Please use this identifier to cite or link to this item: http://repository.ipb.ac.id/handle/123456789/52607
Title: Ekstraksi Ciri Dokumen Tumbuhan Obat Menggunakan Chi-Kuadrat dengan Klasifikasi Naive Bayes
Authors: Herdiyeni,Yeni
Herawan, Yoga
Keywords: document classification
naïve bayes classifier
chi –square
feature selection
information retrieval
Bogor Agricultural University (IPB)
Issue Date: 2011
Abstract: This research presented a system for extracting terms and classifying medicinal plants documents using chi-square and naïve bayes classifier. Term extraction technique was used to make the classifier work efficiently and to increase classification accuracy. The criteria used in this research were the family of medicinal plants and utilization of medicinal plants for medication. The classification results were used to build an information retrieval system of Indonesian medicinal plants. This research used two significance levels for generating critical value, i.e 0.001 and 0.01. The experiment result showed that the critical value using significance level of 0.001 has better accuracy than the critical value using significance level 0.01. Accuracy of classification system using significance level of 0.001 were 97.44% for family and 89.74% for utilization of medicinal plants criteria. The information retrieval system tested using 29 queries about family and utilization of medicinal plants. The information retrieval system had an average value generated was 93.26%.
URI: http://repository.ipb.ac.id/handle/123456789/52607
Appears in Collections:UT - Computer Science

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