Using conjunction of attribute values for classification
Proceedings of the eleventh international conference on Information and knowledge management
Construct robust rule sets for classification
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Frequent Sub-Structure-Based Approaches for Classifying Chemical Compounds
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
XRules: an effective structural classifier for XML data
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
On support thresholds in associative classification
Proceedings of the 2004 ACM symposium on Applied computing
An associative classifier based on positive and negative rules
Proceedings of the 9th ACM SIGMOD workshop on Research issues in data mining and knowledge discovery
Ordering patterns by combining opinions from multiple sources
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Essential classification rule sets
ACM Transactions on Database Systems (TODS)
ExAnte: A Preprocessing Method for Frequent-Pattern Mining
IEEE Intelligent Systems
Frequent Substructure-Based Approaches for Classifying Chemical Compounds
IEEE Transactions on Knowledge and Data Engineering
Improving discriminative sequential learning with rare--but--important associations
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Using association rules to make rule-based classifiers robust
ADC '05 Proceedings of the 16th Australasian database conference - Volume 39
Mining condensed frequent-pattern bases
Knowledge and Information Systems
Adapting the CBA algorithm by means of intensity of implication
Information Sciences—Informatics and Computer Science: An International Journal - Special issue: Dealing with uncertainty in data mining and information extraction
Finding Frequent Patterns in a Large Sparse Graph*
Data Mining and Knowledge Discovery
On Reducing Classifier Granularity in Mining Concept-Drifting Data Streams
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
Obtaining Best Parameter Values for Accurate Classification
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
CTC — Correlating Tree Patterns for Classification
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
Predicting Protein-Protein Interactions by Association Mining
Information Systems Frontiers
Using Emerging Patterns to Construct Weighted Decision Trees
IEEE Transactions on Knowledge and Data Engineering
Boosting an Associative Classifier
IEEE Transactions on Knowledge and Data Engineering
Dilated chi-square: a novel interestingness measure to build accurate and compact decision list
Intelligent information processing II
Associative text categorization exploiting negated words
Proceedings of the 2006 ACM symposium on Applied computing
CCCS: a top-down associative classifier for imbalanced class distribution
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Sequential patterns for text categorization
Intelligent Data Analysis
AIA'06 Proceedings of the 24th IASTED international conference on Artificial intelligence and applications
On Mining Instance-Centric Classification Rules
IEEE Transactions on Knowledge and Data Engineering
Spatial associative classification: propositional vs structural approach
Journal of Intelligent Information Systems
Multi-evidence, multi-criteria, lazy associative document classification
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
Adapting association patterns for text categorization: weaknesses and enhancements
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
Dynamic knowledge validation and verification for CBR teledermatology system
Artificial Intelligence in Medicine
The effect of threshold values on association rule based classification accuracy
Data & Knowledge Engineering
A new approach to classification based on association rule mining
Decision Support Systems
Efficient implementation of associative classifiers for document classification
Information Processing and Management: an International Journal - Special issue: AIRS2005: Information retrieval research in Asia
Minimizing Information Loss and Preserving Privacy
Management Science
Improving discriminative sequential learning by discovering important association of statistics
ACM Transactions on Asian Language Information Processing (TALIP)
A greedy classification algorithm based on association rule
Applied Soft Computing
Learning quantifiable associations via principal sparse non-negative matrix factorization
Intelligent Data Analysis
Using metarules to organize and group discovered association rules
Data Mining and Knowledge Discovery
Soft constraint based pattern mining
Data & Knowledge Engineering
Learning rules with negation for text categorization
Proceedings of the 2007 ACM symposium on Applied computing
Customized classification learning based on query projections
Information Sciences: an International Journal
Improving process models by discovering decision points
Information Systems
On the strength of hyperclique patterns for text categorization
Information Sciences: an International Journal
Xproj: a framework for projected structural clustering of xml documents
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Adapting associative classification to text categorization
Proceedings of the 2007 ACM symposium on Document engineering
A review of associative classification mining
The Knowledge Engineering Review
An innovative algorithm for mining multilevel association rules
AIAP'07 Proceedings of the 25th conference on Proceedings of the 25th IASTED International Multi-Conference: artificial intelligence and applications
Text classification using sentential frequent itemsets
Journal of Computer Science and Technology
Data & Knowledge Engineering
Mining the data from a hyperheuristic approach using associative classification
Expert Systems with Applications: An International Journal
Applying sequential rules to protein localization prediction
Computers & Mathematics with Applications
Compact fuzzy association rule-based classifier
Expert Systems with Applications: An International Journal
Discovering frequent itemsets by support approximation and itemset clustering
Data & Knowledge Engineering
International Journal of Business Intelligence and Data Mining
Adaptive Fuzzy Association Rule mining for effective decision support in biomedical applications
International Journal of Data Mining and Bioinformatics
Generating classification association rules with modified Apriori algorithm
AIKED'06 Proceedings of the 5th WSEAS International Conference on Artificial Intelligence, Knowledge Engineering and Data Bases
A classification method based on subspace clustering and association rules
New Generation Computing
Data reduction approach for sensitive associative classification rule hiding
ADC '08 Proceedings of the nineteenth conference on Australasian database - Volume 75
Correlated pattern mining in quantitative databases
ACM Transactions on Database Systems (TODS)
An association-based case reduction technique for case-based reasoning
Information Sciences: an International Journal
Bayes optimal classification for decision trees
Proceedings of the 25th international conference on Machine learning
Direct mining of discriminative and essential frequent patterns via model-based search tree
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Artificial Intelligence in Medicine
ACM SIGKDD Explorations Newsletter
A Methodology for Exploring Association Models
Visual Data Mining
A Novel Rule Ordering Approach in Classification Association Rule Mining
MLDM '07 Proceedings of the 5th international conference on Machine Learning and Data Mining in Pattern Recognition
CCIC: Consistent Common Itemsets Classifier
MLDM '07 Proceedings of the 5th international conference on Machine Learning and Data Mining in Pattern Recognition
Statistical Identification of Key Phrases for Text Classification
MLDM '07 Proceedings of the 5th international conference on Machine Learning and Data Mining in Pattern Recognition
A Novel Text Classification Approach Based on Enhanced Association Rule
ADMA '07 Proceedings of the 3rd international conference on Advanced Data Mining and Applications
Hiding Sensitive Associative Classification Rule by Data Reduction
ADMA '07 Proceedings of the 3rd international conference on Advanced Data Mining and Applications
Comparing Rule Measures for Predictive Association Rules
ECML '07 Proceedings of the 18th European conference on Machine Learning
A Novel Algorithm for Associative Classification
Neural Information Processing
An Efficient Association Rule Mining Algorithm for Classification
ICAISC '08 Proceedings of the 9th international conference on Artificial Intelligence and Soft Computing
Data Quality in Privacy Preservation for Associative Classification
ADMA '08 Proceedings of the 4th international conference on Advanced Data Mining and Applications
Extracting Decision Rules from Sigmoid Kernel
ADMA '08 Proceedings of the 4th international conference on Advanced Data Mining and Applications
A Parameter-Free Associative Classification Method
DaWaK '08 Proceedings of the 10th international conference on Data Warehousing and Knowledge Discovery
Entropy-based associative classification algorithm for mining manufacturing data
International Journal of Computer Integrated Manufacturing
CSMC: A combination strategy for multi-class classification based on multiple association rules
Knowledge-Based Systems
Blind paraunitary equalization
Signal Processing
An Agent-Oriented Data Mining Framework for Mass Customization in the Automotive Industry
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 03
A Heuristic Data Reduction Approach for Associative Classification Rule Hiding
PRICAI '08 Proceedings of the 10th Pacific Rim International Conference on Artificial Intelligence: Trends in Artificial Intelligence
A Novel Heuristic Algorithm for Privacy Preserving of Associative Classification
PRICAI '08 Proceedings of the 10th Pacific Rim International Conference on Artificial Intelligence: Trends in Artificial Intelligence
An Experimental Comparison of Different Inclusion Relations in Frequent Tree Mining
Fundamenta Informaticae - Progress on Multi-Relational Data Mining
Top-down mining of frequent closed patterns from very high dimensional data
Information Sciences: an International Journal
Post-processing of associative classification rules using closed sets
Expert Systems with Applications: An International Journal
Calibrated lazy associative classification
SBBD '08 Proceedings of the 23rd Brazilian symposium on Databases
A novel distance-based classifier built on pattern ranking
Proceedings of the 2009 ACM symposium on Applied Computing
On Optimal Rule Mining: A Framework and a Necessary and Sufficient Condition of Antimonotonicity
PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
Efficient rule based structural algorithms for classification of tree structured data
Intelligent Data Analysis
Sequential pattern mining algorithm for automotive warranty data
Computers and Industrial Engineering
Intelligent file scoring system for malware detection from the gray list
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
A Novel Classification Algorithm Based on Association Rules Mining
Knowledge Acquisition: Approaches, Algorithms and Applications
Argument Based Moderation of Benefit Assessment
Proceedings of the 2008 conference on Legal Knowledge and Information Systems: JURIX 2008: The Twenty-First Annual Conference
Constructing Associative Classifier Using Rough Sets and Evidence Theory
RSFDGrC '07 Proceedings of the 11th International Conference on Rough Sets, Fuzzy Sets, Data Mining and Granular Computing
Constructing Associative Classifiers from Decision Tables
RSFDGrC '07 Proceedings of the 11th International Conference on Rough Sets, Fuzzy Sets, Data Mining and Granular Computing
RSFDGrC '07 Proceedings of the 11th International Conference on Rough Sets, Fuzzy Sets, Data Mining and Granular Computing
ICDM '09 Proceedings of the 9th Industrial Conference on Advances in Data Mining. Applications and Theoretical Aspects
Supporting bi-cluster interpretation in 0/1 data by means of local patterns
Intelligent Data Analysis - Selected papers from IDA2005, Madrid, Spain
Cluster-grouping: from subgroup discovery to clustering
Machine Learning
EMADS: An extendible multi-agent data miner
Knowledge-Based Systems
Exploring ant-based algorithms for gene expression data analysis
Artificial Intelligence in Medicine
A Hybrid Statistical Data Pre-processing Approach for Language-Independent Text Classification
ADMA '09 Proceedings of the 5th International Conference on Advanced Data Mining and Applications
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part II
Arguing from Experience to Classifying Noisy Data
DaWaK '09 Proceedings of the 11th International Conference on Data Warehousing and Knowledge Discovery
Rule Learning with Probabilistic Smoothing
DaWaK '09 Proceedings of the 11th International Conference on Data Warehousing and Knowledge Discovery
Efficient itemset generator discovery over a stream sliding window
Proceedings of the 18th ACM conference on Information and knowledge management
Associative classification with artificial immune system
IEEE Transactions on Evolutionary Computation
Incremental privacy preservation for associative classification
Proceedings of the ACM first international workshop on Privacy and anonymity for very large databases
Mining multi-class datasets using genetic relation algorithm for rule reduction
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
An Algorithm of Mining Class Association Rules
ISICA '09 Proceedings of the 4th International Symposium on Advances in Computation and Intelligence
Expert Systems with Applications: An International Journal
Mining action rules from scratch
Expert Systems with Applications: An International Journal
Adapting the CBA algorithm by means of intensity of implication
Information Sciences: an International Journal
Association rule mining-based dissolved gas analysis for fault diagnosis of power transformers
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Improved classification based on predictive association rules
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
Extraction of unexpected sentences: A sentiment classification assessed approach
Intelligent Data Analysis
PADUA: a protocol for argumentation dialogue using association rules
Artificial Intelligence and Law
Testing terrorism theory with data mining
International Journal of Data Analysis Techniques and Strategies
ACIK: association classifier based on itemset kernel
IEA/AIE'07 Proceedings of the 20th international conference on Industrial, engineering, and other applications of applied intelligent systems
A study on interestingness measures for associative classifiers
Proceedings of the 2010 ACM Symposium on Applied Computing
Iterative reordering of rules for building ensembles without relearning
DS'07 Proceedings of the 10th international conference on Discovery science
Mining biosignal data: coronary artery disease diagnosis using linear and nonlinear features of HRV
PAKDD'07 Proceedings of the 2007 international conference on Emerging technologies in knowledge discovery and data mining
Effectiveness of fuzzy discretization for class association rule-based classification
ISMIS'08 Proceedings of the 17th international conference on Foundations of intelligent systems
SubClass: classification of multidimensional noisy data using subspace clusters
PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
Feature construction based on closedness properties is not that simple
PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
High confidence fragment-based classification rule mining for imbalanced HIV data
APWeb'08 Proceedings of the 10th Asia-Pacific web conference on Progress in WWW research and development
Efficient generic association rules based classifier approach
CLA'06 Proceedings of the 4th international conference on Concept lattices and their applications
Emerging pattern based classification for automated non-safe power line detection
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 1
Emerging patterns based methodology for prediction of patients with myocardial ischemia
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 1
Association pattern mining for product specification integration
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 2
CIMDS: adapting postprocessing techniques of associative classification for malware detection
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
A method of association rule analysis for incomplete database using genetic network programming
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Optimal constraint-based decision tree induction from itemset lattices
Data Mining and Knowledge Discovery
Ensembles of jittered association rule classifiers
Data Mining and Knowledge Discovery
Mining associative classification rules with stock trading data - A GA-based method
Knowledge-Based Systems
Journal of Intelligent Information Systems
Direct mining of discriminative patterns for classifying uncertain data
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Vertical bagging decision trees model for credit scoring
Expert Systems with Applications: An International Journal
A fast pruning redundant rule method using Galois connection
Applied Soft Computing
A classification algorithm that derives weighted sum scores for insight into disease
HIKM '09 Proceedings of the Third Australasian Workshop on Health Informatics and Knowledge Management - Volume 97
Constructing classification features using minimal predictive patterns
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
ROLEX-SP: Rules of lexical syntactic patterns for free text categorization
Knowledge-Based Systems
Enhancing group recommendation by incorporating social relationship interactions
Proceedings of the 16th ACM international conference on Supporting group work
Transactions on rough sets XII
Hybrid DIAAF/RS: statistical textual feature selection for language-independent text classification
ICDM'10 Proceedings of the 10th industrial conference on Advances in data mining: applications and theoretical aspects
Predictive rule discovery from electronic health records
Proceedings of the 1st ACM International Health Informatics Symposium
Associative classifier for uncertain data
WAIM'10 Proceedings of the 11th international conference on Web-age information management
KSEM'10 Proceedings of the 4th international conference on Knowledge science, engineering and management
A concise representation of association rules using minimal predictive rules
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part I
NDPMine: efficiently mining discriminative numerical features for pattern-based classification
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part II
A clustering rule-based approach to predictive modeling
Proceedings of the 48th Annual Southeast Regional Conference
Symptom-based problem determination using log data abstraction
Proceedings of the 2010 Conference of the Center for Advanced Studies on Collaborative Research
Building a highly-compact and accurate associative classifier
Applied Intelligence
International Journal of Data Mining and Bioinformatics
Classification inductive rule learning with negated features
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications: Part I
A real coded MOGA for mining classification rules with missing attribute values
Proceedings of the 2011 International Conference on Communication, Computing & Security
Parallel multi-objective genetic algorithms for associative classification rule mining
Proceedings of the 2011 International Conference on Communication, Computing & Security
An efficient discovery of class-restricted MARs
AIKED'11 Proceedings of the 10th WSEAS international conference on Artificial intelligence, knowledge engineering and data bases
Proceedings of the 20th international conference companion on World wide web
An approach for adaptive associative classification
Expert Systems with Applications: An International Journal
Associative classification in the prediction of tuberculosis
Proceedings of the International Conference & Workshop on Emerging Trends in Technology
Classifying microarray data with association rules
Proceedings of the 2011 ACM Symposium on Applied Computing
Associative classification rules hiding for privacy preservation
International Journal of Intelligent Information and Database Systems
Mining frequent itemsets from multidimensional databases
ACIIDS'11 Proceedings of the Third international conference on Intelligent information and database systems - Volume Part I
A simple statistical model and association rule filtering for classification
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Privacy preservation for associative classification: an approximation algorithm
International Journal of Business Intelligence and Data Mining
Mining class association rules from dynamic class coupling data to measure class reusability pattern
ICSI'11 Proceedings of the Second international conference on Advances in swarm intelligence - Volume Part II
From fuzzy association rule mining to effective classification framework
IDEAL'11 Proceedings of the 12th international conference on Intelligent data engineering and automated learning
Making use of associative classifiers in order to alleviate typical drawbacks in recommender systems
Expert Systems with Applications: An International Journal
Mining preferences from OLAP query logs for proactive personalization
ADBIS'11 Proceedings of the 15th international conference on Advances in databases and information systems
Artificial immune system for associative classification
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part II
Interpretable query projection learning
CIS'04 Proceedings of the First international conference on Computational and Information Science
Mining quantitative associations in large database
APWeb'05 Proceedings of the 7th Asia-Pacific web conference on Web Technologies Research and Development
Using reliable short rules to avoid unnecessary tests in decision trees
MICAI'06 Proceedings of the 5th Mexican international conference on Artificial Intelligence
ISMIS'06 Proceedings of the 16th international conference on Foundations of Intelligent Systems
Classification using multiple and negative target rules
KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part I
DRC-BK: mining classification rules by using Boolean kernels
ICCSA'05 Proceedings of the 2005 international conference on Computational Science and its Applications - Volume Part I
Feature selection, rule extraction, and score model: making ATC competitive with SVM
RSKT'06 Proceedings of the First international conference on Rough Sets and Knowledge Technology
Deriving class association rules based on levelwise subspace clustering
PKDD'05 Proceedings of the 9th European conference on Principles and Practice of Knowledge Discovery in Databases
ACME: an associative classifier based on maximum entropy principle
ALT'05 Proceedings of the 16th international conference on Algorithmic Learning Theory
A hybrid text classification system using sentential frequent itemsets
CIS'05 Proceedings of the 2005 international conference on Computational Intelligence and Security - Volume Part I
Practical application of associative classifier for document classification
AIRS'05 Proceedings of the Second Asia conference on Asia Information Retrieval Technology
Adjusting and generalizing CBA algorithm to handling class imbalance
Expert Systems with Applications: An International Journal
Associative classification with prediction confidence
ICMLC'05 Proceedings of the 4th international conference on Advances in Machine Learning and Cybernetics
Exploring query matrix for support pattern based classification learning
ICMLC'05 Proceedings of the 4th international conference on Advances in Machine Learning and Cybernetics
Subcellular Localization Prediction through Boosting Association Rules
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Support vector machine approach for fast classification
DaWaK'06 Proceedings of the 8th international conference on Data Warehousing and Knowledge Discovery
GARC: a new associative classification approach
DaWaK'06 Proceedings of the 8th international conference on Data Warehousing and Knowledge Discovery
Cardiovascular disease diagnosis method by emerging patterns
ADMA'06 Proceedings of the Second international conference on Advanced Data Mining and Applications
DASFAA'10 Proceedings of the 15th international conference on Database Systems for Advanced Applications - Volume Part I
2-PS based associative text classification
DaWaK'05 Proceedings of the 7th international conference on Data Warehousing and Knowledge Discovery
Association classification based on sample weighting
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part II
Classification with maximum entropy modeling of predictive association rules
ECML'05 Proceedings of the 16th European conference on Machine Learning
Mutagenicity risk analysis by using class association rules
JSAI'05 Proceedings of the 2005 international conference on New Frontiers in Artificial Intelligence
Succinct and informative cluster descriptions for document repositories
WAIM '06 Proceedings of the 7th international conference on Advances in Web-Age Information Management
Pushing constraints to detect local patterns
LPD'04 Proceedings of the 2004 international conference on Local Pattern Detection
Associative classification based on correlation analysis
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part I
Mining correlated rules for associative classification
ADMA'05 Proceedings of the First international conference on Advanced Data Mining and Applications
An improvement of text association classification using rules weights
ADMA'05 Proceedings of the First international conference on Advanced Data Mining and Applications
Threshold tuning for improved classification association rule mining
PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Considering re-occurring features in associative classifiers
PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Associative classification in text categorization
ICIC'05 Proceedings of the 2005 international conference on Advances in Intelligent Computing - Volume Part I
From local pattern mining to relevant bi-cluster characterization
IDA'05 Proceedings of the 6th international conference on Advances in Intelligent Data Analysis
On pruning and tuning rules for associative classifiers
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part III
A relational query primitive for constraint-based pattern mining
Proceedings of the 2004 European conference on Constraint-Based Mining and Inductive Databases
Building a more accurate classifier based on strong frequent patterns
AI'04 Proceedings of the 17th Australian joint conference on Advances in Artificial Intelligence
Protein subcellular localization prediction with associative classification and multi-class SVM
Proceedings of the 2nd ACM Conference on Bioinformatics, Computational Biology and Biomedicine
Multivariate discretization for associative classification in a sparse data application domain
HAIS'10 Proceedings of the 5th international conference on Hybrid Artificial Intelligence Systems - Volume Part I
An experiment with association rules and classification: post-bagging and conviction
DS'05 Proceedings of the 8th international conference on Discovery Science
Mining class association rules with artificial immune system
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part IV
Multi-party argument from experience
ArgMAS'09 Proceedings of the 6th international conference on Argumentation in Multi-Agent Systems
AI'06 Proceedings of the 19th Australian joint conference on Artificial Intelligence: advances in Artificial Intelligence
Effective classification by integrating support vector machine and association rule mining
IDEAL'06 Proceedings of the 7th international conference on Intelligent Data Engineering and Automated Learning
Efficiently finding the best parameter for the emerging pattern-based classifier PCL
PAKDD'10 Proceedings of the 14th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part I
Memory-aware frequent k-itemset mining
KDID'05 Proceedings of the 4th international conference on Knowledge Discovery in Inductive Databases
Biologically relevant association rules for classification of microarray data
ACM SIGAPP Applied Computing Review
Classification based on specific rules and inexact coverage
Expert Systems with Applications: An International Journal
Classification based on association rules: A lattice-based approach
Expert Systems with Applications: An International Journal
Lattice based associative classifier
ACIIDS'12 Proceedings of the 4th Asian conference on Intelligent Information and Database Systems - Volume Part II
An evolutionary approach to rank class association rules with feedback mechanism
Expert Systems with Applications: An International Journal
I-prune: Item selection for associative classification
International Journal of Intelligent Systems
Mining emerging patterns by streaming feature selection
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
An associative classifier for uncertain datasets
PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part I
Selecting feature subset via constraint association rules
PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II
An artificial immune system approach to associative classification
ICCSA'12 Proceedings of the 12th international conference on Computational Science and Its Applications - Volume Part I
Expert Systems with Applications: An International Journal
Finding correlations between 3-D surfaces: a study in asymmetric incremental sheet forming
MLDM'12 Proceedings of the 8th international conference on Machine Learning and Data Mining in Pattern Recognition
An evolving associative classifier for incomplete database
ICDM'12 Proceedings of the 12th Industrial conference on Advances in Data Mining: applications and theoretical aspects
An Experimental Comparison of Different Inclusion Relations in Frequent Tree Mining
Fundamenta Informaticae - Progress on Multi-Relational Data Mining
Combining heterogeneous classifiers for relational databases
Pattern Recognition
Improving the performance of association classifiers by rule prioritization
Knowledge-Based Systems
Gravitation based classification
Information Sciences: an International Journal
Mining actionable behavioral rules
Decision Support Systems
Optimonotone Measures For Optimal Rule Discovery
Computational Intelligence
A bayesian scoring technique for mining predictive and non-spurious rules
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part II
AC-CS: an immune-inspired associative classification algorithm
ICARIS'12 Proceedings of the 11th international conference on Artificial Immune Systems
X-Class: Associative Classification of XML Documents by Structure
ACM Transactions on Information Systems (TOIS)
Rice diseases classification using feature selection and rule generation techniques
Computers and Electronics in Agriculture
CAR-Miner: An efficient algorithm for mining class-association rules
Expert Systems with Applications: An International Journal
International Journal of Applied Metaheuristic Computing
Interestingness measures for classification based on association rules
ICCCI'12 Proceedings of the 4th international conference on Computational Collective Intelligence: technologies and applications - Volume Part II
Constrained Cube Lattices for Multidimensional Database Mining
International Journal of Data Warehousing and Mining
A hybrid recommendation approach for a tourism system
Expert Systems with Applications: An International Journal
Efficient ant colony optimization for image feature selection
Signal Processing
Improving classification accuracy of associative classifiers by using k-conflict-rule preservation
Proceedings of the 7th International Conference on Ubiquitous Information Management and Communication
QUEST: discovering insights from survey responses
AusDM '09 Proceedings of the Eighth Australasian Data Mining Conference - Volume 101
Journal of Intelligent Manufacturing
A temporal pattern mining approach for classifying electronic health record data
ACM Transactions on Intelligent Systems and Technology (TIST) - Survey papers, special sections on the semantic adaptive social web, intelligent systems for health informatics, regular papers
Associative classification using a bio-inspired algorithm
AusDM '12 Proceedings of the Tenth Australasian Data Mining Conference - Volume 134
An evolutionary method for associative local distribution rule mining
ICDM'13 Proceedings of the 13th international conference on Advances in Data Mining: applications and theoretical aspects
ACNB: Associative Classification Mining Based on Naïve Bayesian Method
International Journal of Information Technology and Web Engineering
Editorial: Parameter-free classification in multi-class imbalanced data sets
Data & Knowledge Engineering
Learning theory analysis for association rules and sequential event prediction
The Journal of Machine Learning Research
Fuzzy generalised classifier for distributed knowledge discovery
International Journal of Business Intelligence and Data Mining
CBC: An associative classifier with a small number of rules
Decision Support Systems
CAR-NF: A classifier based on specific rules with high netconf
Intelligent Data Analysis
A novel feature subset selection algorithm based on association rule mining
Intelligent Data Analysis
| Hi-index | 0.02 |
Previous studies propose that associative classification has high classification accuracy and strong flexibility at handling unstructured data. However, it still suffers from the huge set of mined rules and sometimes biased classification or overfitting since the classificationis based on only single high-confidence rule. In this study, we propose new associative classification method, CMAR, i.e., Classification based on Multiple Association Rules. The method extends an efficient frequent pattern mining method, FP-growth ,constructs classdistribution-associated FP-tree, and mines large database efficiently. Moreover, it applies CR-tree structure to store and retrieve mined association rulesefficiently, and prunes rules effectively based on confidence, correlation and database coverage. The classification is performed based on weighted X2 analysis using multiple strong association rules. Our extensive experiments on 26 databases from UCI machine learning database repository show that CMAR is consistent, highly effective at classificationof various kinds of databases and has better average classificationaccuracy in comparison with CBA and C4.5.Moreover,our performancestudy shows that the method is highly efficient and scalable in comparison with other reported associative classification methods.