PPDAFTAR GAMBAR
Gambar 2.1 Contoh Pohon Keputusan untuk Mengklasifikasikan Pembelian Komputer ..................................................................................... 3.1 Diagram CART ............................................................................ 3.2 Pohon Keputusan Sementara ....................................................... 3.3 Pohon Keputusan Optimum ......................................................... 3.4 Pohon Klasifikasi Optimum dari Contoh Kasus .......................... 4.1 Pohon Klasifikasi Optimum ........................................................
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Yuni Melawati, 2013 Klasifikasi Keputusan Nasabah Dalam Pengambilan Kredit Menggunakan Model Regresi Logistik Biner Dan Metode Classification And Regression Trees (CART) (Studi Kasus pada Nasabah bank bjb Cabang Utama Bandung) Universitas Pendidikan Indonesia | repository.upi.edu| perpustakaan.upi.edu
DAFTAR TABEL
Tabel 4.1 4.2 4.3 4.4 4.5 4.6 4.7 4.8 4.9 4.10 4.11 4.12 4.13 4.14 4.15 4.16 4.17 4.18 4.19 4.20 4.21 4.22
Halaman Faktor-faktor Keputusan Nasabah dalam Mengambil Kredit ...... Keputusan Pengambilan Kredit ................................................... Case Procesing Summary Crosstab ............................................. Keputusan Pengambilan Kredit * Jenis Kelamin Crosstabulation ............................................................................ Keputusan Pengambilan Kredit * Usia Crosstabulation .............. Keputusan Pengambilan Kredit * Pendidikan Crosstabulation ... Keputusan Pengambilan Kredit * Pekerjaan Crosstabulation ..... Keputusan Pengambilan Kredit * Pendapatan Crosstabulation .. Keputusan Pengambilan Kredit * Banyak Tanggungan Crosstabulation ............................................................................ Keputusan Pengambilan Kredit * Kualitas Pelayanan Crosstabulation ............................................................................ Keputusan Pengambilan Kredit * Persyaratan Kredit Crosstabulation ............................................................................ Keputusan Pengambilan Kredit * Informasi Kredit Crosstabulation ............................................................................ Keputusan Pengambilan Kredit * Tingkat Suku Bunga Crosstabulation ............................................................................ Keputusan Pengambilan Kredit * Jaminan Crosstabulation ........ Keputusan Pengambilan Kredit * Lokasi Bank Crosstabulation ............................................................................ Keputusan Pengambilan Kredit * Prosedur Kredit Crosstabulation ............................................................................ Case Processing Summary Regresi Logistik Biner ..................... Dependent Variable Encoding ..................................................... Iteration History ........................................................................... Variables in the Equation ............................................................ Classification Table Regresi Logistik Biner ................................ Classification Table CART .........................................................
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Yuni Melawati, 2013 Klasifikasi Keputusan Nasabah Dalam Pengambilan Kredit Menggunakan Model Regresi Logistik Biner Dan Metode Classification And Regression Trees (CART) (Studi Kasus pada Nasabah bank bjb Cabang Utama Bandung) Universitas Pendidikan Indonesia | repository.upi.edu| perpustakaan.upi.edu
DAFTAR ISI
Halaman LEMBAR PERNYATAAN .................................................................. ABSTRAK ............................................................................................. KATA PENGANTAR ........................................................................... UCAPAN TERIMAKASIH ................................................................. DAFTAR ISI ......................................................................................... DAFTAR GAMBAR ............................................................................. DAFTAR TABEL ................................................................................. BAB I PENDAHULUAN ...................................................................... 1.1 Latar Belakang Penelitian ........................................................ 1.2 Rumusan Masalah .................................................................... 1.3 Batasan Masalah ...................................................................... 1.4 Tujuan Penelitian ..................................................................... 1.5 Manfaat Penelitian ...................................................................
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BAB II KAJIAN PUSTAKA ................................................................ 2.1 Definisi Bank ........................................................................... 2.2 Kredit Bank .............................................................................. 2.3 Arti dan Jenis Data ................................................................... a. Arti Data ............................................................................... b. Jenis Data ............................................................................. 1. Data Kualitatif ................................................................ 2. Data kuantitatif ................................................................ 2.4 Jenis Skala Pengukuran ............................................................ 1. Skala Nominal ..................................................................... 2. Skala Ordinal ....................................................................... 3. Skala Interval ....................................................................... 4. Skala Rasio .......................................................................... 2.5 Teknik dan Pengumpulan Data ................................................ 1. Angket (Questionnaire) ....................................................... 2. Wawancara .......................................................................... 3. Pengamatan (Observation) .................................................. 4. Tes (test) .............................................................................. 5. Dokumentasi ........................................................................
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Yuni Melawati, 2013 Klasifikasi Keputusan Nasabah Dalam Pengambilan Kredit Menggunakan Model Regresi Logistik Biner Dan Metode Classification And Regression Trees (CART) (Studi Kasus pada Nasabah bank bjb Cabang Utama Bandung) Universitas Pendidikan Indonesia | repository.upi.edu| perpustakaan.upi.edu
2.6 Populasi dan Sampel ................................................................ 2.6.1 Penentuan Ukuran Sampel .............................................. 2.6.2 Teknik Sampling ............................................................. 2.7 Regresi Logistik ....................................................................... 2.7.1 Asumsi Regresi Logistik ................................................. 2.7.2 Jenis-jenis Regresi Logistik ............................................ 2.8 Classification and Regression Trees ........................................ 2.8.1 Data Mining .................................................................... 2.8.2 Klasifikasi ....................................................................... 2.8.3 Decision Tree (Pohon Keputusan) .................................. 2.8.4 Binary Recursive Partitioning ........................................ BAB III REGRESI LOGISTIK BINER DAN CLASSIFICATION AND REGRESSION TREES (CART) ............... 3.1 Regresi Logistik Biner ............................................................. 3.2 Penaksiran Parameter ............................................................... 3.3 Uji Signifikansi Parameter ....................................................... 3.4 Classification and Regression Trees (CART) ......................... 3.5 Langkah-langkah Algoritma Pohon Klasifikasi CART ........... 1. Pemilihan Pemilah ............................................................... 2. Penentuan Simpul Terminal ................................................ 3. Penandaan Label Kelas ........................................................ 4. Penentuan Pohon Klasifikasi Optimal ................................. 3.6 Contoh Kasus Pembentukan Pohon Keputusan dengan Algoritma CART ..................................................................... BAB IV HASIL PENELITIAN DAN PEMBAHASAN .................... 4.1 Gambaran Umum Objek Penelitian.......................................... 4.2 Variabel Penelitian ................................................................... 4.3 Penentuan Ukuran Sampel Kuesioner Penelitian .................... 4.4 Penyebaran Angket (Questionnaire) Penelitian ....................... 4.5 Pengolahan Data ...................................................................... 4.5.1 Deskripsi Karakteristik Keputusan Nasabah dalam Mengambil Kredit .......................................................... 4.5.2 Model Regresi Logistik Biner ........................................ 4.5.3 Metode Classification and Regression Trees (CART) ... 4.5.4 Perbandingan Ketepatan Klasifikasi ...............................
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Yuni Melawati, 2013 Klasifikasi Keputusan Nasabah Dalam Pengambilan Kredit Menggunakan Model Regresi Logistik Biner Dan Metode Classification And Regression Trees (CART) (Studi Kasus pada Nasabah bank bjb Cabang Utama Bandung) Universitas Pendidikan Indonesia | repository.upi.edu| perpustakaan.upi.edu
BAB V KESIMPULAN DAN SARAN ................................................ 5.1 Kesimpulan .............................................................................. 5.2 Saran ........................................................................................ DAFTAR PUSTAKA ............................................................................ LAMPIRAN .......................................................................................... DAFTAR RIWAYAT HIDUP .............................................................
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Yuni Melawati, 2013 Klasifikasi Keputusan Nasabah Dalam Pengambilan Kredit Menggunakan Model Regresi Logistik Biner Dan Metode Classification And Regression Trees (CART) (Studi Kasus pada Nasabah bank bjb Cabang Utama Bandung) Universitas Pendidikan Indonesia | repository.upi.edu| perpustakaan.upi.edu
