Structure identification of fuzzy model
Fuzzy Sets and Systems
Introduction to artificial neural systems
Introduction to artificial neural systems
GroupLens: applying collaborative filtering to Usenet news
Communications of the ACM
Recommendation as classification: using social and content-based information in recommendation
AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence
Ensemble of structure-adaptive self-organizing maps for high performance classification
Information Sciences: an International Journal - methods and systems for intelligent human—computer interaction
Distances between intuitionistic fuzzy sets
Fuzzy Sets and Systems
Item-based collaborative filtering recommendation algorithms
Proceedings of the 10th international conference on World Wide Web
Industrial Applications of Fuzzy Control
Industrial Applications of Fuzzy Control
Methods and metrics for cold-start recommendations
SIGIR '02 Proceedings of the 25th annual international ACM SIGIR conference on Research and development in information retrieval
Fuzzy logic methods in recommender systems
Fuzzy Sets and Systems - Theme: Multicriteria decision
Building a Recommender Agent for e-Learning Systems
ICCE '02 Proceedings of the International Conference on Computers in Education
Item-based top-N recommendation algorithms
ACM Transactions on Information Systems (TOIS)
Expanding self-organizing map for data visualization and cluster analysis
Information Sciences: an International Journal - Special issue: Soft computing data mining
Extraction of If-Then Rules from Trained Neural Network and Its Application to Earthquake Prediction
ICCI '04 Proceedings of the Third IEEE International Conference on Cognitive Informatics
IEEE Transactions on Knowledge and Data Engineering
Scalable collaborative filtering using cluster-based smoothing
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
An intelligent fuzzy-based recommendation system for consumer electronic products
Expert Systems with Applications: An International Journal
Google news personalization: scalable online collaborative filtering
Proceedings of the 16th international conference on World Wide Web
Using SVD and demographic data for the enhancement of generalized Collaborative Filtering
Information Sciences: an International Journal
Collaborative Filtering Using Dual Information Sources
IEEE Intelligent Systems
New Recommendation Techniques for Multicriteria Rating Systems
IEEE Intelligent Systems
A Comparison of Collaborative-Filtering Recommendation Algorithms for E-commerce
IEEE Intelligent Systems
Engineering Applications of Artificial Intelligence
Agent-based collaborative filtering based on fuzzy recommendations
International Journal of Web Engineering and Technology
Improving personalized services in mobile commerce by a novel multicriteria rating approach
Proceedings of the 17th international conference on World Wide Web
A collaborative recommender system based on probabilistic inference from fuzzy observations
Fuzzy Sets and Systems
Using SOM and PCA for analysing and interpreting data from a P-removal SBR
Engineering Applications of Artificial Intelligence
APCHI '08 Proceedings of the 8th Asia-Pacific conference on Computer-Human Interaction
The long tail of recommender systems and how to leverage it
Proceedings of the 2008 ACM conference on Recommender systems
Tag recommendations based on tensor dimensionality reduction
Proceedings of the 2008 ACM conference on Recommender systems
Tagommenders: connecting users to items through tags
Proceedings of the 18th international conference on World wide web
Collaborative filtering adapted to recommender systems of e-learning
Knowledge-Based Systems
Item-Based Clustering Collaborative Filtering Algorithm under High-Dimensional Sparse Data
CSO '09 Proceedings of the 2009 International Joint Conference on Computational Sciences and Optimization - Volume 01
A multi-disciplinar recommender system to advice research resources in University Digital Libraries
Expert Systems with Applications: An International Journal
A unified approach to building hybrid recommender systems
Proceedings of the third ACM conference on Recommender systems
A study of cross-validation and bootstrap for accuracy estimation and model selection
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 2
Factor in the neighbors: Scalable and accurate collaborative filtering
ACM Transactions on Knowledge Discovery from Data (TKDD)
Using second-hand information in collaborative recommender systems
Soft Computing - A Fusion of Foundations, Methodologies and Applications - Special Issue on Soft Computing on Web; Guest Editors: A. G. López-Herrera, E. Herrera-Viedma
Collaborative filtering with ordinal scale-based implicit ratings for mobile music recommendations
Information Sciences: an International Journal
The role of user mood in movie recommendations
Expert Systems with Applications: An International Journal
Information Sciences: an International Journal
A highly adaptive recommender system based on fuzzy logic for B2C e-commerce portals
Expert Systems with Applications: An International Journal
Combining fuzzy logic and semantic web to enable situation-awareness in service recommendation
DEXA'10 Proceedings of the 21st international conference on Database and expert systems applications: Part I
Information Sciences: an International Journal
A novel self-organizing map (SOM) neural network for discrete groups of data clustering
Applied Soft Computing
Multicriteria User Modeling in Recommender Systems
IEEE Intelligent Systems
Recommendation System based on user interaction data applied to intelligent electronic books
Computers in Human Behavior
Multilingual document mining and navigation using self-organizing maps
Information Processing and Management: an International Journal
A Case Study of Collaboration and Reputation in Social Web Search
ACM Transactions on Intelligent Systems and Technology (TIST)
Expert Systems with Applications: An International Journal
Multi-criteria service recommendation based on user criteria preferences
Proceedings of the fifth ACM conference on Recommender systems
Information Sciences: an International Journal
WI-IAT '11 Proceedings of the 2011 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
RF-Rec: Fast and Accurate Computation of Recommendations Based on Rating Frequencies
CEC '11 Proceedings of the 2011 IEEE 13th Conference on Commerce and Enterprise Computing
Empirical analysis of predictive algorithms for collaborative filtering
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
Incremental Kernel Mapping Algorithms for Scalable Recommender Systems
ICTAI '11 Proceedings of the 2011 IEEE 23rd International Conference on Tools with Artificial Intelligence
Assessing and classifying risk of pipeline third-party interference based on fault tree and SOM
Engineering Applications of Artificial Intelligence
A collaborative filtering similarity measure based on singularities
Information Processing and Management: an International Journal
Cluster ensembles in collaborative filtering recommendation
Applied Soft Computing
Expert Systems with Applications: An International Journal
Adaptive neuro-fuzzy pedagogical recommender
Expert Systems with Applications: An International Journal
A literature review and classification of recommender systems research
Expert Systems with Applications: An International Journal
Implicit feedback techniques on recommender systems applied to electronic books
Computers in Human Behavior
Social knowledge-based recommender system. Application to the movies domain
Expert Systems with Applications: An International Journal
Accuracy improvements for multi-criteria recommender systems
Proceedings of the 13th ACM Conference on Electronic Commerce
Kernel-Mapping Recommender system algorithms
Information Sciences: an International Journal
Approximating discrete probability distributions with dependence trees
IEEE Transactions on Information Theory
Information Sciences: an International Journal
A trust-semantic fusion-based recommendation approach for e-business applications
Decision Support Systems
Evaluating collaborative filtering recommendations inside large learning object repositories
Information Processing and Management: an International Journal
Information Processing and Management: an International Journal
Applying the learning rate adaptation to the matrix factorization based collaborative filtering
Knowledge-Based Systems
Facing the cold start problem in recommender systems
Expert Systems with Applications: An International Journal
Folksonomy-based fuzzy user profiling for improved recommendations
Expert Systems with Applications: An International Journal
Music recommendation using text analysis on song requests to radio stations
Expert Systems with Applications: An International Journal
| Hi-index | 12.05 |
Recommender systems are software tools and techniques for suggesting items in an automated fashion to users tailored their preferences. Collaborative Filtering (CF) techniques, which attempt to predict what information will meet a user's needs from the neighborhoods of like-minded people, are becoming increasingly popular as ways to overcome the information overload. The multi-criteria based CF presents a possibility to provide accurate recommendations by considering the user preferences in multiple aspects and several methods have been proposed for improving the accuracy of these systems. However, the problem of multi-criteria recommendations with a single and overall rating is still considered an optimization problem. In addition, increasing the accuracy in predicting the appropriate items tailored to the users' preferences is on of the main challenges in these systems. Hence, in this research new recommendation methods using Adaptive Neuro-Fuzzy Inference Systems (ANFIS) and Self-Organizing Map (SOM) clustering are proposed to improve predictive accuracy of criteria CF. In this research, SOM enables us to generate high quality clusters of dataset and ANFIS is used for discovering knowledge (fuzzy rules) from users' ratings in multi-criteria dataset, generating appropriate membership functions (MFs), overall rating prediction and input selection. Using exhaustive search method for input selection, the effective inputs are determined to build the ANFIS models in all generated clusters. Furthermore, new fuzzy-based algorithms, Weighted Fuzzy MC-CF (WFuMC-CF), Fuzzy Euclidean MC-CF (FuEucMC-CF) and Fuzzy Average MC-CF (FuAvgMC-CF), are presented for prediction task in multi-criteria CF. FuEucMC-CF and FuAvgMC-CF algorithms uses the fuzzy-based Euclidian distance and fuzzy-based average similarity, respectively, the WFuMC-CF algorithm uses fuzzy-based user- and item-based prediction in a weighted approach. Experimental results on real-world dataset demonstrate that the proposed hybrid methods remarkably improve the accuracy of multi-criteria CF in relation to the previous methods based on multi-criteria ratings.