Call for Papers:Vol.11 Issue.3

Submission
Last date		 28-Jun-2025
Acceptance Status In One Day
Paper Publish In Two Days
Submit ManuScript

News & Updates

Submit Article

Dear Authors, Article publish in our journal for Volume-11,Issue-3. For article submission on below link: Submit Manuscript


Join As Board

Dear Reviewer, You can join our Reviewer team without given any charges in our journal. Submit Details on below link: Join As Board


Paper Publication Charges

IJARIIE APP
Download Android App

For Authors

Archives

IJARIIE Board

Downloads

Android App

Download IJARIIE APP

Authors

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

Copy and paste a formatted citation or use one of the links to import into a bibliography manager and reference.

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, https://ijariie.com/AdminUploadPdf/IMPROVING_THE_ACCURACY_OF_BUSINESS_RECOMMENDATION_SYSTEM_USING_DISTANCE_METRIC_TECHNIQUES_ijariie22051.pdf (Accessed : ).
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: https://ijariie.com/AdminUploadPdf/IMPROVING_THE_ACCURACY_OF_BUSINESS_RECOMMENDATION_SYSTEM_USING_DISTANCE_METRIC_TECHNIQUES_ijariie22051.pdf (Accessed : )
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: https://ijariie.com/AdminUploadPdf/IMPROVING_THE_ACCURACY_OF_BUSINESS_RECOMMENDATION_SYSTEM_USING_DISTANCE_METRIC_TECHNIQUES_ijariie22051.pdf [Accessed : ].
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 ().
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 : ]; 9(6) : 1096-1114. Available from: https://ijariie.com/AdminUploadPdf/IMPROVING_THE_ACCURACY_OF_BUSINESS_RECOMMENDATION_SYSTEM_USING_DISTANCE_METRIC_TECHNIQUES_ijariie22051.pdf
BibTex EndNote RefMan RefWorks

Number Of Downloads



Save in Google Drive

Similar-Paper

TitleArea of ResearchAuther NameAction
Leveraging AWS for Developing and Hosting a Dynamic Food Ordering Web ApplicationComputer EngineeringAfshin Khanam Download
Edge-to-Cloud Synergy: An Autoencoder-GAN Framework for Anomaly Detection in Healthcare Records, Financial Statements, and Secure Cloud StorageInformation TechnologyKarthik Kushala Download
E-Commerce Fraud Detection Based on Machine Learning TechniquesComputer Science EngneeringVikram Ankush Ade Download
Detection of Phishing Website Using Gradient Boosting AlgorithmComputer Science and EngineeringYAWALKAR PRASAD PRAMOD Download
Property Dealing WebComputer Science EngineeringYash Chaudhari Download
Reinforcement Learning for the Evolution of Antimicrobial Nano formulationsmachine learningMadhusudan Download
SecuraVault: A secured blockchain based cloud storage systemComputer Engineering Anshika Jaiswal Download
Autoimmune Disease Detection in women Using Machine Learning Approachcomputer science EngineeringJ. L. V. S. Download
Medicine Overdose Detection System Using Machine LearningComputer Science EngineeringDr.Somashekhar B M Download
Home Price Prediction Using Machine LearningComputer Science & Engineering G Tushar Download
Heat diseases prediction using machine learningComputer EngineeringProf. Meghashree M B Download
GRIDSHIELD AIComputer EngineeringDr. Archana B Download
Diabetic Retinopathy Detection with AI InsightsComputer EngineeringJay Mahesh Gurav Download
Personalized Fitness Segmentation with Actionable InsightsMachine LearningAnju Tiwari Download
Sentiment-Based Machine Learning Approach for Mapping Citizen ProblemsComputer science and EngineeringDr. Madhu B K Download
12