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Intelligence Book Recommendation System Using Collaborative Filtering Nabilah, Nisa; Zanariah, Zanariah
IC-ITECHS Vol 5 No 1 (2024): IC-ITECHS
Publisher : LPPM STIKI Malang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32664/ic-itechs.v5i1.1675

Abstract

The rapid growth of online literary material has changed the way users discover books, revealing the limitations of traditional recommendation algorithms. This paper presents a review about an intelligent book recommendation system that uses collaborative filtering (CF) and artificial intelligence techniques to address major obstacles such as cold-start issues, data scarcity, and privacy concerns. The suggested method guarantees customized, accurate, and diversified recommendations by merging hybrid approaches such as CF with content-based filtering and matrix factorization. To measure performance, the researchers employ publicly accessible datasets, rigorous preprocessing approaches, and assessment criteria like as accuracy, recall, and F1-score. This project intends to rethink the book discovery process by solving basic issues and applying a privacy-conscious design, while also providing a scalable and user-friendly platform for tailored recommendations.
Faktor - Faktor yang Berhubungan dengan Kualitas Rumah Sehat Purwanto, Medy; Zanariah, Zanariah; Nurasbon, Nurasbon
JURNAL KESEHATAN TERAPAN Vol 12 No 2 (2025): Jurnal Kesehatan Terapan
Publisher : LPPM Universitas Kader Bangsa Palembang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54816/jk.v12i2.938

Abstract

A proper dwelling should ideally provide comfort, safety, and health support for its occupants to facilitate daily activities and improve overall well-being. A healthy living environment is a crucial factor in enhancing public health quality. The concept of a healthy house encompasses both technical and social aspects in managing risks, including the building's location, structural conditions, functionality, Decent housing should ideally provide a sense of comfort, safety, and support the health of its occupants in order to facilitate daily activities and improve overall well-being. A healthy living environment is a crucial component in efforts to enhance public health status. The concept of a healthy house encompasses both technical and social aspects in managing various risks, including the location of the building, physical structure, function, maintenance, and the surrounding environmental conditions.In addition, elements such as access to clean water, facilities for cooking, washing, food storage, as well as systems for waste and sewage disposal are also important indicators in assessing the feasibility of a healthy house. The objective of this study is to assess the quality of healthy housing in the area. The method used is an analytical survey with a cross-sectional approach. This study was conducted in July 2024 in Sukaraja Village, Suak Tapeh Sub-district, Banyuasin Regency. The study population included all heads of households, with 48 respondents randomly selected. Data were collected using a checklist.Univariate analysis showed that 45.8% of houses were categorized as healthy, with the following breakdown: ceilings meeting the criteria at 37.5%, permanent walls 37.5%, floors 39.6%, openable windows 56.2%, ventilation 45.8%, kitchen smoke disposal facilities 41.7%, and natural lighting 39.6%. There was a significant relationship between these elements and the feasibility of a healthy house.Therefore, health workers are expected to actively provide education and real examples regarding healthy housing standards. The community also needs to understand the criteria for a healthy home before starting construction in order to create a living environment that supports the health of all family members
Why Government Policies Can’t Be Optimization in Providing Housing for Low-Income Communities? Wijaya, Mendra; Zanariah, Zanariah; Gafar, Tengku Fahrul
Journal of Government and Politics (JGOP) Vol 5, No 2 (2023): Desember
Publisher : UNIVERSITAS MUHAMMADIYAH MATARAM

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31764/jgop.v5i2.17484

Abstract

The government in Indonesia makes various policies to handle the issue of low income communicties (MBR) housing and reduce backlog. The implementation of housing and residential area plicies should yield better results. The authority of MBR housing affairs is also not distributed to local government, and there are overlapping policies between Law Number 23 of 2014 about regional government and Law Number 1 of 2011 about housing and residential areas. This study implements a qualitative method by using a descriptive approach that analyzes data and documents from central government agencies that carry out governement affairs concerning housing and residential areas in Indonesia and other related agencies. The results of the study show that central government cannot stand alone in housing development for low-income communities because the distribution of authority to local governments is not good. The government needs contributions from the private sector. Suppose development is handed over to the housing and residential private sectors. The contruction of housing in MBR, which has become the state’s responsibility to meet its citizens’ basic needs, will change to a business orientation, even though the government is encouraging to provide various subsidies and financing mechanisms. One of the programs from the government is FLPP, which stands for Housing Finance Liquidity Facility. The program encourages housing finance to support low-income communities. Then, proceed with the specific housing program called the One Million Houses Program, which can reduce the backlog in residential construction. The program will proceed with the Public-Private Partnership (PPP) model, which ultimately involves the private sector in developing MBR. The implication of this study is that the implementation of government affairs concerning housing and settlement areas, especially the development of housing for MBR, is fundamentally a mandatory basic service affair, a concept inconsistent with its implementation.