A Combinative Similarity Computing Measure for Collaborative Filtering
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Summary
This article first research how the recommendation qualities using the three similarity methods respectively change with the different sparse datasets, and then proposes a combinative similarity measure considering the account of items users co-rated.
- Type
- article
- Published
- 2013-03-03
- Cited by
- 11
- References
- 13
- Access
- Open access
- OpenAlex
- https://openalex.org/W2056226831
- Semantic Scholar
- https://api.semanticscholar.org/CorpusID:62137533
Keywords
Cosine similarity, Collaborative filtering, Similarity (geometry), Similarity measure, Computer science
References
- Combining Content-Based and Collaborative Filters in an Online Newspaper
- Application of Dimensionality Reduction in Recommender System - A Case Study
- Improvement of similarity algorithm in Collaborative Filtering based on Stability Degree
- GroupLens: applying collaborative filtering to Usenet news
- Let's browse: a collaborative Web browsing agent
- Web Watcher: A Tour Guide for the World Wide Web
- Fab: content-based, collaborative recommendation
- Similarity measure and instance selection for collaborative filtering
- A New User Similarity Measure for Collaborative Filtering Algorithm
- Feature weighting and instance selection for collaborative filtering
- Mutual information based similarity measure for Collaborative Filtering
- A tour guide for the world wide web
Cited by
- A Framework For Aggregating And Retrieving Relevant Information Using TF-IDF And Term Proximity In Support Of Maize Production
- Adaptive Semantics Visualization
- Maximal Information Based Similarity Measure for Collaborative Filtering
- Optimizing Approach of Recommendation System using Web Usage Mining and Social Media for E-commerce
- A study to the cold start problem based on click stream data in the recommender system.
- Attention-aware metapath-based network embedding for HIN based recommendation
- REHREC: Review Effected Heterogeneous Information Network Recommendation System
- Global mean-centered correlation: A variance-reduced and theoretically grounded similarity measure for sparse data environments
- Comparison of Similarity Measures in Collaborative Filtering Algorithm
- Adaptive Visualization of Linked-Data
- User Similarity and Deviation Analysis for Adaptive Visualizations
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