Penerapan Teknik Clustering dalam Analisis Profil Rumah Tangga Miskin di Kabupaten Semarang : Upaya Penguatan Ketahanan Pangan

Poverty is a multidimensional problem that is related to various aspects of human life and has a close relationship with food security. In Vicious Cycle Theory, food security and poverty are part of the reciprocal cycle. In a household, there is a possibility that poverty does not come from the aspect of food, but non-food. This study aims to analyze the profile of poor households in Semarang Regency so that it can provide a deeper insight into the characteristics of the poor in Semarang Regency. Clustering is able to help identify subgroups of the poor with certain characteristics. This study uses a hierarchical method with the Gower distance metric. This study uses data from the National Socio-Economic Survey (SUSENAS) in March 2023 which consists of 84 poor households in Semarang Regency. The results of the study show that there are 4 clusters of poor households in Semarang Regency which are named 'Non-agricultural Ruta', 'Potential Ruta', 'Ruta Agri', and 'Ruta Senior'. The development of poverty alleviation programs can be carried out by considering the characteristics of each cluster of poor households.

Authors

Publication Details

Journal
Media Informasi Penelitian Kabupaten Semarang
Published
2024-12-18
DOI
https://doi.org/10.55606/sinov.v6i2.838
Primary Topic
Data Mining and Machine Learning Applications
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Penerapan Teknik Clustering dalam Analisis Profil Rumah Tangga Miskin di Kabupaten Semarang : Upaya Penguatan Ketahanan Pangan

Adiva Intan Aulia, Ghulam An-Nabalah Bani Syafii, Celvin Keyla Alidra
1 links
Media Informasi Penelitian Kabupaten Semarang
Data Mining and Machine Learning Applications
article

Penerapan Teknik Clustering dalam Analisis Profil Rumah Tangga Miskin di Kabupaten Semarang : Upaya Penguatan Ketahanan Pangan

Adiva Intan Aulia, Ghulam An-Nabalah Bani Syafii, Celvin Keyla Alidra
article en

Abstract

Poverty is a multidimensional problem that is related to various aspects of human life and has a close relationship with food security. In Vicious Cycle Theory, food security and poverty are part of the reciprocal cycle. In a household, there is a possibility that poverty does not come from the aspect of food, but non-food. This study aims to analyze the profile of poor households in Semarang Regency so that it can provide a deeper insight into the characteristics of the poor in Semarang Regency. Clustering is able to help identify subgroups of the poor with certain characteristics. This study uses a hierarchical method with the Gower distance metric. This study uses data from the National Socio-Economic Survey (SUSENAS) in March 2023 which consists of 84 poor households in Semarang Regency. The results of the study show that there are 4 clusters of poor households in Semarang Regency which are named 'Non-agricultural Ruta', 'Potential Ruta', 'Ruta Agri', and 'Ruta Senior'. The development of poverty alleviation programs can be carried out by considering the characteristics of each cluster of poor households.

Media Informasi Penelitian Kabupaten SemarangVol. 6(2)
Openalex Percentile: Top 53%
Data Mining and Machine Learning Applications
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.