Large Tree Classifier with Heuristic Search and Global Training
IEEE Transactions on Pattern Analysis and Machine Intelligence
Numerical recipes in C (2nd ed.): the art of scientific computing
Numerical recipes in C (2nd ed.): the art of scientific computing
C4.5: programs for machine learning
C4.5: programs for machine learning
A statistical approach to decision tree modeling
COLT '94 Proceedings of the seventh annual conference on Computational learning theory
Induction of fuzzy decision trees
Fuzzy Sets and Systems
Technical Note: Bias and the Quantification of Stability
Machine Learning - Special issue on bias evaluation and selection
Fuzzy Sets and Systems - Special issue on fuzzy optimization
FILM: a fuzzy inductive learning method for automated knowledge acquisition
Decision Support Systems - Special issue: expertise and modeling expert decision making
Neural Networks
Automatic induction of fuzzy decision trees and its application to power system security assessment
Fuzzy Sets and Systems - Special issue on applications of fuzzy theory in electronic power systems
Globally Optimal Fuzzy Decision Trees for Classification and Regression
IEEE Transactions on Pattern Analysis and Machine Intelligence
On the optimization of fuzzy decision trees
Fuzzy Sets and Systems
Automatic Learning Techniques in Power Systems
Automatic Learning Techniques in Power Systems
Machine Learning
Fuzzy decision trees: issues and methods
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
ID3-derived fuzzy rules and optimized defuzzification for handwritten numeral recognition
IEEE Transactions on Fuzzy Systems
Improving learning accuracy of fuzzy decision trees by hybrid neural networks
IEEE Transactions on Fuzzy Systems
Pattern Recognition Letters
Decision tree learning with fuzzy labels
Information Sciences—Informatics and Computer Science: An International Journal
Closed-form dual perturb and combine for tree-based models
ICML '05 Proceedings of the 22nd international conference on Machine learning
Using Emerging Patterns to Construct Weighted Decision Trees
IEEE Transactions on Knowledge and Data Engineering
A fuzzy decision tree-based duration model for Standard Yorùbá text-to-speech synthesis
Computer Speech and Language
Expert Systems with Applications: An International Journal
Image color segmentation using the fuzzy tree algorithm T-LAMDA
Fuzzy Sets and Systems
Tree-structured smooth transition regression models
Computational Statistics & Data Analysis
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Fuzzy decision tree based approach to predict the type of pavement repair
AIC'07 Proceedings of the 7th Conference on 7th WSEAS International Conference on Applied Informatics and Communications - Volume 7
Decision trees as possibilistic classifiers
International Journal of Approximate Reasoning
A methodology for automated fuzzy model generation
Fuzzy Sets and Systems
Softening Splits in Decision Trees Using Simulated Annealing
ICANNGA '07 Proceedings of the 8th international conference on Adaptive and Natural Computing Algorithms, Part I
Fuzziness and Performance: An Empirical Study with Linguistic Decision Trees
IFSA '07 Proceedings of the 12th international Fuzzy Systems Association world congress on Foundations of Fuzzy Logic and Soft Computing
A fuzzy numeric inference strategy for classification and regression problems
International Journal of Knowledge-based and Intelligent Engineering Systems
WSEAS Transactions on Information Science and Applications
Class Specific Fuzzy Decision Trees for Mining High Speed Data Streams
Fundamenta Informaticae
Fuzzifying Gini Index based decision trees
Expert Systems with Applications: An International Journal
Data Mining and Knowledge Discovery
ASM '07 The 16th IASTED International Conference on Applied Simulation and Modelling
An application of investment decision with random fuzzy outcomes
Expert Systems with Applications: An International Journal
CART data analysis to attain interpretability in a fuzzy logic classifier
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Fuzzy methods in machine learning and data mining: Status and prospects
Fuzzy Sets and Systems
Decision tree learning with fuzzy labels
Information Sciences: an International Journal
Elgasir: an algorithm for creating fuzzy regression trees
FUZZ-IEEE'09 Proceedings of the 18th international conference on Fuzzy Systems
Why fuzzy decision trees are good rankers
IEEE Transactions on Fuzzy Systems
A soft discretization technique for fuzzy decision trees using resampling
IDEAL'09 Proceedings of the 10th international conference on Intelligent data engineering and automated learning
FuzzyCART: a novel fuzzy logic based classification & regression trees algorithm
IIT'09 Proceedings of the 6th international conference on Innovations in information technology
Cooperative fuzzy rulebase construction based on a novel fuzzy decision tree
IIT'09 Proceedings of the 6th international conference on Innovations in information technology
Fuzzy sets in machine learning and data mining
Applied Soft Computing
Robust class similarity measure for traffic sign recognition
IEEE Transactions on Intelligent Transportation Systems
Prediction and query evaluation using linguistic decision trees
Applied Soft Computing
Feature set search space for fuzzyboost learning
IbPRIA'11 Proceedings of the 5th Iberian conference on Pattern recognition and image analysis
Dynamic successive feed-forward neural network for learning fuzzy decision tree
RSFDGrC'11 Proceedings of the 13th international conference on Rough sets, fuzzy sets, data mining and granular computing
Optimized fuzzy decision tree data mining for engineering applications
ICDM'11 Proceedings of the 11th international conference on Advances in data mining: applications and theoretical aspects
Intron identification approaches based on weighted features and fuzzy decision trees
Computers in Biology and Medicine
A multicriteria fuzzy decision system to sort contaminated soils
MDAI'06 Proceedings of the Third international conference on Modeling Decisions for Artificial Intelligence
Class Specific Fuzzy Decision Trees for Mining High Speed Data Streams
Fundamenta Informaticae
Texture based decision tree classification for Arecanut
Proceedings of the CUBE International Information Technology Conference
Fuzzy machine learning and data mininga
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery
Extraction of fuzzy rules from fuzzy decision trees: An axiomatic fuzzy sets (AFS) approach
Data & Knowledge Engineering
Decision trees: a recent overview
Artificial Intelligence Review
International Journal of Decision Support System Technology
Expert Systems with Applications: An International Journal
Hybrid Bayesian estimation tree learning with discrete and fuzzy labels
Frontiers of Computer Science: Selected Publications from Chinese Universities
CHIRA---Convex Hull Based Iterative Algorithm of Rules Aggregation
Fundamenta Informaticae
| Hi-index | 0.01 |
In this paper, a new method of fuzzy decision trees called soft decision trees (SDT) is presented. This method combines tree growing and pruning, to determine the structure of the soft decision tree, with refitting and backfitting, to improve its generalization capabilities. The method is explained and motivated and its behavior is first analyzed empirically on 3 large databases in terms of classification error rate, model complexity and CPU time. A comparative study on 11 standard UCI Repository databases then shows that the soft decision trees produced by this method are significantly more accurate than standard decision trees. Moreover, a global model variance study shows a much lower variance for soft decision trees than for standard trees as a direct cause of the improved accuracy.