Book review: Three perspectives of data mining
Artificial Intelligence
Rough-Fuzzy MLP: Modular Evolution, Rule Generation, and Evaluation
IEEE Transactions on Knowledge and Data Engineering
Rule Extraction from Radial Basis Function Networks by Using Support Vectors
IBERAMIA 2002 Proceedings of the 8th Ibero-American Conference on AI: Advances in Artificial Intelligence
Clustering of Symbolic Data and Its Validation
AFSS '02 Proceedings of the 2002 AFSS International Conference on Fuzzy Systems. Calcutta: Advances in Soft Computing
Ensemble of Evolving Neural Networks in Classification
Neural Processing Letters
Soft data mining, computational theory of perceptions, and rough-fuzzy approach
Information Sciences: an International Journal - Special issue: Soft computing data mining
Knowledge Discovery with Genetic Programming for Providing Feedback to Courseware Authors
User Modeling and User-Adapted Interaction
Rule-Based Learning Systems for Support Vector Machines
Neural Processing Letters
Lamb Meat Quality Assessment by Support Vector Machines
Neural Processing Letters
A survey of Knowledge Discovery and Data Mining process models
The Knowledge Engineering Review
Independent component analysis and rough fuzzy based approach to web usage mining
AIA'06 Proceedings of the 24th IASTED international conference on Artificial intelligence and applications
The usage of soft-computing methodologies in interpreting capsule endoscopy
Engineering Applications of Artificial Intelligence
Ranking discovered rules from data mining with multiple criteria by data envelopment analysis
Expert Systems with Applications: An International Journal
Extracting classification rule of software diagnosis using modified MEPA
Expert Systems with Applications: An International Journal
A new approach for the generation of fuzzy summaries based on fuzzy multidimensional databases
Intelligent Data Analysis
Expert Systems with Applications: An International Journal
Mining pure linguistic associations from numerical data
International Journal of Approximate Reasoning
Fuzzy transform in the analysis of data
International Journal of Approximate Reasoning
A Bayesian support tool for morphological design
Advanced Engineering Informatics
Perception-based approach to time series data mining
Applied Soft Computing
Data mining from 1994 to 2004: an application-orientated review
International Journal of Business Intelligence and Data Mining
The structures of EI algebras generated by information attributes
International Journal of Intelligent Systems Technologies and Applications
Mining usage web log via independent component analysis and rough fuzzy
AIKED'06 Proceedings of the 5th WSEAS International Conference on Artificial Intelligence, Knowledge Engineering and Data Bases
Clustering with multilayer perceptrons and self-organized (Hebbian) learning
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology - VIII Brazilian Symposium on Neural Networks
Time series pattern recognition using s-transform and soft computing
International Journal of Knowledge-based and Intelligent Engineering Systems
Web Usage Mining Via Fuzzy Logic Techniques
IFSA '07 Proceedings of the 12th international Fuzzy Systems Association world congress on Foundations of Fuzzy Logic and Soft Computing
Rough Sets in Hybrid Soft Computing Systems
ADMA '07 Proceedings of the 3rd international conference on Advanced Data Mining and Applications
Integration of Fuzzy Logic in Data Mining to Handle Vagueness and Uncertainty
ICIC '08 Proceedings of the 4th international conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications - with Aspects of Artificial Intelligence
Using a hybrid meta-evolutionary rule mining approach as a classification response model
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Using neural networks and data mining techniques for the financial distress prediction model
Expert Systems with Applications: An International Journal
Technical data mining with evolutionary radial basis function classifiers
Applied Soft Computing
Adaptive Web SitesA Knowledge Extraction from Web Data Approach
Proceedings of the 2008 conference on Adaptive Web Sites: A Knowledge Extraction from Web Data Approach
Outlier Detection with Explanation Facility
MLDM '09 Proceedings of the 6th International Conference on Machine Learning and Data Mining in Pattern Recognition
An efficient approach for building customer profiles from business data
Expert Systems with Applications: An International Journal
Fuzzy transforms method and attribute dependency in data analysis
Information Sciences: an International Journal
Integrating web mining and neural network for personalized e-commerce automatic service
Expert Systems with Applications: An International Journal
A cognitive system based on fuzzy information processing and multi-objective evolutionary algorithm
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Outlier Detection with a Hybrid Artificial Intelligence Method
MICAI '09 Proceedings of the 8th Mexican International Conference on Artificial Intelligence
Mining changes in customer behavior in retail marketing
Expert Systems with Applications: An International Journal
A GAs based approach for mining breast cancer pattern
Expert Systems with Applications: An International Journal
Modified Gath--Geva clustering for fuzzy segmentation of multivariate time-series
Fuzzy Sets and Systems
Fuzzy sets in pattern recognition and machine intelligence
Fuzzy Sets and Systems
THE-MUSS: Mobile u-health service system
Computer Methods and Programs in Biomedicine
A new approach for unsupervised segmentation
Applied Soft Computing
Power quality time series data mining using S-transform and fuzzy expert system
Applied Soft Computing
A neural approach to extended logic programs
IWANN'03 Proceedings of the Artificial and natural neural networks 7th international conference on Computational methods in neural modeling - Volume 1
Rough neuro voting system for data mining: application to stock price prediction
RSKT'07 Proceedings of the 2nd international conference on Rough sets and knowledge technology
Analysis of log files applying mining techniques and fuzzy logic
IEA/AIE'07 Proceedings of the 20th international conference on Industrial, engineering, and other applications of applied intelligent systems
Knowledge based descriptive neural networks
RSFDGrC'03 Proceedings of the 9th international conference on Rough sets, fuzzy sets, data mining, and granular computing
Rough-fuzzy knowledge encoding and uncertainty analysis: relevance in data mining
ICDCN'08 Proceedings of the 9th international conference on Distributed computing and networking
Research on properties of level space in the level wise search algorithm
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 1
Research frontier: linkage discovery through data mining
IEEE Computational Intelligence Magazine
IEEE Transactions on Information Technology in Biomedicine - Special section on new and emerging technologies in bioinformatics and bioengineering
Clustering ensembles and space discretization - A new regard toward diversity and consensus
Pattern Recognition Letters
Application of data mining techniques for customer lifetime value parameters: a review
International Journal of Business Information Systems
Colour texture classification for Human Tissue Images
Applied Soft Computing
Expert Systems with Applications: An International Journal
Species identification based on approximate matching
COMPUTE '11 Proceedings of the Fourth Annual ACM Bangalore Conference
Fuzzy transform and least-squares approximation: Analogies, differences, and generalizations
Fuzzy Sets and Systems
A rough set approach aim to space weather and solar storms prediction
ICCSA'11 Proceedings of the 2011 international conference on Computational science and its applications - Volume Part I
Power load forecasting using data mining and knowledge discovery technology
International Journal of Intelligent Information and Database Systems
Power system database feature selection using a relaxed perceptron paradigm
MICAI'06 Proceedings of the 5th Mexican international conference on Artificial Intelligence
Rough-Fuzzy granular computing, case based reasoning and data mining
WILF'03 Proceedings of the 5th international conference on Fuzzy Logic and Applications
A hybrid mining model based on neural network and kernel smoothing technique
ICCS'05 Proceedings of the 5th international conference on Computational Science - Volume Part III
Software diagnosis using fuzzified attribute base on modified MEPA
IEA/AIE'06 Proceedings of the 19th international conference on Advances in Applied Artificial Intelligence: industrial, Engineering and Other Applications of Applied Intelligent Systems
An optimization approach for feature selection in an electric billing database
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part IV
A fuzzy threshold based modified clustering algorithm for natural data exploration
PAISI'10 Proceedings of the 2010 Pacific Asia conference on Intelligence and Security Informatics
Feature selection in an electric billing database considering attribute inter-dependencies
ICDM'06 Proceedings of the 6th Industrial Conference on Data Mining conference on Advances in Data Mining: applications in Medicine, Web Mining, Marketing, Image and Signal Mining
ADMA'11 Proceedings of the 7th international conference on Advanced Data Mining and Applications - Volume Part II
Expert Systems with Applications: An International Journal
Detection of fuzzy association rules by fuzzy transforms
Advances in Fuzzy Systems - Special issue on Fuzzy Functions, Relations, and Fuzzy Transforms (2012)
Efficient Retrieval Technique for Microarray Gene Expression
International Journal of Information Retrieval Research
Rough clustering using generalized fuzzy clustering algorithm
Pattern Recognition
Clustering genome data based on approximate matching
International Journal of Data Analysis Techniques and Strategies
Discovering metric temporal constraint networks on temporal databases
Artificial Intelligence in Medicine
Review: Soft computing applications in customer segmentation: State-of-art review and critique
Expert Systems with Applications: An International Journal
Towards a script-aware monitoring process of computer-supported collaborative learning scenarios
International Journal of Technology Enhanced Learning
International Journal of Artificial Life Research
Information Technology and Management
Identifying user sessions from web server logs with integer programming
Intelligent Data Analysis - Business Analytics and Intelligent Optimization
Decision support systems in Wireless Capsule Endoscopy: Revisited
Intelligent Decision Technologies
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The present article provides a survey of the available literature on data mining using soft computing. A categorization has been provided based on the different soft computing tools and their hybridizations used, the data mining function implemented, and the preference criterion selected by the model. The utility of the different soft computing methodologies is highlighted. Generally fuzzy sets are suitable for handling the issues related to understandability of patterns, incomplete/noisy data, mixed media information and human interaction, and can provide approximate solutions faster. Neural networks are nonparametric, robust, and exhibit good learning and generalization capabilities in data-rich environments. Genetic algorithms provide efficient search algorithms to select a model, from mixed media data, based on some preference criterion/objective function. Rough sets are suitable for handling different types of uncertainty in data. Some challenges to data mining and the application of soft computing methodologies are indicated. An extensive bibliography is also included