Optimal Partitioning for Classification and Regression Trees
IEEE Transactions on Pattern Analysis and Machine Intelligence
Experiments on multistrategy learning by meta-learning
CIKM '93 Proceedings of the second international conference on Information and knowledge management
CSC '93 Proceedings of the 1993 ACM conference on Computer science
Inductive logic programming: derivations, successes and shortcomings
ACM SIGART Bulletin
Applications of inductive logic programming
ACM SIGART Bulletin
Automated learning of decision rules for text categorization
ACM Transactions on Information Systems (TOIS)
On the Accuracy of Meta-learning for Scalable Data Mining
Journal of Intelligent Information Systems
Machine Learning - special issue on inductive logic programming
Pruning Algorithms for Rule Learning
Machine Learning
Control-Sensitive Feature Selection for Lazy Learners
Artificial Intelligence Review - Special issue on lazy learning
Analysis of rule sets generated by the CN2, ID3, and multiple convergence symbolic learning methods
CSC '95 Proceedings of the 1995 ACM 23rd annual conference on Computer science
Using Background Knowledge to Build Multistrategy Learners
Machine Learning - Special issue on multistrategy learning
Learning with Probabilistic Representations
Machine Learning - Special issue on learning with probabilistic representations
On the Optimality of the Simple Bayesian Classifier under Zero-One Loss
Machine Learning - Special issue on learning with probabilistic representations
Knowledge-Based Learning in Exploratory Science: Learning Rules to Predict Rodent Carcinogenicity
Machine Learning - Special issue on applications of machine learning and the knowledge discovery process
Information extraction from HTML: application of a general machine learning approach
AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence
An investigation on the use of machine learned models for estimating correction costs
Proceedings of the 20th international conference on Software engineering
Separate-and-Conquer Rule Learning
Artificial Intelligence Review
A simple, fast, and effective rule learner
AAAI '99/IAAI '99 Proceedings of the sixteenth national conference on Artificial intelligence and the eleventh Innovative applications of artificial intelligence conference innovative applications of artificial intelligence
Rule-based machine learning of spatial data concepts
SAC '95 Proceedings of the 1995 ACM symposium on Applied computing
Machine learning and data mining
Communications of the ACM
What do Constructive Learners Really Learn?
Artificial Intelligence Review
Hierarchy-based mining of association rules in data warehouses
SAC '00 Proceedings of the 2000 ACM symposium on Applied computing - Volume 1
AGENTS '00 Proceedings of the fourth international conference on Autonomous agents
LEARNABLE EVOLUTION MODEL: Evolutionary Processes Guided by Machine Learning
Machine Learning - Special issue on multistrategy learning
An Adjustable Description Quality Measure for Pattern Discovery Usingthe AQ Methodology
Journal of Intelligent Information Systems - Special issue on methodologies for intelligent information systems
Efficient search for association rules
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
Technical Note: Naive Bayes for Regression
Machine Learning
Selecting Examples for Partial Memory Learning
Machine Learning
Mining needle in a haystack: classifying rare classes via two-phase rule induction
SIGMOD '01 Proceedings of the 2001 ACM SIGMOD international conference on Management of data
An extended transformation approach to inductive logic programming
ACM Transactions on Computational Logic (TOCL) - Special issue devoted to Robert A. Kowalski
Artificial nonmonotonic neural networks
Artificial Intelligence
Hybrid inductive machine learning: an overview of CLIP algorithms
New learning paradigms in soft computing
Approximate Match of Rules Using Backpropagation Neural Networks
Machine Learning
Non-traditional applications of data mining
Data mining for design and manufacturing
An introduction to inductive logic programming
Relational Data Mining
Three companions for data mining in first order logic
Relational Data Mining
Inducing classification and regression trees in first order logic
Relational Data Mining
How to upgrade propositional learners to first order logic: case study
Relational Data Mining
Propositionalization approaches to relational data mining
Relational Data Mining
Feature Generation Using General Constructor Functions
Machine Learning
Comparative Performance of Rule Quality Measures in an InductionSystem
Applied Intelligence
A Hybrid Architecture for Situated Learning of Reactive Sequential Decision Making
Applied Intelligence
Discovering Robust Knowledge from Databases that Change
Data Mining and Knowledge Discovery
Discovery of frequent DATALOG patterns
Data Mining and Knowledge Discovery
Data Mining and Knowledge Discovery
Knowledge Discovery in Grammatically Analysed Corpora
Data Mining and Knowledge Discovery
A New Probabilistic Induction Method
Journal of Automated Reasoning
Inductive Learning with a Computational Network
Journal of Intelligent and Robotic Systems
Learning Concepts by Arranging Appropriate Training Order
Minds and Machines
Bump hunting in high-dimensional data
Statistics and Computing
Using Correspondence Analysis to Combine Classifiers
Machine Learning
Fuzzy Inductive Learning Strategies
Applied Intelligence
An Information Theoretic Approach to Rule Induction from Databases
IEEE Transactions on Knowledge and Data Engineering
Experience with Rule Induction and k-Nearest Neighbor Methods for Interface Agents that Learn
IEEE Transactions on Knowledge and Data Engineering
Generalized Version Space Learning Algorithm for Noisy and Uncertain Data
IEEE Transactions on Knowledge and Data Engineering
R-MINI: An Iterative Approach for Generating Minimal Rules from Examples
IEEE Transactions on Knowledge and Data Engineering
Use of Contextual Information for Feature Ranking and Discretization
IEEE Transactions on Knowledge and Data Engineering
High-Order Pattern Discovery from Discrete-Valued Data
IEEE Transactions on Knowledge and Data Engineering
Toward Multidatabase Mining: Identifying Relevant Databases
IEEE Transactions on Knowledge and Data Engineering
ACIRD: Intelligent Internet Document Organization and Retrieval
IEEE Transactions on Knowledge and Data Engineering
Inductive Learning for Risk Classification
IEEE Expert: Intelligent Systems and Their Applications
IEEE Expert: Intelligent Systems and Their Applications
Inducing Logic Programs With Genetic Algorithms: The Genetic Logic Programming System
IEEE Expert: Intelligent Systems and Their Applications
On the discovery of process models from their instances
Decision Support Systems
Knowledge discovery with second-order relations
Knowledge and Information Systems
Distributed mining of classification rules
Knowledge and Information Systems
Learning semantic functions of attribute grammars
Nordic Journal of Computing
A Taxonomy of Recommender Agents on theInternet
Artificial Intelligence Review
An inductive learning method for medical diagnosis
Pattern Recognition Letters
Inductive Learning in Deductive Databases
IEEE Transactions on Knowledge and Data Engineering
Toward an Ecplanatory Similarity Measure for Nearest-Neighbor Classification
ECML '00 Proceedings of the 11th European Conference on Machine Learning
Mining Classification Rules from Datasets with Large Number of Many-Valued Attributes
EDBT '00 Proceedings of the 7th International Conference on Extending Database Technology: Advances in Database Technology
Classification Rule Learning with APRIORI-C
EPIA '01 Proceedings of the10th Portuguese Conference on Artificial Intelligence on Progress in Artificial Intelligence, Knowledge Extraction, Multi-agent Systems, Logic Programming and Constraint Solving
A Two-Phase Fuzzy Mining and Learning Algorithm for Adaptive Learning Environment
ICCS '01 Proceedings of the International Conference on Computational Science-Part II
Mining Comprehensible Rules from Data with an Ant Colony Algorithm
SBIA '02 Proceedings of the 16th Brazilian Symposium on Artificial Intelligence: Advances in Artificial Intelligence
Predictive Performance of Weghted Relative Accuracy
PKDD '00 Proceedings of the 4th European Conference on Principles of Data Mining and Knowledge Discovery
PKDD '02 Proceedings of the 6th European Conference on Principles of Data Mining and Knowledge Discovery
Generating Actionable Knowledge by Expert-Guided Subgroup Discovery
PKDD '02 Proceedings of the 6th European Conference on Principles of Data Mining and Knowledge Discovery
Rule Induction for Classification of Gene Expression Array Data
PKDD '02 Proceedings of the 6th European Conference on Principles of Data Mining and Knowledge Discovery
Machine Learning for Data Mining in Medicine
AIMDM '99 Proceedings of the Joint European Conference on Artificial Intelligence in Medicine and Medical Decision Making
A Simulated Annealing-Based Learning Algorithm for Boolean DNF
AI '99 Proceedings of the 12th Australian Joint Conference on Artificial Intelligence: Advanced Topics in Artificial Intelligence
Data Swapping: Balancing Privacy against Precision in Mining for Logic Rules
DaWaK '99 Proceedings of the First International Conference on Data Warehousing and Knowledge Discovery
Preventing Overfitting in Learning Text Patterns for Document Categorization
ICAPR '01 Proceedings of the Second International Conference on Advances in Pattern Recognition
A Roadmap to the Last Decade of Learning Classifier System Research
Learning Classifier Systems, From Foundations to Applications
On the Stability of Example-Driven Learning Systems: A Case Study in Multirelational Learning
MICAI '02 Proceedings of the Second Mexican International Conference on Artificial Intelligence: Advances in Artificial Intelligence
Incremental Learning with Partial Instance Memory
ISMIS '02 Proceedings of the 13th International Symposium on Foundations of Intelligent Systems
Automated Discovery of Decision Rule Chains Using Rough Sets and Medical Diagnostic Model
ISMIS '02 Proceedings of the 13th International Symposium on Foundations of Intelligent Systems
Unknown Attribute Values Processing by Meta-learner
ISMIS '02 Proceedings of the 13th International Symposium on Foundations of Intelligent Systems
A Survey of Data Mining Techniques
ISMDA '00 Proceedings of the First International Symposium on Medical Data Analysis
A Data Mining Alternative to Model Hospital Operations: Filtering, Adaption and Behaviour Prediction
ISMDA '00 Proceedings of the First International Symposium on Medical Data Analysis
ISMDA '00 Proceedings of the First International Symposium on Medical Data Analysis
Classification of Gene Expression Data in an Ontology
ISMDA '01 Proceedings of the Second International Symposium on Medical Data Analysis
The Analysis of Hospital Episodes
ISMDA '01 Proceedings of the Second International Symposium on Medical Data Analysis
Reduced Support Vector Selection by Linear Programs
IWANN '01 Proceedings of the 6th International Work-Conference on Artificial and Natural Neural Networks: Connectionist Models of Neurons, Learning Processes and Artificial Intelligence-Part I
MICAI '02 Proceedings of the Second Mexican International Conference on Artificial Intelligence: Advances in Artificial Intelligence
MICAI '02 Proceedings of the Second Mexican International Conference on Artificial Intelligence: Advances in Artificial Intelligence
Discovery of Decision Rules by Matching New Objects Against Data Tables
RSCTC '98 Proceedings of the First International Conference on Rough Sets and Current Trends in Computing
Diagnostic Reasoning from the Viewpoint of Rough Sets
RSCTC '00 Revised Papers from the Second International Conference on Rough Sets and Current Trends in Computing
A Comparison of Several Approaches to Missing Attribute Values in Data Mining
RSCTC '00 Revised Papers from the Second International Conference on Rough Sets and Current Trends in Computing
Automated Discovery of Plausible Rules Based on Rough Sets and Rough Inclusion
PAKDD '99 Proceedings of the Third Pacific-Asia Conference on Methodologies for Knowledge Discovery and Data Mining
Convex Hulls in Concept Induction
PAKDD '99 Proceedings of the Third Pacific-Asia Conference on Methodologies for Knowledge Discovery and Data Mining
Extension of Graph-Based Induction for General Graph Structured Data
PADKK '00 Proceedings of the 4th Pacific-Asia Conference on Knowledge Discovery and Data Mining, Current Issues and New Applications
A Scalable Algorithm for Rule Post-pruning of Large Decision Trees
PAKDD '01 Proceedings of the 5th Pacific-Asia Conference on Knowledge Discovery and Data Mining
Knowledge Discovery from Structured Data by Beam-Wise Graph-Based Induction
PRICAI '02 Proceedings of the 7th Pacific Rim International Conference on Artificial Intelligence: Trends in Artificial Intelligence
A Framework for Object-Based Image Retrieval at the Semantic Level
VISUAL '99 Proceedings of the Third International Conference on Visual Information and Information Systems
How to Upgrade Propositional Learners to First Order Logic: A Case Study
Machine Learning and Its Applications, Advanced Lectures
Learning Patterns in Noisy Data: The AQ Approach
Machine Learning and Its Applications, Advanced Lectures
Scalability Issues in Inductive Logic Programming
ALT '98 Proceedings of the 9th International Conference on Algorithmic Learning Theory
LIME: A System for Learning Relations
ALT '98 Proceedings of the 9th International Conference on Algorithmic Learning Theory
Classification with Intersecting Rules
ALT '02 Proceedings of the 13th International Conference on Algorithmic Learning Theory
A Pathology of Bottom-Up Hill-Climbing in Inductive Rule Learning
ALT '02 Proceedings of the 13th International Conference on Algorithmic Learning Theory
Mining Patterns from Structured Data by Beam-Wise Graph-Based Induction
DS '02 Proceedings of the 5th International Conference on Discovery Science
The Continuous-Function Attribute Class in Decision Tree Induction
DS '98 Proceedings of the First International Conference on Discovery Science
Instance Guided Rule Induction
DS '98 Proceedings of the First International Conference on Discovery Science
Learning with Globally Predictive Tests
DS '98 Proceedings of the First International Conference on Discovery Science
DS '00 Proceedings of the Third International Conference on Discovery Science
A ``Top-Down and Prune'' Induction Scheme for Constrained Decision Committees
IDA '99 Proceedings of the Third International Symposium on Advances in Intelligent Data Analysis
Rule Evaluation Measures: A Unifying View
ILP '99 Proceedings of the 9th International Workshop on Inductive Logic Programming
An Instructional Assistant Agent for Distributed Collaborative Learning
ITS '02 Proceedings of the 6th International Conference on Intelligent Tutoring Systems
Learning Rules for Large-Vocabulary Word Sense Disambiguation: A Comparison of Various Classifiers
NLP '00 Proceedings of the Second International Conference on Natural Language Processing
Improving HISYS1 with a Decision Support System
AIME '01 Proceedings of the 8th Conference on AI in Medicine in Europe: Artificial Intelligence Medicine
Induction of rules about complications with the use of rough sets
Granular computing
Data reduction: feature aggregation
Handbook of data mining and knowledge discovery
Data mining tasks and methods: Classification: decision rules
Handbook of data mining and knowledge discovery
Data mining tasks and methods: Classification: Bayesian classification
Handbook of data mining and knowledge discovery
Knowledge evaluation: statistical evaluations
Handbook of data mining and knowledge discovery
Industry: the use of modern heuristic algorithms for mining insurance data
Handbook of data mining and knowledge discovery
Connectionist and evolutionary models for learning, discovering and forecasting software effort
Managing data mining technologies in organizations
Unsupervised learning of mDTD extraction patterns for web text mining
Information Processing and Management: an International Journal
Recent trends in learning classifier systems research
Advances in evolutionary computing
Intelligent data analysis
Improved Rooftop Detection in Aerial Images with Machine Learning
Machine Learning
Fuzzy data mining for interesting generalized association rules
Fuzzy Sets and Systems - Theme: Learning and modeling
Meta-Learner for Unknown Attribute Values Processing: Dealing with Inconsistency of Meta-Databases
Journal of Intelligent Information Systems
The Journal of Machine Learning Research
Efficient algorithms for decision tree cross-validation
The Journal of Machine Learning Research
Applying Noise Handling Techniques to Genomic Data: A Case Study
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
Detecting Interesting Exceptions from Medical Test Data with Visual Summarization
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
Approximation of Boolean Functions by Local Search
Computational Optimization and Applications
Multi-relational data mining: an introduction
ACM SIGKDD Explorations Newsletter
ART: A Hybrid Classification Model
Machine Learning
IEEE Transactions on Knowledge and Data Engineering
Artificial Intelligence for Engineering Design, Analysis and Manufacturing
Design synthesis knowledge and inductive machine learning
Artificial Intelligence for Engineering Design, Analysis and Manufacturing
Learning in design: From characterizing dimensions to working systems
Artificial Intelligence for Engineering Design, Analysis and Manufacturing
A portable method for acquiring information extraction patterns without annotated corpora
Natural Language Engineering
The Knowledge Engineering Review
Polishing Blemishes: Issues in Data Correction
IEEE Intelligent Systems
Word sense disambiguation using optimised combinations of knowledge sources
COLING '98 Proceedings of the 17th international conference on Computational linguistics - Volume 2
Incremental learning with partial instance memory
Artificial Intelligence
Event detection from online news documents for supporting environmental scanning
Decision Support Systems - Special issue: Knowledge management technique
Subgroup Discovery with CN2-SD
The Journal of Machine Learning Research
Sources of Success for Boosted Wrapper Induction
The Journal of Machine Learning Research
Extraction of structure of medical diagnosis from clinical data
Fundamenta Informaticae - Special issue on the 9th international conference on rough sets, fuzzy sets, data mining and granular computing (RSFDGrC 2003)
CLIP4: hybrid inductive machine learning algorithm that generates inequality rules
Information Sciences: an International Journal - Special issue: Soft computing data mining
On the discovery of significant statistical quantitative rules
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Machine-Learning Techniques for Software Product Quality Assessment
QSIC '04 Proceedings of the Quality Software, Fourth International Conference
Class Noise vs. Attribute Noise: A Quantitative Study
Artificial Intelligence Review
Pareto-optimal patterns in logical analysis of data
Discrete Applied Mathematics - Discrete mathematics & data mining (DM & DM)
Induction of comprehensible models for gene expression datasets by subgroup discovery methodology
Journal of Biomedical Informatics - Special issue: Biomedical machine learning
Adaptive anti-spam filtering for agglutinative languages: a special case for Turkish
Pattern Recognition Letters
Information extraction with automatic knowledge expansion
Information Processing and Management: an International Journal
Evolutionary approaches to fuzzy modelling for classification
The Knowledge Engineering Review
Mining Customer Value: From Association Rules to Direct Marketing
Data Mining and Knowledge Discovery
Mining risk patterns in medical data
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
Cost-Constrained Data Acquisition for Intelligent Data Preparation
IEEE Transactions on Knowledge and Data Engineering
"Missing Is Useful': Missing Values in Cost-Sensitive Decision Trees
IEEE Transactions on Knowledge and Data Engineering
Using Information-Theoretic Measures to Assess Association Rule Interestingness
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
eMailSift: Email Classification Based on Structure and Content
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
Propositionalization-based relational subgroup discovery with RSD
Machine Learning
Automatic word spacing in Korean for small memory devices
IEA/AIE'2005 Proceedings of the 18th international conference on Innovations in Applied Artificial Intelligence
Using induced rules as complex features in memory-based language learning
ConLL '00 Proceedings of the 2nd workshop on Learning language in logic and the 4th conference on Computational natural language learning - Volume 7
Single-classifier memory-based phrase chunking
ConLL '00 Proceedings of the 2nd workshop on Learning language in logic and the 4th conference on Computational natural language learning - Volume 7
Class noise vs. attribute noise: a quantitative study of their impacts
Artificial Intelligence Review
Data Mining and Knowledge Discovery
On handling conflicts between rules with numerical features
Proceedings of the 2006 ACM symposium on Applied computing
A new ant colony algorithm for multi-label classification with applications in bioinfomatics
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Bootstrapping rule induction to achieve rule stability and reduction
Journal of Intelligent Information Systems
Sequential patterns for text categorization
Intelligent Data Analysis
Summarizing gene-expression-based classifiers by meta-mining comprehensible relational patterns
BioMed'06 Proceedings of the 24th IASTED international conference on Biomedical engineering
Supporting teachers' intervention in collaborative knowledge building
Journal of Network and Computer Applications - Special issue: Innovations in agent collaboration
Argument based machine learning applied to law
Artificial Intelligence and Law - Argumentation in artificial intelligence and law
Internet content filtering using isotonic separation on content category ratings
ACM Transactions on Internet Technology (TOIT)
A note on the utility of incremental learning
AI Communications
On the Computational Complexity of Optimal Multisplitting
Fundamenta Informaticae - Intelligent Systems
RIONA: A New Classification System Combining Rule Induction and Instance-Based Learning
Fundamenta Informaticae
Learning morphological disambiguation rules for Turkish
HLT-NAACL '06 Proceedings of the main conference on Human Language Technology Conference of the North American Chapter of the Association of Computational Linguistics
Short communication: A new relational learning system using novel rule selection strategies
Knowledge-Based Systems
Mining knowledge from object-oriented instances
Expert Systems with Applications: An International Journal
Hyperplane Aggregation of Dominance Decision Rules
Fundamenta Informaticae - International Conference on Soft Computing and Distributed Processing (SCDP'2002)
Constructing a Decision Tree for Graph-Structured Data and its Applications
Fundamenta Informaticae - Advances in Mining Graphs, Trees and Sequences
Optimizing combustion efficiency of a circulating fluidized boiler: A data mining approach
International Journal of Knowledge-based and Intelligent Engineering Systems - Selected papers from the KES2004 conference
A Hellinger-based discretization method for numeric attributes in classification learning
Knowledge-Based Systems
Buyer agent to enhance consumer awareness: SAATHI
Electronic Commerce Research and Applications
A new approach for measuring rule set consistency
Data & Knowledge Engineering
Toward Exploratory Test-Instance-Centered Diagnosis in High-Dimensional Classification
IEEE Transactions on Knowledge and Data Engineering
Morphological richness offsets resource demand- experiences in constructing a POS tagger for Hindi
COLING-ACL '06 Proceedings of the COLING/ACL on Main conference poster sessions
Argument based machine learning
Artificial Intelligence
Authentic facial expression analysis
Image and Vision Computing
MASSP3: a system for predicting protein secondary structure
EURASIP Journal on Applied Signal Processing
A lot of randomness is hiding in accuracy
Engineering Applications of Artificial Intelligence
Resolving rule conflicts with double induction
Intelligent Data Analysis
A global optimal algorithm for class-dependent discretization of continuous data
Intelligent Data Analysis
Intelligent Data Analysis
Rule quality for multiple-rule classifier: Empirical expertise and theoretical methodology
Intelligent Data Analysis
Genetic learner: Discretization and fuzzification of numerical attributes
Intelligent Data Analysis
IEEE Transactions on Knowledge and Data Engineering
A discretization algorithm based on Class-Attribute Contingency Coefficient
Information Sciences: an International Journal
An experimental evaluation of simplicity in rule learning
Artificial Intelligence
Probabilistic based recursive model for adaptive processing of data structures
Expert Systems with Applications: An International Journal
Using coverage as a model building constraint in learning classifier systems
Evolutionary Computation
An approach to mining the multi-relational imbalanced database
Expert Systems with Applications: An International Journal
Privacy-preserving imputation of missing data
Data & Knowledge Engineering
Linguistic object-oriented web-usage mining
International Journal of Approximate Reasoning
International Journal of Computer Applications in Technology
On the evaluation of the decision performance of an incomplete decision table
Data & Knowledge Engineering
Ripple Down Rule learning for automated word lemmatisation
AI Communications
The Journal of Machine Learning Research
EVOLVING NEURAL-SYMBOLIC SYSTEMS GUIDED BY ADAPTIVE TRAINING SCHEMES: APPLICATIONS IN FINANCE
Applied Artificial Intelligence
International Journal of Wireless and Mobile Computing
Evolving model trees for mining data sets with continuous-valued classes
Expert Systems with Applications: An International Journal
Making CN2-SD subgroup discovery algorithm scalable to large size data sets using instance selection
Expert Systems with Applications: An International Journal
PRIE: a system for generating rulelists to maximize ROC performance
Data Mining and Knowledge Discovery
Impact of imputation of missing values on classification error for discrete data
Pattern Recognition
Extension of the Top-Down Data-Driven Strategy to ILP
Inductive Logic Programming
Generalizing Data in Natural Language
RSEISP '07 Proceedings of the international conference on Rough Sets and Intelligent Systems Paradigms
Solving Regression by Learning an Ensemble of Decision Rules
ICAISC '08 Proceedings of the 9th international conference on Artificial Intelligence and Soft Computing
How an Ensemble Method Can Compute a Comprehensible Model
DaWaK '08 Proceedings of the 10th international conference on Data Warehousing and Knowledge Discovery
cAnt-Miner: An Ant Colony Classification Algorithm to Cope with Continuous Attributes
ANTS '08 Proceedings of the 6th international conference on Ant Colony Optimization and Swarm Intelligence
Entropy-based associative classification algorithm for mining manufacturing data
International Journal of Computer Integrated Manufacturing
Journal of Systems and Software
Mining decision rules on data streams in the presence of concept drifts
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Methods and algorithms of collective recognition
Automation and Remote Control
Multirelational classification: a multiple view approach
Knowledge and Information Systems
PRICAI '08 Proceedings of the 10th Pacific Rim International Conference on Artificial Intelligence: Trends in Artificial Intelligence
Post-processing of associative classification rules using closed sets
Expert Systems with Applications: An International Journal
Ameva: An autonomous discretization algorithm
Expert Systems with Applications: An International Journal
Hierarchical Classifiers for Complex Spatio-temporal Concepts
Transactions on Rough Sets IX
CSM-SD: Methodology for contrast set mining through subgroup discovery
Journal of Biomedical Informatics
A Bayesian Approach for Estimating and Replacing Missing Categorical Data
Journal of Data and Information Quality (JDIQ)
A method for improving the accuracy of data mining classification algorithms
Computers and Operations Research
Using phrases as features in email classification
Journal of Systems and Software
Relational Descriptive Analysis of Gene Expression Data
Proceedings of the 2006 conference on STAIRS 2006: Proceedings of the Third Starting AI Researchers' Symposium
Argument based machine learning in a medical domain
Proceedings of the 2006 conference on Computational Models of Argument: Proceedings of COMMA 2006
Learning from cooperation using justifications
Proceedings of the 2006 conference on Artificial Intelligence Research and Development
Knowledge production and integration for diagnosis, treatment and prognosis in medicine
Proceedings of the 2005 conference on Artificial Intelligence Research and Development
Depth First Rule Generation for Text Categorization
Proceedings of the 2006 conference on Advances in Intelligent IT: Active Media Technology 2006
Chipper --A Novel Algorithm for Concept Description
Proceedings of the 2008 conference on Tenth Scandinavian Conference on Artificial Intelligence: SCAI 2008
Proceedings of the 2006 conference on ECAI 2006: 17th European Conference on Artificial Intelligence August 29 -- September 1, 2006, Riva del Garda, Italy
IWANN '03 Proceedings of the 7th International Work-Conference on Artificial and Natural Neural Networks: Part II: Artificial Neural Nets Problem Solving Methods
Subgroup Discovery for Weight Learning in Breast Cancer Diagnosis
AIME '09 Proceedings of the 12th Conference on Artificial Intelligence in Medicine: Artificial Intelligence in Medicine
Assessing the Eligibility of Kidney Transplant Donors
MLDM '09 Proceedings of the 6th International Conference on Machine Learning and Data Mining in Pattern Recognition
Learning from ambiguously labeled examples
Intelligent Data Analysis - Selected papers from IDA2005, Madrid, Spain
A Two-Phase Model for Learning Rules from Incomplete Data
Fundamenta Informaticae - Fundamentals of Knowledge Technology
Cluster-grouping: from subgroup discovery to clustering
Machine Learning
Arguing from Experience to Classifying Noisy Data
DaWaK '09 Proceedings of the 11th International Conference on Data Warehousing and Knowledge Discovery
Evaluation Measures for Multi-class Subgroup Discovery
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part I
IJCAI'97 Proceedings of the Fifteenth international joint conference on Artifical intelligence - Volume 2
Improving the efficiency of inductive logic programming through the use of query packs
Journal of Artificial Intelligence Research
Induction of first-order decision lists: results on learning the past tense of English verbs
Journal of Artificial Intelligence Research
An integrated framework for learning and reasoning
Journal of Artificial Intelligence Research
Rule-based machine learning methods for functional prediction
Journal of Artificial Intelligence Research
OPUS: an efficient admissible algorithm for unordered search
Journal of Artificial Intelligence Research
Further experimental evidence against the utility of Occam's razor
Journal of Artificial Intelligence Research
Cached sufficient statistics for efficient machine learning with large datasets
Journal of Artificial Intelligence Research
Journal of Artificial Intelligence Research
Adaptive parallel iterative deepening search
Journal of Artificial Intelligence Research
Expert-guided subgroup discovery: methodology and application
Journal of Artificial Intelligence Research
Noise-tolerant instance-based learning algorithms
IJCAI'89 Proceedings of the 11th international joint conference on Artificial intelligence - Volume 1
IJCAI'93 Proceedings of the 13th international joint conference on Artifical intelligence - Volume 2
Towards flexible multi-agent decision-making under time pressure
IJCAI'99 Proceedings of the 16th international joint conference on Artifical intelligence - Volume 1
Process-oriented estimation of generalization error
IJCAI'99 Proceedings of the 16th international joint conference on Artificial intelligence - Volume 2
Combining weak knowledge sources for sense disambiguation
IJCAI'99 Proceedings of the 16th international joint conference on Artificial intelligence - Volume 2
Reduced complexity rule induction
IJCAI'91 Proceedings of the 12th international joint conference on Artificial intelligence - Volume 2
Overpruning large decision trees
IJCAI'91 Proceedings of the 12th international joint conference on Artificial intelligence - Volume 2
ROCCER: an algorithm for rule learning based on ROC analysis
IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
Oversearching and layered search in empirical learning
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 2
Rule induction and instance-based learning a unified approach
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 2
Top-down induction of first-order logical decision trees
Artificial Intelligence
Don't care values in induction
Artificial Intelligence in Medicine
Classification rule discovery with DE/QDE algorithm
Expert Systems with Applications: An International Journal
Adaptive genetic programming for dynamic classification problems
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Pareto-optimal patterns in logical analysis of data
Discrete Applied Mathematics
Environmental Modelling & Software
Learning by negation of the negative examples: single model versus double model
CompSysTech '09 Proceedings of the International Conference on Computer Systems and Technologies and Workshop for PhD Students in Computing
Cognitive styles and web-based instruction: field dependent/independent vs. Holist/Serialist
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
Measuring similarity in feature space of knowledge entailed by two separate rule sets
Knowledge-Based Systems
An efficient algorithm for automatic knowledge acquisition
Pattern Recognition
IFSA'03 Proceedings of the 10th international fuzzy systems association World Congress conference on Fuzzy sets and systems
Natural coding: a more efficient representation for evolutionary learning
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartI
A new learning method for single layer neural networks based on a regularized cost function
IWANN'03 Proceedings of the Artificial and natural neural networks 7th international conference on Computational methods in neural modeling - Volume 1
Beam search extraction and forgetting strategies on shared ensembles
MCS'03 Proceedings of the 4th international conference on Multiple classifier systems
Contrast set mining through subgroup discovery applied to brain ischaemina data
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
PRICAI'00 Proceedings of the 6th Pacific Rim international conference on Artificial intelligence
Efficient and effective induction of first order decision lists
ILP'02 Proceedings of the 12th international conference on Inductive logic programming
RSD: relational subgroup discovery through first-order feature construction
ILP'02 Proceedings of the 12th international conference on Inductive logic programming
Descent rules for championships
RSKT'07 Proceedings of the 2nd international conference on Rough sets and knowledge technology
Predicting page occurrence in a click-stream data: statistical and rule-based approach
ICDM'07 Proceedings of the 7th industrial conference on Advances in data mining: theoretical aspects and applications
Efficient multi-method rule learning for pattern classification machine learning and data mining
PReMI'07 Proceedings of the 2nd international conference on Pattern recognition and machine intelligence
Learning classification rules for multiple target attributes
PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
Adaptive information extraction: core technologies for information agents
Intelligent information agents
ENDER: a statistical framework for boosting decision rules
Data Mining and Knowledge Discovery
Proceedings of the 47th Design Automation Conference
Expert Systems with Applications: An International Journal
A meta-heuristic approach for improving the accuracy in some classification algorithms
Computers and Operations Research
The Knowledge Engineering Review
Towards Argumentation-based Multiagent Induction
Proceedings of the 2010 conference on ECAI 2010: 19th European Conference on Artificial Intelligence
The attribute selection problem in decision tree generation
AAAI'92 Proceedings of the tenth national conference on Artificial intelligence
COGIN: symbolic induction with genetic algorithms
AAAI'92 Proceedings of the tenth national conference on Artificial intelligence
An analysis of Bayesian classifiers
AAAI'92 Proceedings of the tenth national conference on Artificial intelligence
Iterative weakening: optimal and near-optimal policies for the selection of search bias
AAAI'93 Proceedings of the eleventh national conference on Artificial intelligence
A new supervised learning algorithm for word sense disambiguation
AAAI'97/IAAI'97 Proceedings of the fourteenth national conference on artificial intelligence and ninth conference on Innovative applications of artificial intelligence
Applying subgroup discovery for the analysis of string quartet movements
Proceedings of 3rd international workshop on Machine learning and music
A discretization algorithm for uncertain data
DEXA'10 Proceedings of the 21st international conference on Database and expert systems applications: Part II
A hybrid fraud scoring and spike detection technique in streaming data
Intelligent Data Analysis
Identification of rhetorical roles for segmentation and summarization of a legal judgment
Artificial Intelligence and Law
IEEE Transactions on Fuzzy Systems
Scaling up: distributed machine learning with cooperation
AAAI'96 Proceedings of the thirteenth national conference on Artificial intelligence - Volume 1
Learning trees and rules with set-valued features
AAAI'96 Proceedings of the thirteenth national conference on Artificial intelligence - Volume 1
The discovery of the causes of leprosy: a computational analysis
AAAI'96 Proceedings of the thirteenth national conference on Artificial intelligence - Volume 1
Generation of attributes for learning algorithms
AAAI'96 Proceedings of the thirteenth national conference on Artificial intelligence - Volume 1
Post-analysis of learned rules
AAAI'96 Proceedings of the thirteenth national conference on Artificial intelligence - Volume 1
Argumentation-based Example Interchange for Multiagent Induction
Proceedings of the 2010 conference on Artificial Intelligence Research and Development: Proceedings of the 13th International Conference of the Catalan Association for Artificial Intelligence
The Knowledge Engineering Review
Proceedings of the 2010 Asia and South Pacific Design Automation Conference
Sequential covering rule induction algorithm for variable consistency rough set approaches
Information Sciences: an International Journal
IEEE Transactions on Evolutionary Computation
Journal of Intelligent Information Systems
Methods and algorithms of information generalization in noisy databases
MICAI'10 Proceedings of the 9th Mexican international conference on Artificial intelligence conference on Advances in soft computing: Part II
Likelihood-based sampling from databases for rule induction methods
RSKT'10 Proceedings of the 5th international conference on Rough set and knowledge technology
An efficient classifier design integrating rough set and set oriented database operations
Applied Soft Computing
First-Order Multi-class Subgroup Discovery
Proceedings of the 2010 conference on STAIRS 2010: Proceedings of the Fifth Starting AI Researchers' Symposium
A hybrid particle swarm optimization approach for clustering and classification of datasets
Knowledge-Based Systems
Discovering fuzzy inter- and intra-object associations
Expert Systems with Applications: An International Journal
Induction and pruning of classification rules for prediction of microseismic hazards in coal mines
Expert Systems with Applications: An International Journal
ICCCI'10 Proceedings of the Second international conference on Computational collective intelligence: technologies and applications - Volume PartI
A real coded MOGA for mining classification rules with missing attribute values
Proceedings of the 2011 International Conference on Communication, Computing & Security
Guideline composition from minimum basic data set
CBMS'03 Proceedings of the 16th IEEE conference on Computer-based medical systems
Authentic facial expression analysis
FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
Multi-strategy learning made easy
ICCOMP'06 Proceedings of the 10th WSEAS international conference on Computers
Knowledge source confidence measure applied to a rule-based recognition system
ACIIDS'11 Proceedings of the Third international conference on Intelligent information and database systems - Volume Part I
Towards the automatic design of decision tree induction algorithms
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
Support vector machine approach to cardiac SPECT diagnosis
IWCIA'11 Proceedings of the 14th international conference on Combinatorial image analysis
Distributed learning with data reduction
Transactions on computational collective intelligence IV
A rule-based method for customer churn prediction in telecommunication services
PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part I
Ask me better questions: active learning queries based on rule induction
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Learning multi-class theories in ILP
ILP'10 Proceedings of the 20th international conference on Inductive logic programming
Evaluating pattern set mining strategies in a constraint programming framework
PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part II
Data-driven adaptive selection of rules quality measures for improving the rules induction algorithm
RSFDGrC'11 Proceedings of the 13th international conference on Rough sets, fuzzy sets, data mining and granular computing
Incremental rule induction based on rough set theory
ISMIS'11 Proceedings of the 19th international conference on Foundations of intelligent systems
Automatic annotation of bibliographical references for descriptive language materials
CLEF'11 Proceedings of the Second international conference on Multilingual and multimodal information access evaluation
An interval set model for learning rules from incomplete information table
International Journal of Approximate Reasoning
A genetic algorithm-based rule extraction system
Applied Soft Computing
Real-valued all-dimensions search: low-overhead rapid searching over subsets of attributes
UAI'02 Proceedings of the Eighteenth conference on Uncertainty in artificial intelligence
Estimating continuous distributions in Bayesian classifiers
UAI'95 Proceedings of the Eleventh conference on Uncertainty in artificial intelligence
Induction of selective Bayesian classifiers
UAI'94 Proceedings of the Tenth international conference on Uncertainty in artificial intelligence
A biased support vector machine approach to web filtering
ICAPR'05 Proceedings of the Third international conference on Advances in Pattern Recognition - Volume Part I
The greedy prepend algorithm for decision list induction
ISCIS'06 Proceedings of the 21st international conference on Computer and Information Sciences
Argument-Based machine learning
ISMIS'06 Proceedings of the 16th international conference on Foundations of Intelligent Systems
PKDD'06 Proceedings of the 10th European conference on Principle and Practice of Knowledge Discovery in Databases
Itemset support queries using frequent itemsets and their condensed representations
DS'06 Proceedings of the 9th international conference on Discovery Science
Why is rule learning optimistic and how to correct it
ECML'06 Proceedings of the 17th European conference on Machine Learning
A note on the handling of fuzziness for continuous-valued attributes in decision tree generation
FSKD'06 Proceedings of the Third international conference on Fuzzy Systems and Knowledge Discovery
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
RAF: an activation framework for refining similarity queries using learning techniques
DASFAA'06 Proceedings of the 11th international conference on Database Systems for Advanced Applications
Constructing decision trees for graph-structured data by chunkingless graph-based induction
PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
UAI'03 Proceedings of the Nineteenth conference on Uncertainty in Artificial Intelligence
ACME: an associative classifier based on maximum entropy principle
ALT'05 Proceedings of the 16th international conference on Algorithmic Learning Theory
Relational subgroup discovery for descriptive analysis of microarray data
CompLife'06 Proceedings of the Second international conference on Computational Life Sciences
Graph clustering based on structural similarity of fragments
Proceedings of the 2005 international conference on Federation over the Web
Incremental discretization for Naïve-Bayes classifier
ADMA'06 Proceedings of the Second international conference on Advanced Data Mining and Applications
RSCTC'06 Proceedings of the 5th international conference on Rough Sets and Current Trends in Computing
Classification with maximum entropy modeling of predictive association rules
ECML'05 Proceedings of the 16th European conference on Machine Learning
EMO'05 Proceedings of the Third international conference on Evolutionary Multi-Criterion Optimization
Local patterns: theory and practice of constraint-based relational subgroup discovery
LPD'04 Proceedings of the 2004 international conference on Local Pattern Detection
A multi-agent system for protein secondary structure prediction
Transactions on Computational Systems Biology III
Scalable inductive learning on partitioned data
ISMIS'05 Proceedings of the 15th international conference on Foundations of Intelligent Systems
Subgroup discovery techniques and applications
PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Learning from ambiguously labeled examples
IDA'05 Proceedings of the 6th international conference on Advances in Intelligent Data Analysis
Dealing with data corruption in remote sensing
IDA'05 Proceedings of the 6th international conference on Advances in Intelligent Data Analysis
Relevancy in constraint-based subgroup discovery
Proceedings of the 2004 European conference on Constraint-Based Mining and Inductive Databases
Inductive querying for discovering subgroups and clusters
Proceedings of the 2004 European conference on Constraint-Based Mining and Inductive Databases
Searching for rules to detect defective modules: A subgroup discovery approach
Information Sciences: an International Journal
Integrating knowledge through cooperative negotiation: a case study in bioinformatics
AIS-ADM 2005 Proceedings of the 2005 international conference on Autonomous Intelligent Systems: agents and Data Mining
Image analysis and automatic surface identification by a bi-level multi-classifier
BVAI'05 Proceedings of the First international conference on Brain, Vision, and Artificial Intelligence
Generating inspiration for agent design by reinforcement learning
Information and Software Technology
Using representation choice methods for a medical diagnosis problem
KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part III
Analogy-based reasoning in classifier construction
Transactions on Rough Sets IV
Approximate boolean reasoning: foundations and applications in data mining
Transactions on Rough Sets V
Nearest-neighbor-based approach to time-series classification
Decision Support Systems
Learning predictive clustering rules
KDID'05 Proceedings of the 4th international conference on Knowledge Discovery in Inductive Databases
Empirical argumentation: integrating induction and argumentation in MAS
ArgMAS'10 Proceedings of the 7th international conference on Argumentation in Multi-Agent Systems
WSEAS Transactions on Information Science and Applications
PISA: A framework for multiagent classification using argumentation
Data & Knowledge Engineering
Assessing the quality and cleaning of a software project dataset: an experience report
EASE'06 Proceedings of the 10th international conference on Evaluation and Assessment in Software Engineering
Filter versus wrapper gene selection approaches in DNA microarray domains
Artificial Intelligence in Medicine
Active subgroup mining: a case study in coronary heart disease risk group detection
Artificial Intelligence in Medicine
Feature subset selection by genetic algorithms and estimation of distribution algorithms
Artificial Intelligence in Medicine
A model for single and multiple knowledge based networks
Artificial Intelligence in Medicine
Paper: A support for decision-making: Cost-sensitive learning system
Artificial Intelligence in Medicine
Inducing diagnostic rules for glomerular disease with the DLG machine learning algorithm
Artificial Intelligence in Medicine
Improving medical decision trees by combining relevant health-care criteria
Expert Systems with Applications: An International Journal
Very Fast Decision Rules for multi-class problems
Proceedings of the 27th Annual ACM Symposium on Applied Computing
Learning decision rules from data streams
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
Heuristic rule-based regression via dynamic reduction to classification
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
A statistical approach to growing a reliable honest tree
Computational Statistics & Data Analysis
Performance of classification models from a user perspective
Decision Support Systems
K Nearest Neighbor Equality: Giving equal chance to all existing classes
Information Sciences: an International Journal
Artificial Intelligence in Medicine
Learning rules of a card game from video
Artificial Intelligence Review
Discovering business intelligence from online product reviews: A rule-induction framework
Expert Systems with Applications: An International Journal
A hyper-heuristic evolutionary algorithm for automatically designing decision-tree algorithms
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Discovering hidden structure in factored MDPs
Artificial Intelligence
Identifying the medical practice after total hip arthroplasty using an integrated hybrid approach
Computers in Biology and Medicine
PUBCRAWL: protecting users and businesses from CRAWLers
Security'12 Proceedings of the 21st USENIX conference on Security symposium
Research on application of data mining methods to diagnosing gastric cancer
ICDM'12 Proceedings of the 12th Industrial conference on Advances in Data Mining: applications and theoretical aspects
A Two-Phase Model for Learning Rules from Incomplete Data
Fundamenta Informaticae - Fundamentals of Knowledge Technology
Incremental rules induction based on rule layers
RSKT'12 Proceedings of the 7th international conference on Rough Sets and Knowledge Technology
Classification rule discovery with ant colony optimization algorithm
IDEAL'12 Proceedings of the 13th international conference on Intelligent Data Engineering and Automated Learning
Constructing a Decision Tree for Graph-Structured Data and its Applications
Fundamenta Informaticae - Advances in Mining Graphs, Trees and Sequences
Extraction of Structure of Medical Diagnosis from Clinical Data
Fundamenta Informaticae - The 9th International Conference on Rough Sets, Fuzzy Sets, Data Mining and Granular Conputing (RSFDGrC 2003)
Hyperplane Aggregation of Dominance Decision Rules
Fundamenta Informaticae - International Conference on Soft Computing and Distributed Processing (SCDP'2002)
RIONA: A New Classification System Combining Rule Induction and Instance-Based Learning
Fundamenta Informaticae
On the Computational Complexity of Optimal Multisplitting
Fundamenta Informaticae - Intelligent Systems
A new relational Tri-training system with adaptive data editing for inductive logic programming
Knowledge-Based Systems
Learning Classification Programs: The Genetic Algorithm Approach
Fundamenta Informaticae
Classification of Unseen Examples under Uncertainty
Fundamenta Informaticae
Dynamic Programming Approach for Partial Decision Rule Optimization
Fundamenta Informaticae - Concurrency Specification and Programming (CS&P)
BRACID: a comprehensive approach to learning rules from imbalanced data
Journal of Intelligent Information Systems
Combining classifiers under probabilistic models: experimental comparative analysis of methods
Expert Systems: The Journal of Knowledge Engineering
Handling time changing data with adaptive very fast decision rules
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part I
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
Incremental rules induction method based on three rule layers
ISMIS'12 Proceedings of the 20th international conference on Foundations of Intelligent Systems
Decision rule mining using classification consistency rate
Knowledge-Based Systems
Iterative classification for multiple target attributes
Journal of Intelligent Information Systems
Software effort prediction: a hyper-heuristic decision-tree based approach
Proceedings of the 28th Annual ACM Symposium on Applied Computing
Simulation knowledge extraction and reuse in constrained random processor verification
Proceedings of the 50th Annual Design Automation Conference
Rough set approach to incomplete numerical data
Information Sciences: an International Journal
Enhancing sentiment extraction from text by means of arguments
Proceedings of the Second International Workshop on Issues of Sentiment Discovery and Opinion Mining
A study of subgroup discovery approaches for defect prediction
Information and Software Technology
Computers in Biology and Medicine
Relevance as a metric for evaluating machine learning algorithms
MLDM'13 Proceedings of the 9th international conference on Machine Learning and Data Mining in Pattern Recognition
Preceding rule induction with instance reduction methods
MLDM'13 Proceedings of the 9th international conference on Machine Learning and Data Mining in Pattern Recognition
Data mining with ant colony algorithms
ICIC'13 Proceedings of the 9th international conference on Intelligent Computing Theories and Technology
Automatic design of decision-tree algorithms with evolutionary algorithms
Evolutionary Computation
A survey of multiple classifier systems as hybrid systems
Information Fusion
Extended tolerance relation to define a new rough set model in incomplete information systems
Advances in Fuzzy Systems
Instance driven clustering for the imputation of missing data in KDD
International Journal of Communication Networks and Distributed Systems
Artificial Intelligence in Medicine
Ant Colony Algorithms for Data Learning
International Journal of Applied Evolutionary Computation
CHIRA---Convex Hull Based Iterative Algorithm of Rules Aggregation
Fundamenta Informaticae
Redefinition of Decision Rules Based on the Importance of Elementary Conditions Evaluation
Fundamenta Informaticae
Fundamenta Informaticae - To Andrzej Skowron on His 70th Birthday
Relationships Between Length and Coverage of Decision Rules
Fundamenta Informaticae - Dedicated to the Memory of Professor Manfred Kudlek
Learning compositional decision rules using the KEX algorithm
Intelligent Data Analysis
IIvotes ensemble for imbalanced data
Intelligent Data Analysis - Combined Learning Methods and Mining Complex Data
| Hi-index | 0.04 |
Systems for inducing concept descriptions from examples are valuable tools for assisting in the task of knowledge acquisition for expert systems. This paper presents a description and empirical evaluation of a new induction system, CN2, designed for the efficient induction of simple, comprehensible production rules in domains where problems of poor description language and/or noise may be present. Implementations of the CN2, ID3, and AQ algorithms are compared on three medical classification tasks.