2014 International Conference on Information, Communication Technology and System
An Ontology of Indonesian Ethnomedicine 1
Dewi W. Wardani, 2Sri Handina Yustianti, 3Umi Salamah, 4Okid Parama Astirin 123 Informatics Department, 4Biology Department 1234 Sebelas Maret University Surakarta, Central Java, Indonesia
[email protected],
[email protected],
[email protected],
[email protected]
Abstract—Knowledge Management which uses semantic approach is emerging technology. The challenges have been growing in using semantic technology for real problem more than its theoretical research. This work focuses on knowledge management using semantic approach in ethno medicine domain. The first step of this work is building ontology of Indonesian ethno medicine. Indonesia is well known as the owner of largest biodiversity in the world, its needed to manage the knowledge of this biodiversity, hence this knowledge will be more useful in the future. Keywords—semantic ethnomedicine.
I.
technology,
ontology,
biodiversity,
INTRODUCTION
Ontology is a backbone of knowledge sharing. The main goal of building the ontology is to define the vocabulary. It will be needed for information sharing of the specific domain [15]. Biology is the domain which is knowledge-based. A lot data will be interpreted by comparing with the previous one. Whether it is knowledge-based or axiom, it will be influenced by the previous knowledge [16]. In conventional way, knowledge in biology domain is distributed in the biology expert's intelligence. There is a motivation to transfer the intelligence of expert to biological data. In information technology's view, biological data is a database of an expert in biology domain, but in this case the current and famous database model can't handle much complex of knowledge. Lack of semantic is one disadvantage of previous model. Therefore, the ontology modeling approach is the promising answer in this complex problem domain. Indonesia's biodiversity is known well in the world, included forest that contains several ecosystems and as the resource of food and medicine. There are 239 plant types as food resource and more than 2039 plant types as medicine resources [25]. The traditional medicine as empirical knowledge is well known for long time to cure many diseases for human or animal. The number of type will be raised if consider the source outer forest's biodiversity. Indonesia from Sabang to Merauke, has more than 550 ethnics [24]. Each of them created empirical knowledge and indigenous knowledge included about medicine. This indigenous knowledge of traditional medicine has been developing in ethno botany and ethno medicine subjects in many countries [4][7][10][13][17][21]. Indonesia is an importer of medicine,
978-1-4799-6858-9/14/$31.00 © 2014 IEEE
the money for importing this medicine had been raised in 2010 to be more than 38 billion rupiah from 21 billion trillion rupiah in 2005 [22]. From this point, Indonesian ethno medicine is the great potential to be developed for gaining independency of medicine mass production. This is a very good alternative to solve that problem. It’s mentioned 65 % of developed countries have been consuming traditional medicine [9]. From this point, we have a motivation to create knowledgebased of Indonesian ethno medicine. Indonesia is the owner of largest biodiversity in the world. We need start this work before else does it. The ontology approach as vocabulary will be used as a backbone of many applications which can be created from this vocabulary. Collecting indigenous knowledge and empiric ethno medicine as biological knowledge base with ontology as the approach is the first step of this knowledge management. II.
RELATED WORKS
Ontology is a standard to create vocabulary of knowledge, meanwhile the domain can be varying, e.g.: business, economics, corporate, government and biology has been dominating in using it. Its mentioned, there were several project in biology domain using ontology, such as plant Ontology [6], ontology for bioinformatics’ application [3] [5], ontology for life science [18], special domain bioinformatics genomic [19] and special domain anatomy [18]. The large in web based application is plant ontology [1]. The other work [20] mentioned several biology domain has consumed ontology though still in the beginning research, e.g. FungalWeb Ontology. FungalWeb Ontology has goal to integrate enzyme biotechnology's data from its inception to its products. Ethno botany studies the relationship between plant and human [4], meanwhile ethno biology studies relationship between human, biota and its environment from the past to the present [7]. The other definition, ethno medicine is a part of ethno botany, it studies medical anthropology about traditional medicine, related to the specific location which in have been used empirical for long time ago [12]. Previous research of knowledge management in ethno botany, ethno biology or ethno medicine is something new in Indonesia. Some countries have started using knowledge management in ethno medicine. In China, [23] the research was motivated that China has very large knowledge in Chinese
ICTS 2014, Surabaya, Indonesia
47
2014 International Conference on Information, Communication Technology and System Traditional Medicine (TCM), in eastern and western China. The main goal is developed high-level TCM ontology that considers to biomedical ontology’s interaction and its TCM services. In Thailand, [8] focuses to develop ontology for ehealth system based on Thai herb. It consists of 5 main components, user agent, inference agent, database, ontology and inference rules. When user seek the suggestion about Thai herb, the user agent will be activating inference agent, get result of ontology and inference rules then the system will give suggestion about the Thai herbs depend user's health condition. Still in Thailand, [14] has different focus from the previous one. It consists three main functions, search, treatment and recommendation. In Africa, [2] has a goal to develop deep ontology which emphasis to enrich description of the concept to formal level for each semantics concepts which is used in African traditional medicine. It builds the ontology until description level. In Malaysia, [11] built conceptual model for herbal medicine using ontology approach. The scope of the ontology is the important information from expert community in herbal medicine, engineering, medical and botany. It used four extended relationships, the relationship from temporal, prerequisite, mutually inclusive and mutually exclusive. The experimental, prototype Herbal Research E-Centre create new set rule. III.
THE ONTOLOGY OF INDONESIAN ETHNOMEDICINE
Scope of this ontology is the knowledge of Indonesian ethnomedicine and the usefulness by Indonesian ethnic. Its empirical level research of knowledge. Consider the scope, this ontology is more about knowledge domain rather than task domain. Scope is derived to seven concepts. They are as follow, 1. Medicine plant. A concept of plant itself. Basically its a concept of general plant, included the taxonomy. 2. A part to be used. A concept of a part of plant which is used as medicine. Probably, different ethnic use different part of the plant to cure the same desease 3. Desease. A concept of desease which connected with ethnic. 4. Ethnic. A concept of ethnic in Indonesia. Included their dissemination area. 5. The way to consume. A concept how the plant medicines are consumed each ethnic. 6. Farmacological effect-contain. A concept which describe the information of the content of each plant and each part. Its the result of laboratory works. It usually has a lot describtion. 7. Habitat. A concept of environment of each plant. Those concepts are derived to 14 main classes. Those classes are (in Bahasa Indonesia), BagianYangDigunakan, CaraPemakaian, DeskripsiFisik, DeskripsiNonFisik, Efek, Etnis, Habitat, KandunganTanamanObat, Kondisi, Lokasi, NamaSimplisia, Penyakit, Taksonomi and TanamanObat.
978-1-4799-6858-9/14/$31.00 ©2014 IEEE
48
Here are the details: 1. BagianYangDigunakan. Class contains a part of medicine plant which is used (In Table ). 2. CaraPemakaian. Class contains information of the way to use medicine plant (In Table ). 3. DeskripsiFisik. Class contains a physic description of medicine plant. It has a few subclasses: DeskripsiAkar.Class contains the description of plant’s root, DeskripsiBatang. Class contains the description of plant’s trunk. DeskripsiBuah. Class contains the description of plant’s fruit. DeskripsiBunga. Class contains the description of plant’s flower. DeskripsiDaun. Class contains the description of plant’s leaf. Habitus. Class contains the description of plant’s habitus. Warna. Class contains the description of plant’s color. 4. DeskripsiNonFisik. Class contains a non-physic description. It contains a few subclasses: Aroma. Class contains the description of plant’s aroma, Rasa. Class contains the description of plant’s taste. 5. Efek. Class contains the impact of using the medicine plant. It contains a few subclasses: EfekFarmakologis. Class contains the description of plant’s effect of pharmacology. EfekNegatif. Class contains the description of plant’s negative effect. Kontradiksi. Class contains the description of plant’s contradiction effect. 6. Etnis. Class contains an instance of Indonesian's ethnic 7. Habitat. Class contains an instance about medicine plants's habitat 8. KandunganTanamanObat. Class contains an instance the contents of the medicine plant. It has few subclasses: • KandunganGizi. Class contains the description of plant’s nutrition per 100 g. • KandunganKimia. Class contains the description of plant’s chemical constituents per 100 g. 9. Kondisi. Class contains an instance about user's condition. It refers to probability of contraindication. 10. Lokasi. Class contains an Indonesian ethnic's location. It has a few subclasses: • Provinsi. Class contains the description of ethnic’s province location. • Pulau. Class contains the description of ethnic’s island location. 11. NamaSimplisia. Class contains an instance of a part of medicine plant's symplycity name. 12. Penyakit. Class contains an instance of disease. 13. Taksonomi. Class contains a taxonomy's definition of medicine plant. It has a few subclasses: Divisi,SubDivisi, Kelas,Ordo, Familia, Genus and Spesies • Divisi. Class contains the description of plant's division • SubDivisi. Class contains the description of plant's sub division • Kelas. Class contains the description of the plant's class
ICTS 2014, Surabaya, Indonesia
2014 International Conference on Information, Communication Technology and System • Ordo. Class contains the description of the plant's ordo • Familia. Class contains the description of the plant's familia name • Genus. Class contains the description of the plant's genus name • Spesies. Class contains the the description of plant's species name 14. TanamanObat. Class contains the information of medicine plant TABLE 1. DESCRIPTION OF PROPERTIES IN CLASS BAGIANYANGDIGUNAKAN Property name hasAroma hasCaraPemakaian hasCaraPemrosesan hasRasa hasWarna
Domain Range Property type BagianYangDig Aroma Object Properties unakan BagianYangDig CaraPemakai Object Properties unakan an BagianYangDig CaraPemrose Object Properties unakan san BagianYangDig Rasa Object Properties unakan BagianYangDig Warna Object Properties unakan BagianYangDig Etnis Object Properties unakan
isBagianTanamanYa ngDigunakanOlehEt nis isDigunakanPadaPe BagianYangDig Penyakit nyakit unakan
Object Properties
TABLE 2. DESCRIPTION IN PROPERTIES IN CLASS CARAPEMAKAIAN Property name Domain Range Property type CaraPemrosesanUnt CaraPemrosesa Penyakit Object Properties ukPenyakit n isCaraPemrosesanDi CaraPemrosesa Etnis Object Properties Etnis n hasTahapSelanjutny CaraPemrosesa CaraPemakai Object Properties a n an
TABLE 3. DESCRIPTION OF PROPERTIES IN CLASS ETNIS Property name Domain isMelakukanPengob Etnis atanPadaPenyakit isMenggunakanBagi Etnis anTanamanObat isMenggunakanCara Etnis Pemakaian isMenggunakanCara Etnis Pemrosesan isMenggunakanTana Etnis manObat isTinggalDiProvinsi Etnis
Range Penyakit
Property type Object Properties
BagianYang Object Properties Digunakan CaraPemakai Object Properties an CaraPemrose Object Properties san TanamanOba Object Properties t Provinsi Object Properties
978-1-4799-6858-9/14/$31.00 ©2014 IEEE
TABLE 4. DESCRIPTION OF PROPERTIES IN CLASS KANDUNGANGIZI Property name hasNilaiGizi
Domain Range KandunganGizi String
Property type Datatype Properties
TABLE 5. DESCRIPTION OF PROPERTIES IN CLASS KANDUNGANKIMIA Property name Domain Range Property type DitemukanPadaBa KandunganKimi BagianYang Object Properties gian a Digunakan
TABLE 6. DESCRIPTION OF PROPERTIES IN CLASS PROVINSI Property name Domain hasEtnis Provinsi isTerletakDiPulau Provinsi
Range Etnis Pulau
Property type Object Properties Object Properties
TABLE 7. DESCRIPTION OF PROPERTIES IN CLASS PULAU Property name Domain hasProvinsi Pulau
Range Provinsi
Property type Object Properties
TABLE 8. DESCRIPTION OF PROPERTIES IN CLASS NAMASIMPLISIA Property name Domain isSimplisiaDariB NamaSimplisia agian
Range Property type BagianYang Object Properties Digunakan
TABLE 9. DESCRIPTION OF PROPERTIES IN CLASS PENYAKIT Property name Domain isPenyakitYangD Penyakit iobatiOlehEtnis
Range Etnis
Property type Object Properties
TABLE 10. DESCRIPTION OF PROPERTIES IN CLASS DIVISI Property name Domain DivisiMemilikiS Divisi ubDivisi
Range SubDivisi
Property type Object Properties
TABLE 11. DESCRIPTION OF PROPERTIES IN CLASS SUBDIVISI Property name Domain isSubDivisiDari SubDivisi Divisi SubDivisiMemil SubDivisi ikiKelas
Range Divisi
Property type Object Properties
Kelas
Object Properties
TABLE 12. DESCRIPTION OF PROPERTIES IN CLASS KELAS Property name Domain isKelasDariSub Kelas Divisi KelasMemiliki Kelas Ordo
Range SubDivisi
Property type Object Properties
Ordo
Object Properties
ICTS 2014, Surabaya, Indonesia
49
2014 International Confference on Information, Communication Technology and a System TABLE 13. DESCRIPTION OF PROPERTIES IN N CLASS ORDO Property name Domain isOrdoDariKel Ordo as OrdoMemiliki Ordo Familia
Range Kelas
Property type Objecct Properties
Familia
Objecct Properties
TABLE 14. DESCRIPTION OF PROPERTIES IN N CLASS FAMILIA Property name Domain isFamiliaDari Familia Ordo FamiliaMemil Familia ikiGenus
Range Ordo
Property type Objecct Properties
Genus
Objecct Properties
TABLE 15. DESCRIPTION OF PROPERTIES IN N CLASS GENUS Property name Domain isGenusDariF Genus amilia GenusMemilik Genus iSpesies
Range Familia
Property type Objecct Properties
Spesies
Objecct Properties
TABLE 16. DESCRIPTION OF PROPERTIES IN N CLASS SPESIES Property name Domain hasSinonim Spesies isSpesiesDariGenus Spesies
IV.
Range Spesies Genus
Property type Obbject Properties Obbject Properties
EXPERIMENT
As like as [11] we made prototype to doo the experimental of the ontology. The resource of knowledgge are from a few journals and books which were written by exxpert in Indonesian ethnomedicine. In this initial research, thee experimental is more focuses and refers to ”what” question. There were 20 questions have been used for the experrimental and the feedback from the expert as comparing meaasure. In example: The SPARQL ask about ”what part of mediccine plant which is used in Sunda and for what disease?” PREFIX :
SELECT DISTINCT ?Penyakit ?Tanaman_Obat ?Bagiaan FROM WHERE { Penyakit. :Etnis_Sunda :isMelakukanPengobatanPadaPenyakit ?P ?Tanaman_Obat :isMengobatiPenyakit ?Penyakit. ?Tanaman_Obat :hasBagianYangDigunakan ?Bagian. :Etnis_Sunda :isMenggunakanBagianTanamanObat ?Bagian
TABLE 17. DESCRIPTION N OF PROPERTIES IN CLASS TANAM MANOBAT Property name Domain hasBagianYangDiguna TanamanObat kan hasBentukAkar TanamanObat hasBentukBatang TanamanObat hasBentukBuah TanamanObat hasBentukBunga TanamanObat hasBentukDaun TanamanObat hasEfekFarmakologis TanamanObat hasEfekNegatif hasHabitat hasHabitus hasKandunganGizi
TanamanObat TanamanObat TanamanObat TanamanObat
hasKandunganKimia
TanamanObat
hasKontraindikasi hasNamaDivisi hasNamaSubDivisi hasNamaKelas hasNamaOrdo hasNamaFamilia hasNamaGenus hasNamaSpesies hasNamaLokal hasNamaSimplisia hasTipeBatang hasTipeBuah hasTipeBunga hasTipeDaun hasTipePercabangan
TanamanObat TanamanObat TanamanObat TanamanObat TanamanObat TanamanObat TanamanObat TanamanObat TanamanObat TanamanObat TanamanObat TanamanObat TanamanObat TanamanObat TanamanObat
hasTipePertulangan
TanamanObat
hasTipeSistemAkar
TanamanObat
hasZatAktif TanamanObat isDigunakanOlehEtnis TanamanObat isMengobatiPenyakit TanamanObat isTidakBaikUntukKond TanamanObat isi TumbuhDiKetinggian TanamanObat TumbuhDiSuhu TanamanObat TumbuhDiTingkatKele TanamanObat mbaban NamaChina TanamanObat NamaInggris TanamanObat
Range Property type BagianYangDi Object Properties gunakan BentukAkar Object Properties BentukBatang Object Properties BentukBuah Object Properties BentukBunga Object Properties BentukDaun Object Properties EfekFarmakol Object Properties ogis EfekNegatif Object Properties Habitat Object Properties Habitus Object Properties KandunganGiz Object Properties i KandunganKi Object Properties mia Kontraindikasi Object Properties Divisi Object Properties SubDivisi Object Properties Kelas Object Properties Ordo Object Properties Familia Object Properties Genus Object Properties Spesies Object Properties NamaLokal Object Properties NamaSimplisia Object Properties TipeBatang Object Properties TipeBuah Object Properties TipeBunga Object Properties TipeDaun Object Properties TipePercaban Object Properties gan TipePertulang Object Properties an TipeSistemAka Object Properties r ZatAktif Object Properties Etnis Object Properties Penyakit Object Properties Kondisi Object Properties String String String
Datatype Properties Datatype Properties Datatype Properties
String String
Datatype Properties Datatype Properties
The result is true by expert's evaluation, and as follow the complete experimental result.. The question were from the expert in ethnomedicine. Q as a question and EE as expert evaluation. The expert heree is a professor in Biology department who expert in Inddonesian Ethno medicine. The result of the experimental is quuite promising in this beginning work. We have 65 questions and the returns result is 100% True consider to the expert evaaluation.
Figure 1. An example of the result of SPARQ QL query
978-1-4799-6858-9/14/$31.00 ©2014 IEEE
50
I ICTS 2014, Surabaya, Indonesia
2014 International Conference on Information, Communication Technology and System TABLE 18. AN EXAMPLE OF EXPERIMENTAL RESULT No Q1: What’s scientific name of Asam Jawa ? EE: True 1 2
Species Tamarindus_indica_L
Q3: List the taxonomy of Adas? EE: True Divisi Sperm atophy ta
4
SubDivisi Angiosper mae
Kelas Dicoty ledona e
Ordo Umeb elales
Familia Apiaceae
Genus Foenic ulum
Species Foeniculu m_vulgar e_Mill
6
7
Suhu 25-32 C
Kelembaban Sedang
Q6: How is leave description of Jambu Biji? EE: True Bentuk_Daun BundarTelur
Tipe_Daun Tunggal
Pertulangan_Daun Menyirip
Q7: Whats pharmacological effect of Mengkudu? EE: True Efek_Farmakologis Antioksidan Antiinflamasi
8
Q8: Whats unrecommendation medicine plant for pregnancy? EE: True Tanaman_Obat CabeJawa TapakDara Sambiloto JambuBiji Mimba Pegagan
9
Q9: What ethnic which is use Ketepeng Cina and for what disease? EE: True Nama_Etnis Aceh AnakDalam Jawa Jawa Kutai Manado Melayu PunanBekatan PunanLisum Sakai Saluan Sunda Sunda Sunda TalangMamak
Etnis Gorontalo Buol Sangir Toraja Makasar Talaud Bugis
Provinsi SulawesiUtara SulawesiTengah SulawesiUtara SulawesiSelatan SulawesiSelatan SulawesiUtara SualwesiSelatan
12 Q12: Whats habitat and habitus of Pandan wangi? EE: True Habitat Pekarangan
13 Q13: What medicine plant which is used by ethnic in Indonesia to cure Malaria, which part of medicine plant is used, medicine plant processing and how to use it? EE: True
Q5: In what feet, temperature and humidity is Sambiloto can live ? EE: True Ketinggian 1-700 mdpl
Nama_Lokal Alawaha Kolalagu Kuni Kuni Kunyi Uinida Unyi
Habitus Perdu
Q4: Where is the habitat of Waru? EE: True Habitat Pantai_Tidak_Berawa Pesisir Hutan Pekarangan Ladang
5
Bagian_Yg_Digunakan KulitBatang_Pulai KulitKayu_Pulai Buah_JerukNipis
11 Q11: Whats local name of Kunyit in ethnic in Sulawesi? EE: True
Q2: What’s local name of Pulai in ethnic Madura? EE: True Nama_Lokal Polay
3
Tanaman_Obat Pulai Pulai JerukNipis
Penyakit_Yang_Diobati akitKulitRingan SakitKulitRingan SakitKulitBerat SakitKulitRingan SakitKulitRingan SakitKulitRingan SakitKulitRingan SakitKulitRingan SakitKulitRingan SakitKulitRingan SakitKulitRingan SakitKulit SakitKulitBerat SakitKulitRingan SakitKulitRingan
10 Q10: What part of medicine plant which is use by ethnic Aceh for Malaria? EE: True
978-1-4799-6858-9/14/$31.00 ©2014 IEEE
Etnis Aceh Aceh Aceh AnakDalam AnakDalam BolaangMo ngondow Sunda
Tanaman JerukNipis Pulai Pulai Pulai Pulai Pulai
Bagian Buah KulitKayu KulitKayu KulitKayu KulitKayu KulitBatang
Proses Diperas Direndam Diseduh Direndam Diseduh Direbus
Pakai Diminum Diminum Diminum Diminum Diminum Diminum
JerukNipis
Buah
Diperas
Diminum
14 Q14: How to process and to use medicine plant Pulai by ethnic in Indonesia? EE: True Etnis Aceh Aceh AnakDalam AnakDalam AnakDalam AnakDalam Awarawi Awarawi BolaangMong ondow Busami Busami TalangMamak
Penyakit Malaria Malaria Malaria Malaria SakitPerut SakitPerut SakitPerut SakitPerut Malaria
Bagian KulitKayu KulitKayu KulitKayu KulitKayu KulitKayu KulitKayu KulitKayu KulitKayu KulitBatang
Proses Direndam Diseduh Direndam Diseduh Direndam Diseduh Direndam Diseduh Direbus
Pakai Diminum Diminum Diminum Diminum Diminum Diminum Diminum Diminum Diminum
SakitPerut SakitPerut SakitPerut
KulitKayu KulitKayu PucukDaun
Direndam Diseduh TanpaDiolah
Upuya Upuya
SakitPerut SakitPerut
KulitKayu KulitKayu
Direndam Diseduh
Diminum Diminum Langsung Dimakan Diminum Diminum
15 Q15: What medicine plant is used by ethnic in Sumatra island to cure diarrhea? EE: True Tanaman_Obat BawangPutih BawangPutih Delima JambuBiji JambuBiji JambuBiji Pulai Pulai Pulai Pulutan Sembung Senggani Senggani
Nama_Species Allium_sativum_Linn Allium_sativum_Linn Punica_granatum Psidium_guajava Psidium_guajava Psidium_guajava Alstonia_scholaris_L_R _Br Alstonia_scholaris_L_R _Br Alstonia_scholaris_L_R _Br Urena_loabat_Linn Blume_balsamifera_L_ DC Melastoma_affine_D_D on Melastoma_affine_D_D on
Etnis TalangMamak TalangMamak Aceh Aceh Rejang Sakai Aceh
Provinsi Jambi Riau Aceh Aceh Bengkulu Riau Aceh
TalangMamak
Jambi
TalangMamak
Riau
MelayuTradisional MelayuTradisional TalangMamak
Jambi Jambi Jambi
TalangMamak Riau
ICTS 2014, Surabaya, Indonesia
51
2014 International Conference on Information, Communication Technology and System V.
CONCLUSIONS AND FUTURE WORKS
The ontology to manage complex knowledge of Indonesian ethno medicine is promising approach consider to the result of experimental. Yet, the ontology still needs a lot improvement. For next work we have a few future works to do, we will improve the coverage as domain ontology and consider more expert groups in ethno medicine research. We will create a better inference rule and using natural language approach to mediate a non expert user. REFERENCES [1]
[2] [3] [4] [5] [6]
[7] [8]
[9] [10] [11] [12] [13] [14]
[15] [16]
Avraham, S. and Tung, C.W. and Ilic, K. and Jaiswal, P. and Kellogg, E.A. and McCouch, S. and Pujar, A. and Reiser, L. and Rhee, S.Y. and Sachs, M.M. and others. The Plant Ontology Database: a community resource for plant structure and developmental stages controlled vocabulary and annotations. Nucleic Acids Research. 36:D449—D454, 2008 Ayimdji, A. and Koussoube, S. and Fotso, L.P. and Konfe, B.O. Towards A “Deep” Ontology for African Traditional Medicine. Intelligent Information Management. 3:244—251. 2011 Baker, P.G. and Goble, C.A. and Bechhofer, S. and Paton, N.W. and Stevens, R. and Brass, A. An ontology for bioinformatics applications. Bioinformatics. 15:510—520. 1999 Gerard, G. and Achille, A. and Brice, S., Local knowledge, pattern and diversity of use of Sclerocarya birrea. Journal of Ethnobiology and Ethnomedicine. 7:8. 2010 Hartmann, S. and Kohler, H. and Wang, J. Ontology consolidation in bioinformatics. Proceedings of the Seventh Asia-Pacific Conference on Conceptual Modelling.15—22. 2010 Jaiswal, P. and Avraham, S. and Ilic, K. and Kellogg, E.A. and McCouch, S. and Pujar, A. and Reiser, L. and Rhee, S.Y. and Sachs, M.M. and Schaeffer, M. and others. Plant Ontology (PO): a controlled vocabulary of plant structures and growth stages. Comparative and Functional Genomics. 6:388—397. 2005 Kala, C.P. Ethnomedicinal botany of the Apatani in the Eastern Himalayan region of India. Journal of Ethnobiology and Ethnomedicine. 1:11. 2005 Kato, T. and Maneerat, N. and Varakulsiripunth, R. and Izumi, S. and Takahashi, H. and Suganuma, T. and Takahashi, K. and Kato, Y. and Shiratori, N. Provision of Thai herbal recommendation based on an ontology. On conference 3rd Human System Interactions (HSI). 217— 222. 2010 Kefarmasian, D.K.R.I.D.B. and Kesehatan, A. Kebijakan obat tradisional nasional Tahun 2007: Keputusan Menteri Kesehatan RI. Nomor 381/MENKES/SK/III/2007. 2007 Lans, C.A. Ethnomedicines used in Trinidad and Tobago for urinary problems and diabetes mellitus. Journal of Ethnobiology and Ethnomedicine. 2:45. 2006 Mamat, A. and Rahman, A.A. Designing a Conceptual Model for Herbal Research Domain Using Ontology Technique. On conference 9th Intelligent Systems Design and Applications(ISDA). 1167—1172. 2009 McElroy, A. and Townsend, P.K. Medical anthropology in ecological perspective. Ebsco Publishing. 2009 Muthu, C. and Ayyanar, M. and Raja, N. and Ignacimuthu, S. Medicinal plants used by traditional healers in ancheepuram District of Tamil Nadu India. Journal of Ethnobiology and Ethnomedicine. 2:43. 2006 Nantiruj, T. and Maneerat, N. and Varakulsiripunth, R. and Izumi, S. and Shiratori, N. and Kato, T. and Kato, Y. and Takahashi, K. An ehealth advice system with Thai herb and an ontology. The 3rd International Symposium on Biomedical Engineering (ISBME). 23—26. 2008 Noy, N.F. and McGuinness, D.L. and others. Ontology development 101: A guide to creating your first ontology. DL SMI technical report SMI-2001-0880. 2001 Patricia G. Baker and Carole A. Goble and Sean Bechhofer and Norman W. Paton and Robert Stevens and Andy Brass. An ontology for bioinformatics applications. Bioinformatics. 15:510—520. 1999
978-1-4799-6858-9/14/$31.00 ©2014 IEEE
52
[17] Rainer, B. and Douglas, S. Traditional medicinal plant use in Northern Peru: tracking two thousand years of healing culture. Journal of Ethnobiology and Ethnomedicine. 2:47. 2006 [18] Rosse, C. and Mejino, J.L.V. and others. A reference ontology for biomedical informatics: the Foundational Model of Anatomy. Journal of biomedical informatics. 36:478—500. 2003 [19] Shaban-Nejad, A. and Baker, C. and Haarslev, V. and Butler, G. The fungalweb ontology: Semantic web challenges in bioinformatics and genomics. The Semantic Web. 12:1063—1066. 2005 [20] Steinberg, M. and Brehm, J. Towards utilizing Open Data for interactive knowledge transfer. International Conference on Mobile, Hybrid and On-line Learning. 61—66. 2009 [21] Tagarelli, G. and Tagarelli, A. and Piro, A. and others. Folk medicine used to heal malaria in Calabria (southern Italy). Journal of ethnobiology and ethnomedicine. 6:27. 2010 [22] Thabrany, H. Pendanaan kesehatan dan alternatif mobilisasi dana kesehatan di Indonesia. RajaGrafindo Persada. 2005 [23] Zhou, X. and Wu, Z. and Yin, A. and Wu, L. and Fan, W. and Zhang, R. Ontology development for unified traditional Chinese medical language system. Artificial Intelligence in Medicine. 32:15—27. 2004 [24] Zuhud, E.A.M. Potensi Hutan Tropika Indonesia Sebagai Penyangga Bahan Obat Alam Untuk Kesehatan Bangsa. Jurnal Bahan Alam Indonesia. 6:227—232. 2009 [25] Zuhud, E.A.M., Kebijakan Pembangunan Kesehatan Masyarakat Indonesia yang" Bhineka Tunggal Ika" dengan Pengembangan Potensi Lokal Ethno-Forest-Pharmacy (Etno-Wanafarma) pada Setiap Wilayah Sosio-Biologi Satu-Satuan Masyarakat Kecil. Bogor Agricultural University. 2009
ICTS 2014, Surabaya, Indonesia