Klasifikasi Rumah Tangga Miskin Di Kabupaten Jombang Berdasarkan Faktor-Faktor Yang Mempengaruhi Dengan Pendekatan CART - Classification Of Poor Households In Jombang District Based On Influences Factor Using CART (Classification And Regression Trees) Approach

Inayah, Riza (2014) Klasifikasi Rumah Tangga Miskin Di Kabupaten Jombang Berdasarkan Faktor-Faktor Yang Mempengaruhi Dengan Pendekatan CART - Classification Of Poor Households In Jombang District Based On Influences Factor Using CART (Classification And Regression Trees) Approach. Undergraduate thesis, Institut Teknologi Sepuluh Nopember.

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Abstract

Tingkat kemiskinan di Kabupaten Jombang dapat dikatakan relatif sulit bergerak turun dimana masih ada kurang lebih 73.720 Kepala Keluarga (KK) miskin dari 344 ribu KK yang tersebar di 302 desa dan 4 kelurahan. Pada penelitian ini ingin ditentukan klasifikasi status kemiskinan rumah tangga miskin di Kabupaten Jombang berdasarkan faktor-faktor yang diduga dominan mempengaruhi hasil klasifikasi dengan pendekatan CART (Classification and Regresion Trees). Unit penelitian adalah rumah tangga miskin di kabupaten Jombang sebanyak 73.720 rumah tangga. Variabel penelitian meliputi satu variable respon yaitu status kemiskinan rumah tangga miskin (Rumah Tangga Sangat Miskin atau RTSM, Rumah Tangga Miskin atau RTM, dan Rumah Tangga Hampir Miskin atau RTHM) dan ada delapan belas variabel prediktor. Penerapan pendekatan pohon klasifikasi menunjukkan bahwa variabel terpenting atau paling dominan berpengaruh dalam menentukan status kemiskinan suatu rumah tangga miskin pada penelitian ini yaitu besarnya penghasilan rata-rata per bulan (Rp) dengan skor tingkat kepentingan variabel sebesar 100. Keakuratan klasifikasi yang dihasilkan pohon optimal untuk data learning sebesar 40,986 persen sedangkan data testing sebesar 39,654 persen. ======================================================================================================================== Poverty levels in Jombang District is relatively difficult to move down. There are about 73.720 Head of Households from 344 thousand families who are spread out in 302 villages and 4 sub-district. This research studied the poverty class levels of poor households in Jombang District based on dominantly significant factors which affect the classification using CART (Classification and Regression Trees) approach. Analyzing unit in this research is poor households as many as 73.720 households. The response variable of this research is three poverty class levels, they are very poor households (RTSM), poor households (RTM), and almost poor households (RTHM). There are eight teen predictor variables. The most important variable in optimal classification tree for classifying poor household levels in Jombang District is average income per month (Rp) with the score variable interest rate of it is 100. Classification accuracy produced by the tree optimal for learning data is 40.986 percent while 39.654 percent for testing data

Item Type: Thesis (Undergraduate)
Additional Information: RSSt 519.536 Ina k
Uncontrolled Keywords: CART, Jombang District, Poor Households Classification, CART, Kabupaten Jombang, Klasifikasi Rumah Tangga Miskin
Subjects: H Social Sciences > HA Statistics > HA29 Theory and method of social science statistics
Divisions: Faculty of Mathematics and Science > Statistics
Depositing User: ansi aflacha
Date Deposited: 03 Dec 2019 08:10
Last Modified: 03 Dec 2019 08:10
URI: http://repository.its.ac.id/id/eprint/72171

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