.00 R : 0.89 D : 65 P : 0.00 R : 0.00 D:0 P : 0.12 R : 0.12 D:9 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 73 1.00 (C3) 0.89 (C3)

bioteknologi pemrograman ekonomi otomotif Total

P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.88 R : 0.97 D : 67 P : 0.02 R : 0.03 D:2 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 69 0.88 (C5) 0.97 (C5)

P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.89 R : 1.00 D : 75 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 75 0.89 (C6) 1.00 (C6)

P : 0.00 R : 0.00 D:0 P : 1.00 R : 0.90 D : 69 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.08 R : 0.09 D:7 P : 0.00 R : 0.00 D:0 P : 0.03 R : 0.03 D:2 77 1.00 (C2) 0.90 (C2)

P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.97 R : 1.00 D : 72 72 0.97 (C8) 1.00 (C8)

50

69

65

54

76

84

104

74 574 0.86 0.84

Deskripsi Cluster Cluster

Cluster 1 Cluster 2 Cluster 3 Cluster 4 Cluster 5 Cluster 6 Cluster 7 Cluster 8

Deskripsi

php[0.053], result[0.041], as[0.038], java[0.036], file[0.036], ejb[0.034], servlet[0.031], jsp[0.026], tanaman[0.024], and[0.022], linux[0.048], psis[0.044], tim[0.041], ponsel[0.035], mysql[0.035], portugal[0.031], italia[0.027], partisi[0.025], persebaya[0.023], prancis[0.023], mysql[0.207], data[0.099], tabel[0.079], database[0.076], ponsel[0.035], php[0.028], interbase[0.022], basis[0.021], file[0.020], firebird[0.016], saham[0.326], turun[0.099], rp[0.071], ihsg[0.070], as[0.031], dolar[0.027], mobil[0.017], php[0.014], java[0.013], file[0.012], ponsel[0.196], linux[0.157], perintah[0.038], file[0.037], rsync[0.032], dosemu[0.030], ftp[0.029], abiword[0.027], menu[0.024], share[0.021], ponsel[0.175], tanaman[0.131], of[0.031], and[0.031], kamera[0.027], gen[0.023], vs[0.022], kapas[0.019], in[0.015], slnpv[0.015], mobil[0.164], bmw[0.145], daihatsu[0.056], toyota[0.051], kendaraan[0.032], peugeot[0.028], benz[0.026], odyssey[0.025], mesin[0.024], saham[0.019], linux[0.193], partisi[0.122], samba[0.059], ip[0.046], td[0.034], dev[0.028], wget[0.027], webmin[0.026], printer[0.024], boot[0.024],

102

Lampiran 12 Akurasi dan Kolektifitas cluster hasil algoritma H-FCM dengan PK 10% Cluster

1

basisdata sepakbola

P : 0.72 R : 1.00 D : 57 2 P : 0.00 R : 0.00 D:0 3 P : 0.00 R : 0.00 D:0 4 P : 0.00 R : 0.00 D:0 5 P : 0.00 R : 0.00 D:0 6 P : 0.00 R : 0.00 D:0 7 P : 0.00 R : 0.00 D:0 8 P : 0.00 R : 0.00 D:0 Total Doc 57 Akurasi 0.72 (C1) Kolektifitas 1.00 (C1)

linux

seluler

P : 0.11 P : 0.16 P : 0.00 R : 0.12 R : 0.17 R : 0.00 D:9 D : 13 D:0 P : 0.00 P : 0.00 P : 0.00 R : 0.00 R : 0.00 R : 0.00 D:0 D:0 D:0 P : 0.00 P : 0.89 P : 0.11 R : 0.00 R : 0.84 R : 0.11 D:0 D : 65 D:8 P : 0.00 P : 0.00 P : 0.00 R : 0.00 R : 0.00 R : 0.00 D:0 D:0 D:0 P : 0.00 P : 0.00 P : 0.00 R : 0.00 R : 0.00 R : 0.00 D:0 D:0 D:0 P : 1.00 P : 0.00 P : 0.00 R : 0.89 R : 0.00 R : 0.00 D : 66 D:0 D:0 P : 0.00 P : 0.00 P : 0.97 R : 0.00 R : 0.00 R : 0.89 D:0 D:0 D : 65 P : 0.00 P : 0.00 P : 0.00 R : 0.00 R : 0.00 R : 0.00 D:0 D:0 D:0 74 77 73 1.00 (C6) 0.89 (C3) 0.97 (C7) 0.89 (C6) 0.84 (C3) 0.89 (C7)




P : 0.00 R : 0.00 D:0 P : 1.00 R : 0.79 D : 61 P : 0.00 R : 0.00 D:0 P : 0.05 R : 0.05 D:4 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.14 R : 0.16 D : 12 77 1.00 (C2) 0.79 (C2)

P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.95 R : 1.00 D : 72 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 72 0.95 (C4) 1.00 (C4)

79

61

73

76

67

66

67

87 574 0.93 0.92



Deskripsi

saham[0.420], turun[0.139], rp[0.100], ihsg[0.060], as[0.015], dolar[0.015], ponsel[0.011], mobil[0.010], linux[0.007], java[0.007], mysql[0.121], linux[0.073], tabel[0.048], data[0.046], database[0.031], php[0.023], partisi[0.022], ponsel[0.022], file[0.018], samba[0.016], linux[0.073], mysql[0.060], data[0.034], ponsel[0.027], tabel[0.026], database[0.023], italia[0.022], portugal[0.020], partisi[0.019], psis[0.019], linux[0.152], partisi[0.072], ponsel[0.030], mysql[0.028], file[0.022], ftp[0.021], dev[0.018], lilo[0.018], ip[0.017], dosemu[0.017], php[0.057], result[0.050], file[0.041], as[0.041], ejb[0.040], java[0.038], servlet[0.037], jsp[0.032], remote[0.021], if[0.021], mobil[0.167], bmw[0.152], daihatsu[0.058], toyota[0.054], kendaraan[0.035], peugeot[0.029], benz[0.027], odyssey[0.027], mesin[0.024], buell[0.021], tanaman[0.163], and[0.047], of[0.046], gen[0.039], in[0.035], kapas[0.029], kacang[0.026], pangan[0.024], hama[0.023], rice[0.022], ponsel[0.479], tanaman[0.031], kamera[0.030], vs[0.027], sl[0.027], file[0.023], menu[0.023], vk[0.020], seri[0.017], ax[0.017],

103


1

basisdata sepakbola

P : 0.00 R : 0.00 D:0 2 P : 0.00 R : 0.00 D:0 3 P : 0.00 R : 0.00 D:0 4 P : 0.52 R : 0.40 D : 23 5 P : 0.07 R : 0.12 D:7 6 P : 0.00 R : 0.00 D:0 7 P : 0.00 R : 0.00 D:0 8 P : 0.39 R : 0.98 D : 56 Total Doc 57 Akurasi 0.52 (C4) Kolektifitas 0.98 (C8)


linux

seluler

P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.25 R : 0.14 D : 11 P : 0.74 R : 0.91 D : 70 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.07 R : 0.13 D : 10 77 0.74 (C5) 0.91 (C5)

P : 0.00 R : 0.00 D:0 P : 0.99 R : 0.93 D : 68 P : 0.00 R : 0.00 D:0 P : 0.07 R : 0.04 D:3 P : 0.02 R : 0.03 D:2 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.03 R : 0.05 D:4 73 0.99 (C2) 0.93 (C2)


P : 0.00 R : 0.00 D:0 P : 0.01 R : 0.01 D:1 P : 0.00 R : 0.00 D:0 P : 0.07 R : 0.04 D:3 P : 0.14 R : 0.19 D : 13 P : 0.98 R : 0.81 D : 56 P : 0.00 R : 0.00 D:0 P : 0.01 R : 0.01 D:1 69 0.98 (C6) 0.81 (C6)

P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 1.00 R : 0.93 D : 70 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.02 R : 0.01 D:1 P : 0.07 R : 0.07 D:5 P : 0.00 R : 0.00 D:0 75 1.00 (C3) 0.93 (C3)

P : 0.13 R : 0.14 D : 11 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.93 R : 0.86 D : 66 P : 0.00 R : 0.00 D:0 77 0.93 (C7) 0.86 (C7)

P : 0.87 R : 1.00 D : 72 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 72 0.87 (C1) 1.00 (C1)

83

69

70

44

94

57

71

145 574 0.82 0.80



Deskripsi

saham[0.283], turun[0.074], rp[0.056], linux[0.037], ihsg[0.036], ponsel[0.033], as[0.024], bmw[0.024], dolar[0.022], mobil[0.017], mysql[0.071], linux[0.070], ponsel[0.057], partisi[0.040], tabel[0.028], database[0.027], data[0.027], file[0.018], samba[0.014], tanaman[0.013], ponsel[0.154], linux[0.072], tanaman[0.053], mysql[0.022], data[0.019], file[0.019], partisi[0.015], kamera[0.013], menu[0.012], vs[0.011], php[0.062], result[0.062], ejb[0.045], servlet[0.041], java[0.035], jsp[0.034], file[0.029], net[0.027], and[0.026], remote[0.026], ponsel[0.123], linux[0.075], tanaman[0.062], mysql[0.023], data[0.019], file[0.019], partisi[0.016], and[0.012], of[0.011], gen[0.011], mobil[0.163], bmw[0.124], daihatsu[0.051], toyota[0.047], kendaraan[0.028], peugeot[0.028], odyssey[0.027], linux[0.025], benz[0.023], ponsel[0.023], saham[0.109], as[0.056], ihsg[0.055], php[0.045], turun[0.044], dolar[0.038], objek[0.036], file[0.035], java[0.031], sistem[0.030], linux[0.071], mysql[0.070], ponsel[0.058], partisi[0.041], tabel[0.028], data[0.027], database[0.027], file[0.018], samba[0.014], tanaman[0.014],

104


1

basisdata sepakbola

P : 0.00 R : 0.00 D:0 2 P : 0.00 R : 0.00 D:0 3 P : 0.00 R : 0.00 D:0 4 P : 0.33 R : 0.61 D : 35 5 P : 0.29 R : 0.46 D : 26 6 P : 0.01 R : 0.02 D:1 7 P : 0.00 R : 0.00 D:0 8 P : 0.26 R : 0.84 D : 48 Total Doc 57 Akurasi 0.33 (C4) Kolektifitas 0.84 (C8)

linux

P : 0.00 P : 0.00 R : 0.00 R : 0.00 D:0 D:0 P : 0.00 P : 0.00 R : 0.00 R : 0.00 D:0 D:0 P : 0.00 P : 0.00 R : 0.00 R : 0.00 D:0 D:0 P : 0.03 P : 0.53 R : 0.04 R : 0.73 D:3 D : 56 P : 0.02 P : 0.51 R : 0.03 R : 0.58 D:2 D : 45 P : 0.00 P : 0.01 R : 0.00 R : 0.01 D:0 D:1 P : 0.00 P : 0.00 R : 0.00 R : 0.00 D:0 D:0 P : 0.40 P : 0.25 R : 1.00 R : 0.61 D : 74 D : 47 74 77 0.40 (C8) 0.51 (C5) 0.04 (C4) 0.58 (C5)

seluler



P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.94 R : 0.67 D : 46 P : 0.01 R : 0.01 D:1 P : 0.00 R : 0.00 D:0 P : 0.15 R : 0.30 D : 21 P : 0.00 R : 0.00 D:0 P : 0.02 R : 0.06 D:4 69 0.94 (C3) 0.67 (C3)


P : 0.05 R : 0.05 D:4 P : 0.82 R : 0.47 D : 36 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 1.00 R : 0.47 D : 36 P : 0.01 R : 0.01 D:1 77 1.00 (C7) 0.47 (C7)

P : 0.95 R : 0.99 D : 71 P : 0.02 R : 0.01 D:1 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 72 0.95 (C1) 0.99 (C1)

75

44

49

105

89

143

36

186 574 0.59 0.55



Deskripsi

ponsel[0.096], linux[0.064], mysql[0.041], partisi[0.027], tanaman[0.025], file[0.024], data[0.023], php[0.016], tabel[0.016], database[0.014], ponsel[0.084], linux[0.073], mysql[0.047], partisi[0.030], data[0.024], file[0.024], tanaman[0.022], tabel[0.018], database[0.017], php[0.015], ponsel[0.082], php[0.052], result[0.041], java[0.028], linux[0.024], tanaman[0.023], http[0.022], ejb[0.020], file[0.019], mysql[0.017], saham[0.342], turun[0.099], ihsg[0.069], rp[0.066], as[0.053], dolar[0.034], mobil[0.025], bmw[0.024], rupiah[0.013], daihatsu[0.012], mobil[0.170], bmw[0.156], daihatsu[0.056], toyota[0.051], saham[0.045], peugeot[0.032], odyssey[0.030], penjualan[0.020], buell[0.019], benz[0.019], tanaman[0.102], of[0.059], and[0.058], kapas[0.037], in[0.033], rice[0.031], to[0.025], kering[0.024], mikroba[0.022], pangan[0.022], ponsel[0.078], linux[0.076], mysql[0.050], partisi[0.031], data[0.024], file[0.024], tanaman[0.020], database[0.019], tabel[0.019], php[0.014], linux[0.096], ponsel[0.066], mysql[0.055], partisi[0.028], tabel[0.022], data[0.022], file[0.020], database[0.020], tanaman[0.019], ftp[0.016],

105

Lampiran 15 Akurasi dan Kolektifitas cluster hasil algoritma FCM dengan PK 5% Cluster

1

basisdata sepakbola

P : 0.04 R : 0.04 D:2 2 P : 0.07 R : 0.07 D:4 3 P : 0.00 R : 0.00 D:0 4 P : 0.22 R : 0.30 D : 17 5 P : 0.17 R : 0.23 D : 13 6 P : 0.00 R : 0.00 D:0 7 P : 0.08 R : 0.07 D:4 8 P : 0.21 R : 0.32 D : 18 Total Doc 57 Akurasi 0.22 (C4) Kolektifitas 0.32 (C8)

P : 0.06 R : 0.04 D:3 P : 0.13 R : 0.11 D:8 P : 0.00 R : 0.00 D:0 P : 0.03 R : 0.03 D:2 P : 0.39 R : 0.39 D : 29 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.38 R : 0.43 D : 32 74 0.39 (C5) 0.39 (C5)

linux

seluler

P : 0.11 R : 0.08 D:6 P : 0.31 R : 0.25 D : 19 P : 0.00 R : 0.00 D:0 P : 0.05 R : 0.05 D:4 P : 0.29 R : 0.29 D : 22 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.33 R : 0.36 D : 28 77 0.33 (C8) 0.25 (C2)

P : 0.00 R : 0.00 D:0 P : 0.49 R : 0.41 D : 30 P : 0.12 R : 0.12 D:9 P : 0.23 R : 0.25 D : 18 P : 0.15 R : 0.15 D : 11 P : 0.00 R : 0.00 D:0 P : 0.02 R : 0.01 D:1 P : 0.07 R : 0.08 D:6 73 0.49 (C2) 0.25 (C4)


P : 0.02 R : 0.01 D:1 P : 0.00 R : 0.00 D:0 P : 0.34 R : 0.36 D : 25 P : 0.38 R : 0.42 D : 29 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.27 R : 0.20 D : 14 P : 0.00 R : 0.00 D:0 69 0.34 (C3) 0.36 (C3)

P : 0.04 R : 0.03 D:2 P : 0.00 R : 0.00 D:0 P : 0.25 R : 0.24 D : 18 P : 0.09 R : 0.09 D:7 P : 0.00 R : 0.00 D:0 P : 0.30 R : 0.43 D : 32 P : 0.33 R : 0.23 D : 17 P : 0.00 R : 0.00 D:0 75 0.33 (C7) 0.43 (C6)

P : 0.68 R : 0.47 D : 36 P : 0.00 R : 0.00 D:0 P : 0.01 R : 0.01 D:1 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.38 R : 0.53 D : 41 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 77 0.68 (C1) 0.47 (C1)

P : 0.06 R : 0.04 D:3 P : 0.00 R : 0.00 D:0 P : 0.27 R : 0.28 D : 20 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.32 R : 0.47 D : 34 P : 0.29 R : 0.21 D : 15 P : 0.00 R : 0.00 D:0 72 0.32 (C6) 0.21 (C7)

53

61

73

77

75

107

51

84 574 0.39 0.34



Deskripsi

mysql[0.100], tanaman[0.064], ponsel[0.050], tabel[0.038], linux[0.030], php[0.029], mobil[0.018], file[0.016], partisi[0.015], data[0.015], saham[0.174], mobil[0.076], turun[0.061], rp[0.042], tanaman[0.040], php[0.034], ponsel[0.024], linux[0.021], mysql[0.015], java[0.013], mobil[0.047], tanaman[0.041], php[0.040], saham[0.037], ponsel[0.030], as[0.029], java[0.029], ihsg[0.027], mysql[0.024], bmw[0.024], mysql[0.076], linux[0.062], ponsel[0.055], partisi[0.041], tabel[0.029], tanaman[0.021], file[0.018], ip[0.013], tim[0.012], data[0.012], linux[0.082], ponsel[0.082], partisi[0.040], database[0.034], data[0.029], file[0.019], psis[0.016], samba[0.014], perintah[0.014], italia[0.014], ponsel[0.062], linux[0.036], bmw[0.032], result[0.028], file[0.026], as[0.019], data[0.017], database[0.017], sistem[0.015], in[0.015], ponsel[0.057], linux[0.044], ejb[0.042], servlet[0.038], data[0.033], file[0.032], bmw[0.032], jsp[0.023], kapas[0.017], borland[0.015], ponsel[0.160], linux[0.131], data[0.023], file[0.022], rsync[0.020], partisi[0.019], menu[0.017], abiword[0.017], samba[0.016], share[0.015],

106


1

basisdata sepakbola

P : 0.00 R : 0.00 D:0 2 P : 0.13 R : 0.19 D : 11 3 P : 0.18 R : 0.23 D : 13 4 P : 0.00 R : 0.00 D:0 5 P : 0.00 R : 0.00 D:0 6 P : 0.09 R : 0.18 D : 10 7 P : 0.10 R : 0.11 D:6 8 P : 0.03 R : 0.04 D:2 Total Doc 57 Akurasi 0.18 (C3) Kolektifitas 0.23 (C3)

P : 0.00 R : 0.00 D:0 P : 0.13 R : 0.15 D : 11 P : 0.16 R : 0.16 D : 12 P : 0.02 R : 0.01 D:1 P : 0.00 R : 0.00 D:0 P : 0.16 R : 0.23 D : 17 P : 0.41 R : 0.32 D : 24 P : 0.00 R : 0.00 D:0 74 0.41 (C7) 0.32 (C7)

linux

seluler

P : 0.00 R : 0.00 D:0 P : 0.21 R : 0.23 D : 18 P : 0.03 R : 0.03 D:2 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.24 R : 0.34 D : 26 P : 0.05 R : 0.04 D:3 P : 0.00 R : 0.00 D:0 77 0.24 (C6) 0.34 (C6)



P : 0.11 R : 0.07 D:5 P : 0.22 R : 0.28 D : 19 P : 0.04 R : 0.04 D:3 P : 0.11 R : 0.07 D:5 P : 0.18 R : 0.22 D : 15 P : 0.15 R : 0.23 D : 16 P : 0.25 R : 0.22 D : 15 P : 0.05 R : 0.04 D:3 69 0.22 (C2) 0.28 (C2)


P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.15 R : 0.14 D : 11 P : 0.79 R : 0.48 D : 37 P : 0.00 R : 0.00 D:0 P : 0.01 R : 0.01 D:1 P : 0.02 R : 0.01 D:1 P : 0.49 R : 0.40 D : 31 77 0.79 (C4) 0.48 (C4)

P : 0.09 R : 0.06 D:4 P : 0.18 R : 0.22 D : 16 P : 0.34 R : 0.35 D : 25 P : 0.06 R : 0.04 D:3 P : 0.00 R : 0.00 D:0 P : 0.21 R : 0.32 D : 23 P : 0.00 R : 0.00 D:0 P : 0.35 R : 0.31 D : 22 72 0.35 (C8) 0.31 (C8)

45

87

73

47

82

108

59

63 574 0.49 0.43



Deskripsi

linux[0.132], mysql[0.039], ponsel[0.023], bmw[0.021], file[0.020], partisi[0.018], data[0.017], php[0.014], perintah[0.014], ftp[0.012], ponsel[0.058], linux[0.049], mobil[0.037], tanaman[0.030], saham[0.024], as[0.021], bmw[0.021], mysql[0.020], database[0.019], file[0.016], ponsel[0.103], tanaman[0.056], database[0.045], mobil[0.040], saham[0.031], linux[0.025], java[0.023], as[0.020], tim[0.018], data[0.017], mysql[0.059], partisi[0.048], php[0.030], data[0.026], file[0.026], linux[0.022], bmw[0.020], tabel[0.018], result[0.016], wget[0.015], ponsel[0.337], tanaman[0.054], file[0.019], linux[0.018], mobil[0.016], menu[0.015], saham[0.013], vk[0.011], kamera[0.011], database[0.011], linux[0.132], mysql[0.039], ponsel[0.023], bmw[0.021], file[0.020], partisi[0.018], data[0.017], php[0.014], perintah[0.014], ftp[0.012], linux[0.070], mysql[0.032], file[0.025], data[0.022], php[0.022], partisi[0.022], bmw[0.021], ponsel[0.018], result[0.015], ftp[0.014], mysql[0.078], partisi[0.053], tabel[0.051], php[0.040], data[0.032], ip[0.025], td[0.022], dev[0.021], samba[0.020], file[0.019],

107


1

basisdata sepakbola

P : 0.15 R : 0.26 D : 15 2 P : 0.03 R : 0.09 D:5 3 P : 0.03 R : 0.07 D:4 4 P : 0.07 R : 0.16 D:9 5 P : 0.34 R : 0.26 D : 15 6 P : 0.03 R : 0.07 D:4 7 P : 0.05 R : 0.12 D:7 8 P : 0.04 R : 0.05 D:3 Total Doc 57 Akurasi 0.34 (C5) Kolektifitas 0.26 (C5)

linux

P : 0.12 P : 0.09 R : 0.16 R : 0.12 D : 12 D:9 P : 0.05 P : 0.05 R : 0.09 R : 0.09 D:7 D:7 P : 0.04 P : 0.05 R : 0.08 R : 0.09 D:6 D:7 P : 0.06 P : 0.26 R : 0.11 R : 0.45 D:8 D : 35 P : 0.41 P : 0.11 R : 0.24 R : 0.06 D : 18 D:5 P : 0.04 P : 0.06 R : 0.08 R : 0.12 D:6 D:9 P : 0.04 P : 0.22 R : 0.08 R : 0.43 D:6 D : 33 P : 0.14 P : 0.06 R : 0.14 R : 0.05 D : 10 D:4 74 77 0.14 (C8) 0.26 (C4) 0.16 (C1) 0.45 (C4)

seluler

P : 0.15 R : 0.21 D : 15 P : 0.16 R : 0.32 D : 23 P : 0.16 R : 0.30 D : 22 P : 0.14 R : 0.26 D : 19 P : 0.02 R : 0.01 D:1 P : 0.15 R : 0.32 D : 23 P : 0.13 R : 0.26 D : 19 P : 0.13 R : 0.12 D:9 73 0.16 (C3) 0.32 (C6)


P : 0.10 R : 0.14 D : 10 P : 0.22 R : 0.46 D : 32 P : 0.22 R : 0.45 D : 31 P : 0.05 R : 0.10 D:7 P : 0.02 R : 0.01 D:1 P : 0.22 R : 0.48 D : 33 P : 0.04 R : 0.09 D:6 P : 0.16 R : 0.16 D : 11 69 0.22 (C6) 0.46 (C2)

P : 0.09 R : 0.12 D:9 P : 0.24 R : 0.45 D : 34 P : 0.25 R : 0.47 D : 35 P : 0.17 R : 0.31 D : 23 P : 0.00 R : 0.00 D:0 P : 0.26 R : 0.52 D : 39 P : 0.16 R : 0.32 D : 24 P : 0.16 R : 0.15 D : 11 75 0.24 (C2) 0.47 (C3)

P : 0.06 R : 0.08 D:6 P : 0.12 R : 0.22 D : 17 P : 0.13 R : 0.23 D : 18 P : 0.14 R : 0.23 D : 18 P : 0.00 R : 0.00 D:0 P : 0.12 R : 0.23 D : 18 P : 0.28 R : 0.56 D : 43 P : 0.09 R : 0.08 D:6 77 0.28 (C7) 0.56 (C7)

P : 0.22 R : 0.29 D : 21 P : 0.13 R : 0.25 D : 18 P : 0.13 R : 0.25 D : 18 P : 0.11 R : 0.19 D : 14 P : 0.09 R : 0.06 D:4 P : 0.12 R : 0.25 D : 18 P : 0.09 R : 0.19 D : 14 P : 0.23 R : 0.22 D : 16 72 0.22 (C1) 0.22 (C8)

97

143

141

133

44

150

152

70 574 0.23 0.37



Deskripsi

ponsel[0.091], partisi[0.032], tanaman[0.031], saham[0.030], mysql[0.030], mobil[0.028], file[0.024], data[0.023], bmw[0.017], linux[0.016], ponsel[0.077], saham[0.035], linux[0.030], tanaman[0.029], file[0.024], mobil[0.020], bmw[0.020], mysql[0.018], data[0.018], php[0.018], mysql[0.073], ponsel[0.050], partisi[0.048], tanaman[0.044], tabel[0.030], dev[0.024], data[0.023], mobil[0.021], samba[0.020], td[0.019], mysql[0.100], database[0.080], tabel[0.048], dosemu[0.032], php[0.030], abiword[0.027], tim[0.027], interbase[0.025], printer[0.023], sms[0.023], ponsel[0.077], saham[0.035], linux[0.030], tanaman[0.029], file[0.024], mobil[0.020], bmw[0.020], data[0.018], mysql[0.018], php[0.018], ponsel[0.077], saham[0.035], linux[0.030], tanaman[0.029], file[0.024], mobil[0.020], bmw[0.020], mysql[0.018], data[0.018], php[0.018], linux[0.142], ponsel[0.053], as[0.025], saham[0.024], bmw[0.018], data[0.018], menu[0.018], perintah[0.017], file[0.016], php[0.015], ponsel[0.069], linux[0.061], saham[0.031], bmw[0.021], file[0.021], as[0.019], data[0.018], php[0.018], mobil[0.017], tanaman[0.017],

108


1

basisdata sepakbola

P : 0.18 R : 0.16 D:9 2 P : 0.19 R : 0.25 D : 14 3 P : 0.05 R : 0.02 D:1 4 P : 0.00 R : 0.00 D:0 5 P : 0.12 R : 0.14 D:8 6 P : 0.21 R : 0.28 D : 16 7 P : 0.05 R : 0.05 D:3 8 P : 0.08 R : 0.11 D:6 Total Doc 57 Akurasi 0.21 (C6) Kolektifitas 0.28 (C6)

P : 0.08 R : 0.05 D:4 P : 0.06 R : 0.05 D:4 P : 0.82 R : 0.24 D : 18 P : 0.00 R : 0.00 D:0 P : 0.10 R : 0.09 D:7 P : 0.25 R : 0.26 D : 19 P : 0.08 R : 0.07 D:5 P : 0.13 R : 0.12 D:9 74 0.82 (C3) 0.24 (C3)

linux

seluler

P : 0.18 P : 0.14 R : 0.12 R : 0.10 D:9 D:7 P : 0.14 P : 0.15 R : 0.13 R : 0.15 D : 10 D : 11 P : 0.05 P : 0.00 R : 0.01 R : 0.00 D:1 D:0 P : 0.00 P : 0.00 R : 0.00 R : 0.00 D:0 D:0 P : 0.04 P : 0.42 R : 0.04 R : 0.40 D:3 D : 29 P : 0.28 P : 0.07 R : 0.27 R : 0.07 D : 21 D:5 P : 0.08 P : 0.08 R : 0.06 R : 0.07 D:5 D:5 P : 0.27 P : 0.06 R : 0.25 R : 0.05 D : 19 D:4 77 73 0.27 (C8) 0.42 (C5) 0.25 (C8) 0.40 (C5)


P : 0.10 R : 0.07 D:5 P : 0.13 R : 0.13 D:9 P : 0.05 R : 0.01 D:1 P : 0.00 R : 0.00 D:0 P : 0.09 R : 0.09 D:6 P : 0.08 R : 0.09 D:6 P : 0.52 R : 0.48 D : 33 P : 0.06 R : 0.06 D:4 69 0.52 (C7) 0.48 (C7)

P : 0.20 R : 0.13 D : 10 P : 0.17 R : 0.16 D : 12 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.12 R : 0.11 D:8 P : 0.09 R : 0.09 D:7 P : 0.06 R : 0.05 D:4 P : 0.38 R : 0.36 D : 27 75 0.20 (C1) 0.16 (C2)

P : 0.08 R : 0.05 D:4 P : 0.14 R : 0.13 D : 10 P : 0.00 R : 0.00 D:0 P : 0.33 R : 0.36 D : 28 P : 0.12 R : 0.10 D:8 P : 0.01 R : 0.01 D:1 P : 0.06 R : 0.05 D:4 P : 0.03 R : 0.03 D:2 77 0.33 (C4) 0.36 (C4)

P : 0.02 R : 0.01 D:1 P : 0.03 R : 0.03 D:2 P : 0.05 R : 0.01 D:1 P : 0.67 R : 0.78 D : 56 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.08 R : 0.07 D:5 P : 0.00 R : 0.00 D:0 72 0.03 (C2) 0.01 (C1)

49

72

22

84

69

75

64

71 574 0.35 0.27



Deskripsi

as[0.071], of[0.042], file[0.040], ponsel[0.037], bmw[0.033], tanaman[0.030], saham[0.029], in[0.029], dolar[0.025], data[0.023], ponsel[0.070], linux[0.057], mysql[0.038], partisi[0.036], php[0.026], saham[0.020], tanaman[0.018], java[0.017], http[0.017], result[0.016], mobil[0.088], bmw[0.067], saham[0.066], ponsel[0.044], daihatsu[0.027], toyota[0.024], linux[0.020], turun[0.017], data[0.015], file[0.015], ponsel[0.069], file[0.045], data[0.040], tanaman[0.029], saham[0.028], mysql[0.026], mobil[0.021], bmw[0.020], linux[0.018], and[0.018], ponsel[0.091], data[0.039], file[0.033], tanaman[0.032], saham[0.028], linux[0.026], mysql[0.023], mobil[0.018], partisi[0.017], tabel[0.015], ponsel[0.122], linux[0.036], saham[0.027], mysql[0.026], tanaman[0.024], data[0.022], partisi[0.021], file[0.017], tabel[0.016], mobil[0.015], linux[0.137], mysql[0.064], tanaman[0.035], ponsel[0.033], php[0.031], database[0.030], partisi[0.024], tabel[0.019], ip[0.018], result[0.017], ftp[0.135], psis[0.105], persebaya[0.060], tim[0.041], penonton[0.035], database[0.025], linux[0.025], psps[0.023], mysql[0.021], arema[0.021],

109

Lampiran 19 Akurasi dan Kolektifitas cluster hasil algoritma FSC dengan PK 5% Cluster

1

basisdata sepakbola

P : 0.09 R : 0.09 D:5 2 P : 0.00 R : 0.00 D:0 3 P : 0.00 R : 0.00 D:0 4 P : 0.11 R : 0.12 D:7 5 P : 0.09 R : 0.11 D:6 6 P : 0.04 R : 0.11 D:6 7 P : 0.04 R : 0.04 D:2 8 P : 0.36 R : 0.56 D : 32 Total Doc 57 Akurasi 0.36 (C8) Kolektifitas 0.56 (C8)

P : 0.66 R : 0.51 D : 38 P : 0.15 R : 0.12 D:9 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.15 R : 0.14 D : 10 P : 0.01 R : 0.01 D:1 P : 0.00 R : 0.00 D:0 P : 0.18 R : 0.22 D : 16 74 0.66 (C1) 0.51 (C1)

linux

seluler

P : 0.26 R : 0.19 D : 15 P : 0.66 R : 0.53 D : 41 P : 0.40 R : 0.18 D : 14 P : 0.00 R : 0.00 D:0 P : 0.07 R : 0.06 D:5 P : 0.01 R : 0.03 D:2 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 77 0.66 (C2) 0.53 (C2)

P : 0.00 R : 0.00 D:0 P : 0.19 R : 0.16 D : 12 P : 0.43 R : 0.21 D : 15 P : 0.03 R : 0.03 D:2 P : 0.54 R : 0.51 D : 37 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.09 R : 0.11 D:8 73 0.54 (C5) 0.51 (C5)


P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.17 R : 0.09 D:6 P : 0.48 R : 0.43 D : 30 P : 0.15 R : 0.14 D : 10 P : 0.11 R : 0.25 D : 17 P : 0.00 R : 0.00 D:0 P : 0.07 R : 0.09 D:6 69 0.48 (C4) 0.43 (C4)

P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.32 R : 0.27 D : 20 P : 0.00 R : 0.00 D:0 P : 0.15 R : 0.31 D : 23 P : 0.30 R : 0.20 D : 15 P : 0.19 R : 0.23 D : 17 75 0.30 (C7) 0.31 (C6)


P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.05 R : 0.04 D:3 P : 0.00 R : 0.00 D:0 P : 0.19 R : 0.40 D : 29 P : 0.66 R : 0.46 D : 33 P : 0.08 R : 0.10 D:7 72 0.00 (C3) 0.00 (C3)

58

62

35

63

68

150

50

90 574 0.44 0.35



Deskripsi

data[0.072], ejb[0.053], servlet[0.049], jsp[0.040], bmw[0.039], file[0.036], vs[0.027], interbase[0.026], kapas[0.026], odyssey[0.025], mysql[0.154], tanaman[0.082], php[0.041], saham[0.037], ponsel[0.027], rp[0.027], linux[0.024], tabel[0.023], kamera[0.021], filesystem[0.017], tanaman[0.081], php[0.071], java[0.066], as[0.059], ihsg[0.057], http[0.045], saham[0.041], dolar[0.036], if[0.036], and[0.034], tabel[0.067], bmw[0.051], result[0.045], sistem[0.042], as[0.037], file[0.034], database[0.031], user[0.028], remote[0.026], ponsel[0.024], ponsel[0.196], database[0.065], data[0.050], kacang[0.035], shell[0.035], tbl[0.030], padi[0.029], thinlet[0.026], mikroba[0.026], toyota[0.024], ponsel[0.168], partisi[0.115], linux[0.078], perintah[0.051], ip[0.048], file[0.042], italia[0.033], psis[0.027], dsniff[0.021], pertandingan[0.020], linux[0.245], ponsel[0.111], samba[0.048], ftp[0.035], rsync[0.032], dosemu[0.029], td[0.029], dev[0.027], abiword[0.026], partisi[0.026], mobil[0.295], saham[0.238], objek[0.054], turun[0.053], angka[0.051], kendaraan[0.044], mesin[0.042], type[0.033], penjualan[0.033], java[0.031],

110


1

basisdata sepakbola

P : 0.15 R : 0.30 D : 17 2 P : 0.02 R : 0.02 D:1 3 P : 0.03 R : 0.05 D:3 4 P : 0.12 R : 0.26 D : 15 5 P : 0.00 R : 0.00 D:0 6 P : 0.26 R : 0.35 D : 20 7 P : 0.04 R : 0.02 D:1 8 P : 0.00 R : 0.00 D:0 Total Doc 57 Akurasi 0.26 (C6) Kolektifitas 0.35 (C6)

linux

P : 0.16 P : 0.03 R : 0.24 R : 0.04 D : 18 D:3 P : 0.00 P : 0.00 R : 0.00 R : 0.00 D:0 D:0 P : 0.10 P : 0.02 R : 0.12 R : 0.03 D:9 D:2 P : 0.22 P : 0.34 R : 0.36 R : 0.53 D : 27 D : 41 P : 0.17 P : 0.00 R : 0.12 R : 0.00 D:9 D:0 P : 0.14 P : 0.41 R : 0.15 R : 0.40 D : 11 D : 31 P : 0.00 P : 0.00 R : 0.00 R : 0.00 D:0 D:0 P : 0.00 P : 0.00 R : 0.00 R : 0.00 D:0 D:0 74 77 0.22 (C4) 0.03 (C1) 0.36 (C4) 0.04 (C1)

seluler

P : 0.13 R : 0.19 D : 14 P : 0.00 R : 0.00 D:0 P : 0.24 R : 0.29 D : 21 P : 0.05 R : 0.08 D:6 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.59 R : 0.44 D : 32 73 0.59 (C8) 0.44 (C8)


P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.29 R : 0.36 D : 25 P : 0.15 R : 0.26 D : 18 P : 0.00 R : 0.00 D:0 P : 0.05 R : 0.06 D:4 P : 0.00 R : 0.00 D:0 P : 0.41 R : 0.32 D : 22 69 0.29 (C3) 0.36 (C3)


P : 0.30 R : 0.43 D : 33 P : 0.04 R : 0.03 D:2 P : 0.01 R : 0.01 D:1 P : 0.00 R : 0.00 D:0 P : 0.76 R : 0.53 D : 41 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 77 0.76 (C5) 0.53 (C5)

P : 0.15 R : 0.22 D : 16 P : 0.93 R : 0.60 D : 43 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.06 R : 0.04 D:3 P : 0.11 R : 0.11 D:8 P : 0.07 R : 0.03 D:2 P : 0.00 R : 0.00 D:0 72 0.93 (C2) 0.60 (C2)

110

46

86

121

54

76

27

54 574 0.50 0.37



Deskripsi

partisi[0.059], mysql[0.051], data[0.037], file[0.034], result[0.029], tabel[0.027], samba[0.027], ejb[0.023], php[0.023], servlet[0.021], linux[0.246], mysql[0.061], bmw[0.037], perintah[0.029], data[0.022], menu[0.019], partisi[0.017], sistem[0.017], italia[0.016], shell[0.015], saham[0.146], mobil[0.135], database[0.078], as[0.053], java[0.047], ihsg[0.044], turun[0.033], dolar[0.029], data[0.025], net[0.023], tanaman[0.232], http[0.084], ponsel[0.075], hama[0.052], saham[0.048], tim[0.047], pertandingan[0.045], turun[0.045], java[0.030], kelas[0.029], bmw[0.139], mysql[0.125], php[0.123], tabel[0.057], odyssey[0.055], toyota[0.054], buell[0.040], daihatsu[0.040], folder[0.039], file[0.037], ponsel[0.576], tanaman[0.121], kamera[0.042], rp[0.039], menu[0.028], file[0.024], epo[0.019], mini[0.017], cx[0.017], saham[0.014], gen[0.059], in[0.042], and[0.039], sl[0.036], of[0.034], generik[0.033], kering[0.032], thinlet[0.032], file[0.032], vk[0.031], php[0.058], kacang[0.050], vs[0.050], kapas[0.049], protein[0.044], and[0.042], elapsed[0.041], rice[0.041], of[0.038], mikroba[0.037],

111


1

basisdata sepakbola

P : 0.03 R : 0.09 D:5 2 P : 0.36 R : 0.28 D : 16 3 P : 0.04 R : 0.07 D:4 4 P : 0.11 R : 0.11 D:6 5 P : 0.10 R : 0.12 D:7 6 P : 0.00 R : 0.00 D:0 7 P : 0.10 R : 0.09 D:5 8 P : 0.54 R : 0.25 D : 14 Total Doc 57 Akurasi 0.54 (C8) Kolektifitas 0.28 (C2)

P : 0.09 R : 0.19 D : 14 P : 0.22 R : 0.14 D : 10 P : 0.08 R : 0.11 D:8 P : 0.05 R : 0.04 D:3 P : 0.17 R : 0.16 D : 12 P : 0.00 R : 0.00 D:0 P : 0.40 R : 0.27 D : 20 P : 0.27 R : 0.09 D:7 74 0.40 (C7) 0.27 (C7)

linux

seluler

P : 0.01 R : 0.03 D:2 P : 0.33 R : 0.19 D : 15 P : 0.07 R : 0.09 D:7 P : 0.59 R : 0.43 D : 33 P : 0.10 R : 0.09 D:7 P : 0.00 R : 0.00 D:0 P : 0.20 R : 0.13 D : 10 P : 0.12 R : 0.04 D:3 77 0.59 (C4) 0.43 (C4)

P : 0.17 R : 0.38 D : 28 P : 0.07 R : 0.04 D:3 P : 0.26 R : 0.34 D : 25 P : 0.07 R : 0.05 D:4 P : 0.13 R : 0.12 D:9 P : 0.00 R : 0.00 D:0 P : 0.08 R : 0.05 D:4 P : 0.00 R : 0.00 D:0 73 0.26 (C3) 0.38 (C1)


P : 0.19 R : 0.45 D : 31 P : 0.02 R : 0.01 D:1 P : 0.20 R : 0.28 D : 19 P : 0.05 R : 0.04 D:3 P : 0.17 R : 0.17 D : 12 P : 0.01 R : 0.01 D:1 P : 0.06 R : 0.04 D:3 P : 0.00 R : 0.00 D:0 69 0.19 (C1) 0.28 (C3)



P : 0.16 R : 0.35 D : 25 P : 0.00 R : 0.00 D:0 P : 0.16 R : 0.21 D : 15 P : 0.11 R : 0.08 D:6 P : 0.23 R : 0.22 D : 16 P : 0.01 R : 0.01 D:1 P : 0.14 R : 0.10 D:7 P : 0.08 R : 0.03 D:2 72 0.00 (C2) 0.03 (C8)

161

45

95

56

70

72

50

26 574 0.28 0.25



Deskripsi

ponsel[0.069], tanaman[0.055], mobil[0.052], partisi[0.045], mysql[0.033], file[0.029], data[0.022], ftp[0.022], share[0.021], toyota[0.020], mysql[0.099], tanaman[0.078], partisi[0.074], data[0.043], rsync[0.042], dev[0.035], lilo[0.031], webmin[0.028], kernel[0.027], tabel[0.026], linux[0.296], ponsel[0.043], menu[0.038], perintah[0.034], data[0.027], and[0.024], bmw[0.022], mobil[0.021], seri[0.021], hak[0.018], mysql[0.107], database[0.091], tabel[0.066], php[0.040], dosemu[0.039], bmw[0.038], ip[0.036], abiword[0.035], interbase[0.028], mobil[0.028], ponsel[0.458], bmw[0.061], kamera[0.057], sgh[0.027], ax[0.024], dopod[0.024], mini[0.023], penjualan[0.023], megane[0.022], bioteknologi[0.021], as[0.156], http[0.092], dolar[0.086], ihsg[0.076], sistem[0.070], saham[0.060], echo[0.058], server[0.043], java[0.035], aplikasi[0.033], saham[0.383], turun[0.118], rp[0.066], php[0.065], bmw[0.051], ihsg[0.047], tanaman[0.029], rupiah[0.027], trail[0.026], as[0.025], php[0.057], result[0.054], file[0.052], ejb[0.043], java[0.041], servlet[0.039], jsp[0.032], and[0.026], if[0.025], net[0.023],

112


1

basisdata sepakbola

P : 0.00 R : 0.00 D:0 2 P : 0.17 R : 0.16 D:9 3 P : 0.00 R : 0.00 D:0 4 P : 0.00 R : 0.00 D:0 5 P : 0.14 R : 0.28 D : 16 6 P : 0.00 R : 0.00 D:0 7 P : 0.13 R : 0.26 D : 15 8 P : 0.20 R : 0.30 D : 17 Total Doc 57 Akurasi 0.20 (C8) Kolektifitas 0.30 (C8)

P : 0.00 R : 0.00 D:0 P : 0.06 R : 0.04 D:3 P : 0.00 R : 0.00 D:0 P : 0.00 R : 0.00 D:0 P : 0.09 R : 0.14 D : 10 P : 0.00 R : 0.00 D:0 P : 0.21 R : 0.32 D : 24 P : 0.41 R : 0.49 D : 36 74 0.21 (C7) 0.32 (C7)

linux

seluler

P : 0.00 R : 0.00 D:0 P : 0.12 R : 0.08 D:6 P : 0.00 R : 0.00 D:0 P : 0.10 R : 0.05 D:4 P : 0.15 R : 0.22 D : 17 P : 0.00 R : 0.00 D:0 P : 0.26 R : 0.39 D : 30 P : 0.23 R : 0.26 D : 20 77 0.15 (C5) 0.22 (C5)

P : 0.00 R : 0.00 D:0 P : 0.42 R : 0.30 D : 22 P : 0.00 R : 0.00 D:0 P : 0.02 R : 0.01 D:1 P : 0.20 R : 0.30 D : 22 P : 0.00 R : 0.00 D:0 P : 0.20 R : 0.32 D : 23 P : 0.06 R : 0.07 D:5 73 0.42 (C2) 0.30 (C2)


P : 0.00 R : 0.00 D:0 P : 0.08 R : 0.06 D:4 P : 0.18 R : 0.13 D:9 P : 0.07 R : 0.04 D:3 P : 0.29 R : 0.48 D : 33 P : 0.09 R : 0.06 D:4 P : 0.09 R : 0.16 D : 11 P : 0.05 R : 0.06 D:4 69 0.18 (C3) 0.13 (C3)



P : 0.57 R : 0.51 D : 37 P : 0.00 R : 0.00 D:0 P : 0.45 R : 0.32 D : 23 P : 0.00 R : 0.00 D:0 P : 0.04 R : 0.06 D:4 P : 0.15 R : 0.10 D:7 P : 0.00 R : 0.00 D:0 P : 0.01 R : 0.01 D:1 72 0.57 (C1) 0.51 (C1)

65

52

51

42

112

47

116

87 574 0.39 0.32



Deskripsi

data[0.094], file[0.089], ponsel[0.083], mysql[0.037], rsync[0.029], and[0.027], servlet[0.025], tanaman[0.023], menu[0.023], aplikasi[0.021], ponsel[0.169], linux[0.067], tabel[0.046], partisi[0.033], sistem[0.033], perintah[0.032], tanaman[0.028], samba[0.025], and[0.022], wap[0.020], linux[0.149], mysql[0.110], database[0.058], php[0.037], ftp[0.034], psis[0.027], dev[0.026], ip[0.026], ponsel[0.025], tanaman[0.023], linux[0.083], java[0.075], result[0.070], php[0.054], tanaman[0.044], kamera[0.036], if[0.031], net[0.030], shell[0.029], kacang[0.029], ponsel[0.108], partisi[0.083], linux[0.050], mysql[0.044], jsp[0.027], http[0.027], td[0.026], dosemu[0.026], abiword[0.024], lilo[0.022], as[0.206], of[0.097], bmw[0.083], in[0.080], file[0.070], dolar[0.058], sub[0.052], komputer[0.048], proses[0.041], daihatsu[0.035], saham[0.136], mobil[0.135], bmw[0.067], turun[0.040], tanaman[0.038], toyota[0.030], daihatsu[0.028], benz[0.026], mesin[0.024], odyssey[0.024], saham[0.254], ihsg[0.097], bmw[0.086], turun[0.056], rp[0.053], sportage[0.043], out[0.039], daihatsu[0.038], cls[0.038], mobil[0.036],

113

DAFTAR PUSTAKA. Cleverdon C.W, Mills J dan Keen M Factors Determining The Performance of Indexing System. ASLIB Cranfield Project

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