Camping Equipment Recommendation System Using Content-Based Filtering Method: A Case Study of Berkah Outdoor45

Camping is a favorite activity for various age groups carried out in the open air to enjoy the beauty of nature and get away from the noise of the city. The high cost of camping equipment encourages many people to prefer renting rather than buying, making Berkah Outdoor45 the main choice for nature lovers to rent camping equipment. This study aims to develop a recommendation system for selecting camping equipment using a content-based filtering mechanism with a TF-IDF approach to help users choose equipment that suits their needs. This study uses a waterfall system development model which includes the stages of analysis, design, implementation, and testing. Testing is carried out using the Blackbox method to evaluate the effectiveness of the system. The results showed that from 18 datasets, the system can provide four recommendations with the highest similarity values, namely D11 (0.377), D18 (0.354), D2 (0.320), D5 (0.311), and D1 (0.287) based on a predetermined formula. The recommendation system developed successfully provided accurate recommendations that were in accordance with user preferences, while reducing ordering errors and increasing efficiency in selecting camping equipment.

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Publication Details

Journal
International Journal Software Engineering and Computer Science (IJSECS)
Published
2024-12-01
DOI
https://doi.org/10.35870/ijsecs.v4i3.3078
Citations
1
Primary Topic
Text and Document Classification Technologies
Type
article
Field-Weighted Citation Impact
0.35
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article

Camping Equipment Recommendation System Using Content-Based Filtering Method: A Case Study of Berkah Outdoor45

Sri Sumarlinda, Agustina Srirahayu, Robby Gusti Nugroho
1 citations
International Journal Software Engineering and Computer Science (IJSECS)
Text and Document Classification Technologies
0.35
article

Camping Equipment Recommendation System Using Content-Based Filtering Method: A Case Study of Berkah Outdoor45

Sri Sumarlinda, Agustina Srirahayu, Robby Gusti Nugroho
article en
1 citations

Abstract

Camping is a favorite activity for various age groups carried out in the open air to enjoy the beauty of nature and get away from the noise of the city. The high cost of camping equipment encourages many people to prefer renting rather than buying, making Berkah Outdoor45 the main choice for nature lovers to rent camping equipment. This study aims to develop a recommendation system for selecting camping equipment using a content-based filtering mechanism with a TF-IDF approach to help users choose equipment that suits their needs. This study uses a waterfall system development model which includes the stages of analysis, design, implementation, and testing. Testing is carried out using the Blackbox method to evaluate the effectiveness of the system. The results showed that from 18 datasets, the system can provide four recommendations with the highest similarity values, namely D11 (0.377), D18 (0.354), D2 (0.320), D5 (0.311), and D1 (0.287) based on a predetermined formula. The recommendation system developed successfully provided accurate recommendations that were in accordance with user preferences, while reducing ordering errors and increasing efficiency in selecting camping equipment.

International Journal Software Engineering and Computer Science (IJSECS)Vol. 4(3)
Universitas Nusa Bangsa (ID)
Sustainable cities and communities
Openalex Percentile: Top 30%
Text and Document Classification Technologies
0.35
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Camping Equipment Recommendation System Using Content-Based Filtering Method: A Case Study of Berkah Outdoor45 — Sri Sumarlinda, Agustina Srirahayu, et al. · International Journal Software Engineering and Computer Science (IJSECS) (2024) | TGRS Research Map | TGRS