RuleViz: a model for visualizing knowledge discovery process
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
Understanding the Crucial Role of AttributeInteraction in Data Mining
Artificial Intelligence Review
Automated discovery of concise predictive rules for intrusion detection
Journal of Systems and Software
On Issues of Instance Selection
Data Mining and Knowledge Discovery
Data analysis and mining in the life sciences
ACM SIGMOD Record
Toward Multidatabase Mining: Identifying Relevant Databases
IEEE Transactions on Knowledge and Data Engineering
Predicting project delivery rates using the Naive-Bayes classifier
Journal of Software Maintenance: Research and Practice
Rough set methods in feature selection and recognition
Pattern Recognition Letters - Special issue: Rough sets, pattern recognition and data mining
The Representation Race - Preprocessing for Handling Time Phenomena
ECML '00 Proceedings of the 11th European Conference on Machine Learning
Parallel GA-Based Wrapper Feature Selection for Spectroscopic Data Mining
IPDPS '02 Proceedings of the 16th International Parallel and Distributed Processing Symposium
Fast Feature Selection Using Partial Correlation for Multi-vaslued Attributes
PKDD '00 Proceedings of the 4th European Conference on Principles of Data Mining and Knowledge Discovery
Decision Tables: Scalable Classification Exploring RDBMS Capabilities
VLDB '00 Proceedings of the 26th International Conference on Very Large Data Bases
Asymmetric Neighbourhood Selection and Support Aggregation for Effective Classification
IBERAMIA 2002 Proceedings of the 8th Ibero-American Conference on AI: Advances in Artificial Intelligence
Specification of Kansei Patterns in an Adaptive Perceptual Space
AI '01 Proceedings of the 14th Australian Joint Conference on Artificial Intelligence: Advances in Artificial Intelligence
Genetic Algorithms to Optimise CBR Retrieval
EWCBR '00 Proceedings of the 5th European Workshop on Advances in Case-Based Reasoning
KDD-Based Approach to Musical Instrument Sound Recognition
ISMIS '02 Proceedings of the 13th International Symposium on Foundations of Intelligent Systems
Database Mining on Derived Attributes
TSCTC '02 Proceedings of the Third International Conference on Rough Sets and Current Trends in Computing
Typical Example Selection for Learning Classifiers
AI '00 Proceedings of the 13th Biennial Conference of the Canadian Society on Computational Studies of Intelligence: Advances in Artificial Intelligence
Tailoring Representations to Different Requirements
ALT '99 Proceedings of the 10th International Conference on Algorithmic Learning Theory
Application of Temporal Descriptors to Musical Instrument Sound Recognition
Journal of Intelligent Information Systems
AI Communications - Special issue on Artificial intelligence advances in China
A survey of evolutionary algorithms for data mining and knowledge discovery
Advances in evolutionary computing
Data mining from clinical data using interactive evolutionary computation
Advances in evolutionary computing
Filtering Multi-Instance Problems to Reduce Dimensionality in Relational Learning
Journal of Intelligent Information Systems
Cluster rendering of skewed datasets via visualization
Proceedings of the 2003 ACM symposium on Applied computing
Consistency-based search in feature selection
Artificial Intelligence
A new rough sets model based on database systems
Fundamenta Informaticae - Special issue on the 9th international conference on rough sets, fuzzy sets, data mining and granular computing (RSFDGrC 2003)
Weighting Features to Recognize 3D Patterns of Electron Density in X-Ray Protein Crystallography
CSB '04 Proceedings of the 2004 IEEE Computational Systems Bioinformatics Conference
Semantics-Preserving Dimensionality Reduction: Rough and Fuzzy-Rough-Based Approaches
IEEE Transactions on Knowledge and Data Engineering
Active learning for detecting a spectrally variable subject in color infrared imagery
Pattern Recognition Letters - Special issue: Pattern recognition for remote sensing (PRRS 2002)
A critical review of multi-objective optimization in data mining: a position paper
ACM SIGKDD Explorations Newsletter
Toward Integrating Feature Selection Algorithms for Classification and Clustering
IEEE Transactions on Knowledge and Data Engineering
Feature construction for reduction of tabular knowledge-based systems
Information Sciences—Informatics and Computer Science: An International Journal
Statistics and Computing
OCFS: optimal orthogonal centroid feature selection for text categorization
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
VISTA: validating and refining clusters via visualization
Information Visualization
Building data mining solutions with OLE DB for DM and XML for analysis
ACM SIGMOD Record
Feature Selection for Reduction of Tabular Knowledge-Based Systems
Information Technology and Management
A plethora of methods for learning English countability
EMNLP '03 Proceedings of the 2003 conference on Empirical methods in natural language processing
Introducing lateral thinking in search engines
Genetic Programming and Evolvable Machines
Optimization-based feature selection with adaptive instance sampling
Computers and Operations Research
Blocking objectionable web content by leveraging multiple information sources
ACM SIGKDD Explorations Newsletter
iVIBRATE: Interactive visualization-based framework for clustering large datasets
ACM Transactions on Information Systems (TOIS)
Genetic algorithms for linear feature extraction
Pattern Recognition Letters
Decision tree classifier for network intrusion detection with GA-based feature selection
Proceedings of the 43rd annual Southeast regional conference - Volume 2
AI Communications - Artificial Intelligence Advances in China
Intelligent Partitioning for Feature Selection
INFORMS Journal on Computing
Network intrusion detection through Adaptive Sub-Eigenspace Modeling in multiagent systems
ACM Transactions on Autonomous and Adaptive Systems (TAAS)
Prototype induction and attribute selection via evolutionary algorithms
Intelligent Data Analysis
Pre-processing task for integration of semi-structured data in decision-support system
AIAP'07 Proceedings of the 25th conference on Proceedings of the 25th IASTED International Multi-Conference: artificial intelligence and applications
Computers and Electronics in Agriculture
An efficient feature ranking measure for text categorization
Proceedings of the 2008 ACM symposium on Applied computing
Feature Extraction for Dynamic Integration of Classifiers
Fundamenta Informaticae
A Feature Selection Algorithm Based on Discernibility Matrix
Computational Intelligence and Security
Fitness Function Comparison for GA-Based Feature Construction
Current Topics in Artificial Intelligence
Review: Dimensionality reduction based on rough set theory: A review
Applied Soft Computing
Expert Systems with Applications: An International Journal
Rough set-based heuristic hybrid recognizer and its application in fault diagnosis
Expert Systems with Applications: An International Journal
Design and Evaluation of a Sound Based Water Flow Measurement System
EuroSSC '08 Proceedings of the 3rd European Conference on Smart Sensing and Context
An Empirical Evaluation of Common Vector Based Classification Methods and Some Extensions
SSPR & SPR '08 Proceedings of the 2008 Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition
Optimal Local Basis: A Reinforcement Learning Approach for Face Recognition
International Journal of Computer Vision
Technical data mining with evolutionary radial basis function classifiers
Applied Soft Computing
Hierarchical Classifiers for Complex Spatio-temporal Concepts
Transactions on Rough Sets IX
Comparison of Feature Construction Methods for Video Relevance Prediction
MMM '09 Proceedings of the 15th International Multimedia Modeling Conference on Advances in Multimedia Modeling
Feature Selection Algorithm for Multiple Classifier Systems: A Hybrid Approach
Fundamenta Informaticae - Concurrency Specification and Programming (CS&P)
Optimization in Discovery of Compound Granules
Fundamenta Informaticae - Concurrency Specification and Programming (CS&P)
Feature subset selection from positive and unlabelled examples
Pattern Recognition Letters
On-line motif detection in time series with SwiftMotif
Pattern Recognition
Information Processing Letters
Feature Construction and Feature Selection in Presence of Attribute Interactions
HAIS '09 Proceedings of the 4th International Conference on Hybrid Artificial Intelligence Systems
Evolutionary multi-feature construction for data reduction: A case study
Applied Soft Computing
Feature selection via Boolean independent component analysis
Information Sciences: an International Journal
A statistical approach for selecting discriminative features of spatial regions of interest
Intelligent Data Analysis
TEXTAL™: automated crystallographic protein structure determination
IAAI'05 Proceedings of the 17th conference on Innovative applications of artificial intelligence - Volume 3
Computational Statistics & Data Analysis
IEEE Transactions on Neural Networks
Restoring Punctuation and Casing in English Text
AI '09 Proceedings of the 22nd Australasian Joint Conference on Advances in Artificial Intelligence
ICONIP '09 Proceedings of the 16th International Conference on Neural Information Processing: Part II
A novel feature selection approach for biomedical data classification
Journal of Biomedical Informatics
Simulated evaluation of faceted browsing based on feature selection
Multimedia Tools and Applications
Information Sciences: an International Journal
The Journal of Machine Learning Research
Evolutionary feature space transformation using type-restricted generators
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII
Genetic algorithm optimized feature transformation: a comparison with different classifiers
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII
Evolutionary optimisation of RBF network architectures in a direct marketing application
ICANN/ICONIP'03 Proceedings of the 2003 joint international conference on Artificial neural networks and neural information processing
A survey on the application of genetic programming to classification
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Towards a general framework for data mining
KDID'06 Proceedings of the 5th international conference on Knowledge discovery in inductive databases
Generalized re-weighting local sampling mean discriminant analysis
Pattern Recognition
Expert Systems with Applications: An International Journal
Nearest-neighbor guided evaluation of data reliability and its applications
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
IPADE: iterative prototype adjustment for nearest neighbor classification
IEEE Transactions on Neural Networks
Reducing dimensionality in a database of sleep EEG arousals
Expert Systems with Applications: An International Journal
Improving incremental wrapper-based feature subset selection by using re-ranking
IEA/AIE'10 Proceedings of the 23rd international conference on Industrial engineering and other applications of applied intelligent systems - Volume Part I
Scaling up feature selection by means of democratization
IEA/AIE'10 Proceedings of the 23rd international conference on Industrial engineering and other applications of applied intelligent systems - Volume Part II
Fast wrapper feature subset selection in high-dimensional datasets by means of filter re-ranking
Knowledge-Based Systems
Information systems in modeling interactive computations on granules
Theoretical Computer Science
Texture analysis by a PLS based method for combined feature extraction and selection
MLMI'11 Proceedings of the Second international conference on Machine learning in medical imaging
Learning relational bayesian classifiers from RDF data
ISWC'11 Proceedings of the 10th international conference on The semantic web - Volume Part I
Using reliable short rules to avoid unnecessary tests in decision trees
MICAI'06 Proceedings of the 5th Mexican international conference on Artificial Intelligence
Using concept taxonomies for effective tree induction
CIS'05 Proceedings of the 2005 international conference on Computational Intelligence and Security - Volume Part II
Kernel discriminant analysis for regression problems
Pattern Recognition
Robust SVM-based biomarker selection with noisy mass spectrometric proteomic data
EuroGP'06 Proceedings of the 2006 international conference on Applications of Evolutionary Computing
Features for learning local patterns in time-stamped data
LPD'04 Proceedings of the 2004 international conference on Local Pattern Detection
ADMA'05 Proceedings of the First international conference on Advanced Data Mining and Applications
The application of adaptive partitioned random search in feature selection problem
ADMA'05 Proceedings of the First international conference on Advanced Data Mining and Applications
Breeding value classification in manchego sheep: a study of attribute selection and construction
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part II
The impact of feature extraction on the performance of a classifier: kNN, Naïve Bayes and C4.5
AI'05 Proceedings of the 18th Canadian Society conference on Advances in Artificial Intelligence
A scoring model to detect abusive billing patterns in health insurance claims
Expert Systems with Applications: An International Journal
Time complexity of decision trees
Transactions on Rough Sets III
Sample aware embedded feature selection for reinforcement learning
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Feature Selection Algorithm for Multiple Classifier Systems: A Hybrid Approach
Fundamenta Informaticae - Concurrency Specification and Programming (CS&P)
Optimization in Discovery of Compound Granules
Fundamenta Informaticae - Concurrency Specification and Programming (CS&P)
Feature Extraction for Dynamic Integration of Classifiers
Fundamenta Informaticae
Interactive information systems: Toward perception based computing
Theoretical Computer Science
A New Rough Sets Model Based on Database Systems
Fundamenta Informaticae - The 9th International Conference on Rough Sets, Fuzzy Sets, Data Mining and Granular Conputing (RSFDGrC 2003)
Wireless Personal Communications: An International Journal
Two way focused classification
DaWaK'07 Proceedings of the 9th international conference on Data Warehousing and Knowledge Discovery
Intelligent Decision Support System for Osteoporosis Prediction
International Journal of Intelligent Information Technologies
PSO for feature construction and binary classification
Proceedings of the 15th annual conference on Genetic and evolutionary computation
Unsupervised feature construction for improving data representation and semantics
Journal of Intelligent Information Systems
Constraint Score Evaluation for Spectral Feature Selection
Neural Processing Letters
Linear feature selection in texture analysis - A PLS based method
Machine Vision and Applications
Instance driven clustering for the imputation of missing data in KDD
International Journal of Communication Networks and Distributed Systems
Inferring ECA-based rules for ambient intelligence using evolutionary feature extraction
Journal of Ambient Intelligence and Smart Environments
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From the Publisher:The book can be used by researchers and graduate students in machine learning, data mining, and knowledge discovery, who wish to understand techniques of feature extraction, construction and selection for data pre-processing and to solve large size, real-world problems. The book can also serve as a reference book for those who are conducting research about feature extraction, construction and selection, and are ready to meet the exciting challenges ahead of us.