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Title: :  IMPROVING THE ACCURACY OF BUSINESS RECOMMENDATION SYSTEM USING DISTANCE METRIC TECHNIQUES
PaperId: :  22051
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 9 Issue 6 2023
DUI:    16.0415/IJARIIE-22051
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Mustapha MaidawaDepartment of Management and Information Technology, Abubakar Tafawa Balewa University Bauchi

Abstract

Computer Science
Recommender System, K-Nearest, Neighbor, Jaccard Distance, Euclidian Distance, and Cosine Distance.
The recommendation system is facing the problem of how to overcome sparsity, scalability and cold start issues. The existing capsule networks take time in training making it a slow algorithm. Existing literature fills up those sparse values with column or row means. as mean ignores the underlying correlation of data, it sacrifices accuracy. Therefore, to address these issues, this research proposed a hybrid collaborative base recommendation system using an improved SVD and distance metric algorithm to improve accuracy and sparsity issues. Experimental result shows that the proposed model has consistently performed better than all the three state-of-the-art methods including the Capsule Neural Network CF algorithm, the KNN CF algorithm and the SVD+SOM clustering base recommender system. This study has proven that data mining can help companies and business managers to visualize hidden patterns and trends in datasets that were not visible before. Whatever insights are revealed, they make clear decisions that benefit the company, the customers, and the stakeholders they serve

Citations

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IJARIIE Mustapha Maidawa. "IMPROVING THE ACCURACY OF BUSINESS RECOMMENDATION SYSTEM USING DISTANCE METRIC TECHNIQUES" International Journal Of Advance Research And Innovative Ideas In Education Volume 9 Issue 6 2023 Page 1096-1114
MLA Mustapha Maidawa. "IMPROVING THE ACCURACY OF BUSINESS RECOMMENDATION SYSTEM USING DISTANCE METRIC TECHNIQUES." International Journal Of Advance Research And Innovative Ideas In Education 9.6(2023) : 1096-1114.
APA Mustapha Maidawa. (2023). IMPROVING THE ACCURACY OF BUSINESS RECOMMENDATION SYSTEM USING DISTANCE METRIC TECHNIQUES. International Journal Of Advance Research And Innovative Ideas In Education, 9(6), 1096-1114.
Chicago Mustapha Maidawa. "IMPROVING THE ACCURACY OF BUSINESS RECOMMENDATION SYSTEM USING DISTANCE METRIC TECHNIQUES." International Journal Of Advance Research And Innovative Ideas In Education 9, no. 6 (2023) : 1096-1114.
Oxford Mustapha Maidawa. 'IMPROVING THE ACCURACY OF BUSINESS RECOMMENDATION SYSTEM USING DISTANCE METRIC TECHNIQUES', International Journal Of Advance Research And Innovative Ideas In Education, vol. 9, no. 6, 2023, p. 1096-1114. Available from IJARIIE, http://ijariie.com/AdminUploadPdf/IMPROVING_THE_ACCURACY_OF_BUSINESS_RECOMMENDATION_SYSTEM_USING_DISTANCE_METRIC_TECHNIQUES_ijariie22051.pdf (Accessed : 06 April 2026).
Harvard Mustapha Maidawa. (2023) 'IMPROVING THE ACCURACY OF BUSINESS RECOMMENDATION SYSTEM USING DISTANCE METRIC TECHNIQUES', International Journal Of Advance Research And Innovative Ideas In Education, 9(6), pp. 1096-1114IJARIIE [Online]. Available at: http://ijariie.com/AdminUploadPdf/IMPROVING_THE_ACCURACY_OF_BUSINESS_RECOMMENDATION_SYSTEM_USING_DISTANCE_METRIC_TECHNIQUES_ijariie22051.pdf (Accessed : 06 April 2026)
IEEE Mustapha Maidawa, "IMPROVING THE ACCURACY OF BUSINESS RECOMMENDATION SYSTEM USING DISTANCE METRIC TECHNIQUES," International Journal Of Advance Research And Innovative Ideas In Education, vol. 9, no. 6, pp. 1096-1114, Nov-Dec 2023. [Online]. Available: http://ijariie.com/AdminUploadPdf/IMPROVING_THE_ACCURACY_OF_BUSINESS_RECOMMENDATION_SYSTEM_USING_DISTANCE_METRIC_TECHNIQUES_ijariie22051.pdf [Accessed : 06 April 2026].
Turabian Mustapha Maidawa. "IMPROVING THE ACCURACY OF BUSINESS RECOMMENDATION SYSTEM USING DISTANCE METRIC TECHNIQUES." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 9 number 6 (06 April 2026).
Vancouver Mustapha Maidawa. IMPROVING THE ACCURACY OF BUSINESS RECOMMENDATION SYSTEM USING DISTANCE METRIC TECHNIQUES. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2023 [Cited : 06 April 2026]; 9(6) : 1096-1114. Available from: http://ijariie.com/AdminUploadPdf/IMPROVING_THE_ACCURACY_OF_BUSINESS_RECOMMENDATION_SYSTEM_USING_DISTANCE_METRIC_TECHNIQUES_ijariie22051.pdf
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