Collaborative filtering recommender systems taxonomy

H Papadakis, A Papagrigoriou, C Panagiotakis… - … and Information Systems, 2022 - Springer
In the era of internet access, recommender systems try to alleviate the difficulty that
consumers face while trying to find items (eg, services, products, or information) that better …

Improving recommender systems via a dual training error based correction approach

C Panagiotakis, H Papadakis, A Papagrigoriou… - Expert Systems with …, 2021 - Elsevier
We propose a method to improve the prediction performance of recommender systems via a
Dual (user anditem) Training Error based Correction approach (DTEC). The proposed …

Unsupervised and supervised methods for the detection of hurriedly created profiles in recommender systems

C Panagiotakis, H Papadakis… - International Journal of …, 2020 - Springer
Recommender systems try to provide users with accurate personalized suggestions for
items based on an analysis of previous user decisions and the decisions made by other …

Personalized video summarization based exclusively on user preferences

C Panagiotakis, H Papadakis… - European conference on …, 2020 - Springer
We propose a recommender system to detect personalized video summaries, that make
visual content interesting for the subjective criteria of the user. In order to provide accurate …

Research on dynamic community detection method based on an improved pity beetle algorithm

YJ Wang, JX Song, P Sun - IEEE Access, 2022 - ieeexplore.ieee.org
In the last decade, community detection in dynamic networks has received increasing
attention, because it can not only uncover the community structure of the network at any time …

A dual hybrid recommender system based on SCoR and the random forest

C Panagiotakis, H Papadakis… - Computer Science and …, 2021 - doiserbia.nb.rs
We propose a Dual Hybrid Recommender System based on SCoR, the Synthetic
Coordinate Recommendation system, and the Random Forest method. By combining user …

[HTML][HTML] Applying Recommender Systems to Predict Personalized Film Age Ratings for Parents

H Papadakis, P Fragopoulou, C Panagiotakis - Algorithms, 2024 - mdpi.com
A motion picture content rating system categorizes a film based on its appropriateness for
various audiences, considering factors such as portrayals of sex, violence, substance abuse …

A corrected normalized mutual information for performance evaluation of community detection

D Lai, C Nardini - Journal of Statistical Mechanics: Theory and …, 2016 - iopscience.iop.org
Normalized mutual information (NMI) is a widely used metric for performance evaluation of
community detection methods, recently proven to be affected by finite size effects. To …

Detection of hurriedly created abnormal profiles in recommender systems

C Panagiotakis, H Papadakis… - … on Intelligent Systems …, 2018 - ieeexplore.ieee.org
Recommender systems try to predict the preferences of users for specific items. These
systems suffer from profile injection attacks, where the attackers have some prior knowledge …

Local community detection via flow propagation

C Panagiotakis, H Papadakis… - Proceedings of the 2015 …, 2015 - dl.acm.org
We propose a flow propagation algorithm (FlowPro) that finds the community surrounding a
node in a complex network. In each iteration of the main process of FlowPro, the initial node …