C4.5: programs for machine learning
C4.5: programs for machine learning
Machine Learning
A Comparative Analysis of Methods for Pruning Decision Trees
IEEE Transactions on Pattern Analysis and Machine Intelligence
A decision-theoretic generalization of on-line learning and an application to boosting
Journal of Computer and System Sciences - Special issue: 26th annual ACM symposium on the theory of computing & STOC'94, May 23–25, 1994, and second annual Europe an conference on computational learning theory (EuroCOLT'95), March 13–15, 1995
The Random Subspace Method for Constructing Decision Forests
IEEE Transactions on Pattern Analysis and Machine Intelligence
On the optimization of fuzzy decision trees
Fuzzy Sets and Systems
MultiBoosting: A Technique for Combining Boosting and Wagging
Machine Learning
Robust Classification for Imprecise Environments
Machine Learning
Mining time-changing data streams
Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
Learning and making decisions when costs and probabilities are both unknown
Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
Interactive machine learning: letting users build classifiers
International Journal of Human-Computer Studies
Machine Learning
Automatic Construction of Decision Trees from Data: A Multi-Disciplinary Survey
Data Mining and Knowledge Discovery
Parallel Formulations of Decision-Tree Classification Algorithms
Data Mining and Knowledge Discovery
RainForest—A Framework for Fast Decision Tree Construction of Large Datasets
Data Mining and Knowledge Discovery
Families of splitting criteria for classification trees
Statistics and Computing
IEEE Transactions on Knowledge and Data Engineering
A Simple Approach to Ordinal Classification
EMCL '01 Proceedings of the 12th European Conference on Machine Learning
SLIQ: A Fast Scalable Classifier for Data Mining
EDBT '96 Proceedings of the 5th International Conference on Extending Database Technology: Advances in Database Technology
The Alternating Decision Tree Learning Algorithm
ICML '99 Proceedings of the Sixteenth International Conference on Machine Learning
SPRINT: A Scalable Parallel Classifier for Data Mining
VLDB '96 Proceedings of the 22th International Conference on Very Large Data Bases
Optimizing the Induction of Alternating Decision Trees
PAKDD '01 Proceedings of the 5th Pacific-Asia Conference on Knowledge Discovery and Data Mining
Instability of decision tree classification algorithms
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Tree Induction for Probability-Based Ranking
Machine Learning
A complete fuzzy decision tree technique
Fuzzy Sets and Systems - Theme: Learning and modeling
Accurate decision trees for mining high-speed data streams
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
Machine Learning
Evaluation of decision trees: a multi-criteria approach
Computers and Operations Research
A hybrid decision tree/genetic algorithm method for data mining
Information Sciences: an International Journal - Special issue: Soft computing data mining
Decision trees with minimal costs
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Machine Learning
ICML '05 Proceedings of the 22nd international conference on Machine learning
Rotation Forest: A New Classifier Ensemble Method
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Comparison of Decision Tree Ensemble Creation Techniques
IEEE Transactions on Pattern Analysis and Machine Intelligence
Parallel univariate decision trees
Pattern Recognition Letters
International Journal of Hybrid Intelligent Systems
Metadata and its impact on libraries: Book Reviews
Journal of the American Society for Information Science and Technology
Post-pruning in decision tree induction using multiple performance measures
Computers and Operations Research
Decision trees for mining data streams
Intelligent Data Analysis
Vague knowledge search in the design for outsourcing using fuzzy decision tree
Computers and Operations Research
A co-evolving decision tree classification method
Expert Systems with Applications: An International Journal
Mining optimal decision trees from itemset lattices
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Decision trees using model ensemble-based nodes
Pattern Recognition
Rough set based approach for inducing decision trees
Knowledge-Based Systems
Expert Systems with Applications: An International Journal
Minimization of decision trees is hard to approximate
Journal of Computer and System Sciences
A New Partition Criterion for Fuzzy Decision Tree Algorithm
IITA '07 Proceedings of the Workshop on Intelligent Information Technology Application
Good methods for coping with missing data in decision trees
Pattern Recognition Letters
Decision trees as possibilistic classifiers
International Journal of Approximate Reasoning
Induction of multiple fuzzy decision trees based on rough set technique
Information Sciences: an International Journal
Interactive Decision Tree Construction for Interval and Taxonomical Data
Visual Data Mining
Building a cost-constrained decision tree with multiple condition attributes
Information Sciences: an International Journal
Moving towards efficient decision tree construction
Information Sciences: an International Journal
Fuzzifying Gini Index based decision trees
Expert Systems with Applications: An International Journal
Induction of multiclass multifeature split decision trees from distributed data
Pattern Recognition
On the Use of Clustering in Possibilistic Decision Tree Induction
ECSQARU '09 Proceedings of the 10th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty
Ambiguous decision trees for mining concept-drifting data streams
Pattern Recognition Letters
A CBR-based fuzzy decision tree approach for database classification
Expert Systems with Applications: An International Journal
Knowledge discovery from imbalanced and noisy data
Data & Knowledge Engineering
A scalable decision tree system and its application in pattern recognition and intrusion detection
Decision Support Systems
MMDT: a multi-valued and multi-labeled decision tree classifier for data mining
Expert Systems with Applications: An International Journal
Decision tree learning with fuzzy labels
Information Sciences: an International Journal
Cascade generalisation for ordinal problems
International Journal of Artificial Intelligence and Soft Computing
Selective ensemble of decision trees
RSFDGrC'03 Proceedings of the 9th international conference on Rough sets, fuzzy sets, data mining, and granular computing
A new node splitting measure for decision tree construction
Pattern Recognition
Journal of Systems and Software
Vertical bagging decision trees model for credit scoring
Expert Systems with Applications: An International Journal
A hybrid SVM based decision tree
Pattern Recognition
Applying Bayesian approach to decision tree
ICIC'06 Proceedings of the 2006 international conference on Intelligent computing: Part II
Anytime learning of anycost classifiers
Machine Learning
ComEnVprs: a novel approach for inducing decision tree classifiers
ADMA'06 Proceedings of the Second international conference on Advanced Data Mining and Applications
Research on multi-valued and multi-labeled decision trees
ADMA'06 Proceedings of the Second international conference on Advanced Data Mining and Applications
Simple test strategies for cost-sensitive decision trees
ECML'05 Proceedings of the 16th European conference on Machine Learning
ADMA'05 Proceedings of the First international conference on Advanced Data Mining and Applications
Learning from ambiguously labeled examples
IDA'05 Proceedings of the 6th international conference on Advances in Intelligent Data Analysis
IEEE Transactions on Neural Networks
Cost-sensitive decision trees applied to medical data
DaWaK'07 Proceedings of the 9th international conference on Data Warehousing and Knowledge Discovery
A self-learning nurse call system
Computers in Biology and Medicine
Review: Knowledge discovery in medicine: Current issue and future trend
Expert Systems with Applications: An International Journal
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Decision tree techniques have been widely used to build classification models as such models closely resemble human reasoning and are easy to understand. This paper describes basic decision tree issues and current research points. Of course, a single article cannot be a complete review of all algorithms (also known induction classification trees), yet we hope that the references cited will cover the major theoretical issues, guiding the researcher in interesting research directions and suggesting possible bias combinations that have yet to be explored.