FARM-VSS: A web-based visualizer and summarizer suite with Gen-AI-enabled interpretation for Fuzzy association rule mining
In the current landscape of data analytics, Fuzzy Association Rule Mining (FARM) is being extensively employed to produce interpretable fuzzy rules. In the literature, various toolkits exist that assist practitioners in performing FARM-based inference on their dataset, but a comprehensive open-sourc...
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| Format: | Article |
| Language: | English |
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Elsevier
2025-05-01
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| Series: | SoftwareX |
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| Online Access: | http://www.sciencedirect.com/science/article/pii/S2352711025001219 |
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| author | Vartul Shrivastava Shekhar Shukla |
| author_facet | Vartul Shrivastava Shekhar Shukla |
| author_sort | Vartul Shrivastava |
| collection | DOAJ |
| description | In the current landscape of data analytics, Fuzzy Association Rule Mining (FARM) is being extensively employed to produce interpretable fuzzy rules. In the literature, various toolkits exist that assist practitioners in performing FARM-based inference on their dataset, but a comprehensive open-source GUI-enabled toolkit that facilitates Generative AI-based inference, customizable fuzzy partitioning and brute-force FARM Rules Explorer is scarce in existing toolkits. This research aims to bridge this gap by offering a comprehensive technical suite for FARM and Weighted FARM (WFARM) using the Fuzzy Apriori algorithm to aid researchers and practitioners. |
| format | Article |
| id | doaj-art-dc171e39ac6947bea74efede6a40b0d8 |
| institution | DOAJ |
| issn | 2352-7110 |
| language | English |
| publishDate | 2025-05-01 |
| publisher | Elsevier |
| record_format | Article |
| series | SoftwareX |
| spelling | doaj-art-dc171e39ac6947bea74efede6a40b0d82025-08-20T03:12:16ZengElsevierSoftwareX2352-71102025-05-013010215410.1016/j.softx.2025.102154FARM-VSS: A web-based visualizer and summarizer suite with Gen-AI-enabled interpretation for Fuzzy association rule miningVartul Shrivastava0Shekhar Shukla1Research Assistant, Indian Institute of Management Indore, IndiaFaculty, Information Systems Area, Indian Institute of Management Indore, India; Corresponding author.In the current landscape of data analytics, Fuzzy Association Rule Mining (FARM) is being extensively employed to produce interpretable fuzzy rules. In the literature, various toolkits exist that assist practitioners in performing FARM-based inference on their dataset, but a comprehensive open-source GUI-enabled toolkit that facilitates Generative AI-based inference, customizable fuzzy partitioning and brute-force FARM Rules Explorer is scarce in existing toolkits. This research aims to bridge this gap by offering a comprehensive technical suite for FARM and Weighted FARM (WFARM) using the Fuzzy Apriori algorithm to aid researchers and practitioners.http://www.sciencedirect.com/science/article/pii/S2352711025001219Fuzzy association rule mining (farm)Weighted farmGenerative AI-based summarizationFuzzy partitioning Fuzzy Apriori algorithm |
| spellingShingle | Vartul Shrivastava Shekhar Shukla FARM-VSS: A web-based visualizer and summarizer suite with Gen-AI-enabled interpretation for Fuzzy association rule mining SoftwareX Fuzzy association rule mining (farm) Weighted farm Generative AI-based summarization Fuzzy partitioning Fuzzy Apriori algorithm |
| title | FARM-VSS: A web-based visualizer and summarizer suite with Gen-AI-enabled interpretation for Fuzzy association rule mining |
| title_full | FARM-VSS: A web-based visualizer and summarizer suite with Gen-AI-enabled interpretation for Fuzzy association rule mining |
| title_fullStr | FARM-VSS: A web-based visualizer and summarizer suite with Gen-AI-enabled interpretation for Fuzzy association rule mining |
| title_full_unstemmed | FARM-VSS: A web-based visualizer and summarizer suite with Gen-AI-enabled interpretation for Fuzzy association rule mining |
| title_short | FARM-VSS: A web-based visualizer and summarizer suite with Gen-AI-enabled interpretation for Fuzzy association rule mining |
| title_sort | farm vss a web based visualizer and summarizer suite with gen ai enabled interpretation for fuzzy association rule mining |
| topic | Fuzzy association rule mining (farm) Weighted farm Generative AI-based summarization Fuzzy partitioning Fuzzy Apriori algorithm |
| url | http://www.sciencedirect.com/science/article/pii/S2352711025001219 |
| work_keys_str_mv | AT vartulshrivastava farmvssawebbasedvisualizerandsummarizersuitewithgenaienabledinterpretationforfuzzyassociationrulemining AT shekharshukla farmvssawebbasedvisualizerandsummarizersuitewithgenaienabledinterpretationforfuzzyassociationrulemining |