Results 31 to 40 of about 208,309 (312)

An Improved Product Recommender System Using Collaborative Filtering and a Comparative Study of ML Algorithms

open access: yesCybernetics and Information Technologies, 2023
One of the methods most frequently used to recommend films is collaborative filtering. We examine the potential of collaborative filtering in our paper’s discussion of product suggestions.
Amutha S., Vikram Surya R.
doaj   +1 more source

Optimization of English Learning Platform Based on a Collaborative Filtering Algorithm

open access: yesComplexity, 2021
This paper provides a detailed description of the recommendation system and collaborative filtering algorithm to optimize the English learning platform through the collaborative filtering algorithm and analyses the algorithmic principles and specific ...
Jiali Tang
doaj   +1 more source

Rating Proportion-Aware Binomial Matrix Factorization for Collaborative Filtering

open access: yesIEEE Access, 2023
Addressing biases in observed data is a major challenge in statistical and machine learning applications. This challenge also exists in recommendation systems, and various methods based on causal inference are being investigated.
Iwao Tanuma, Tomoko Matsui
doaj   +1 more source

Scale And Translation Invariant Collaborative Filtering Systems [PDF]

open access: yes, 2003
Collaborative filtering systems are prediction algorithms over sparse data sets of user preferences. We modify a wide range of state-of-the-art collaborative filtering systems to make them scale and translation invariant and generally improve their ...
Lemire, Daniel
core   +4 more sources

Multi-space Interactive Collaborative Filtering Recommendation [PDF]

open access: yesJisuanji kexue, 2021
In the era of big data,due to information overload,it is difficult for users to find interesting content from massive data.The birth of personalized recommendation system has greatly solved this problem.Collaborative filtering has been widely used in the
LI Kang-lin, GU Tian-long, BIN Chen-zhong
doaj   +1 more source

A novel clustered-based detection method for shilling attack in private environments [PDF]

open access: yesPeerJ Computer Science
The topic of privacy-preserving collaborative filtering is gaining more and more attention. Nevertheless, privacy-preserving collaborative filtering techniques are vulnerable to shilling or profile injection assaults.
Ihsan Gunes
doaj   +2 more sources

Manipulation Robustness of Collaborative Filtering Systems

open access: yes, 2009
A collaborative filtering system recommends to users products that similar users like. Collaborative filtering systems influence purchase decisions, and hence have become targets of manipulation by unscrupulous vendors.
Van Roy, Benjamin, Yan, Xiang
core   +4 more sources

A Big Data Analysis Method Based on Modified Collaborative Filtering Recommendation Algorithms

open access: yesOpen Physics, 2019
With the rapid development of e-commerce, collaborative filtering recommendation system has been widely used in various network platforms. Using recommendation system to accurately predict customers’ preferences for goods can solve the problem of ...
Yin Nan
doaj   +1 more source

Enforcing Differential Privacy for Shared Collaborative Filtering

open access: yesIEEE Access, 2017
Collaborative filtering is now successfully applied to recommender systems. The availability of extensive personal data is necessary for generating high quality recommendations.
Jianqiang Li   +6 more
doaj   +1 more source

Construction and Application of Music Audio Database Based on Collaborative Filtering Algorithm

open access: yesDiscrete Dynamics in Nature and Society, 2022
In recent years, with the development of Big Data and dynamic modeling technology, people have gradually deepened the research on the efficient construction of music audio database.
Jianfei Zheng
doaj   +1 more source

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