Alper Bilge
Akdeniz University
39 Papers
76 Citations
Alper Bilge is an academic researcher from Akdeniz University. The author has contributed to research in topics: Recommender system & Collaborative filtering. The author has an hindex of 13, co-authored 31 publications. Previous affiliations of Alper Bilge include Anadolu University.
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Papers
A review on deep learning for recommender systems: challenges and remedies
TL;DR: This study provides a comprehensive review of deep learning-based recommendation approaches to enlighten and guide newbie researchers interested in the subject.
478
Shilling attacks against recommender systems: a comprehensive survey
TL;DR: Various attack types are described and new dimensions for attack classification are introduced and detailed description of the proposed detection and robust recommendation algorithms are given.
346
A scalable privacy-preserving recommendation scheme via bisecting k-means clustering
Alper Bilge,Huseyin Polat +1 more
TL;DR: A novel privacy-preserving collaborative filtering scheme based on bisecting k-means clustering in which two preprocessing methods are applied to relieve scalability and augment accuracy significantly.
65
An entropy empowered hybridized aggregation technique for group recommender systems
TL;DR: This study proposes two novel aggregation techniques by hybridizing additive utilitarian and approval voting methods to feature popular items on which group members provided a consensus, and offers to use entropy to analyze rating distributions and detect items onWhich group members have reached no or little consensus.
59
A Novel Shilling Attack Detection Method
TL;DR: This work proposes a novel shilling attack detection method for particularly specific attacks based on bisecting k-means clustering approach, which provides that attack profiles are gathered in a leaf node of a binary decision tree.
48