International Journal of Man-Machine Studies - Special Issue: Knowledge Acquisition for Knowledge-based Systems. Part 5
Extensions to the CART algorithm
International Journal of Man-Machine Studies
Multiple binary decision tree classifiers
Pattern Recognition
C4.5: programs for machine learning
C4.5: programs for machine learning
Foundations of algorithms
Initializing neural networks using decision trees
Computational learning theory and natural learning systems: Volume IV
The Limitations of Decision Trees and Automatic Learning in Real World Medical Decision Making
CBMS'97 Proceedings of the 10th conference on Computer based medical systems
The Random Subspace Method for Constructing Decision Forests
IEEE Transactions on Pattern Analysis and Machine Intelligence
Genetic Algorithms in Search, Optimization and Machine Learning
Genetic Algorithms in Search, Optimization and Machine Learning
Towards More Optimal Medical Diagnosing with Evolutionary Algorithms
Journal of Medical Systems
Artificial Intelligence
Incremental Induction of Decision Trees
Machine Learning
Machine Learning
A Theoretical Framework for Decision Trees in Uncertain Domains: Application to Medical Data Sets
AIME '97 Proceedings of the 6th Conference on Artificial Intelligence in Medicine in Europe
Decision Tree's Induction Strategies Evaluated on a Hard Real World Problem
CBMS '00 Proceedings of the 13th IEEE Symposium on Computer-Based Medical Systems (CBMS'00)
Fuzzy Decision Trees in the Support of Breastfeeding
CBMS '00 Proceedings of the 13th IEEE Symposium on Computer-Based Medical Systems (CBMS'00)
On growing better decision trees from data
On growing better decision trees from data
A Mathematical Theory of Communication
A Mathematical Theory of Communication
Intelligent Data Analysis
Improving the reliability of medical software by predicting the dangerous software modules
Journal of Medical Systems - Special issue: Computer-based medical systems
Predicting Metastasis in Breast Cancer: Comparing a Decision Tree with Domain Experts
Journal of Medical Systems
Automated extraction of expert knowledge in analog topology selection and sizing
Proceedings of the 2008 IEEE/ACM International Conference on Computer-Aided Design
SMO'09 Proceedings of the 9th WSEAS international conference on Simulation, modelling and optimization
Computers in Biology and Medicine
Knowledge discovery with classification rules in a cardiovascular dataset
Computer Methods and Programs in Biomedicine
Comparative Analysis of Regression Tree Models for Premises Valuation Using Statistica Data Miner
ICCCI '09 Proceedings of the 1st International Conference on Computational Collective Intelligence. Semantic Web, Social Networks and Multiagent Systems
Improved mining of software complexity data on evolutionary filtered training sets
WSEAS Transactions on Information Science and Applications
Data mining application on crash simulation data of occupant restraint system
Expert Systems with Applications: An International Journal
Introducing intelligence in electronic healthcare systems: state of the art and future trends
Artificial intelligence
Assessment of the risk factors of coronary heart events based on data mining with decision trees
IEEE Transactions on Information Technology in Biomedicine - Special section on new and emerging technologies in bioinformatics and bioengineering
Inducing decision trees from medical decision processes
KR4HC'10 Proceedings of the ECAI 2010 conference on Knowledge representation for health-care
Artificial Intelligence in Medicine
Combining fuzzy cognitive maps with support vector machines for bladder tumor grading
KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part I
A data pre-processing method to increase efficiency and accuracy in data mining
AIME'05 Proceedings of the 10th conference on Artificial Intelligence in Medicine
Improving the prediction accuracy of liver disorder disease with oversampling
AMERICAN-MATH'12/CEA'12 Proceedings of the 6th WSEAS international conference on Computer Engineering and Applications, and Proceedings of the 2012 American conference on Applied Mathematics
Improving medical decision trees by combining relevant health-care criteria
Expert Systems with Applications: An International Journal
Accurate Prediction of Coronary Artery Disease Using Reliable Diagnosis System
Journal of Medical Systems
Using multi decision tree technique to improving decision tree classifier
International Journal of Business Intelligence and Data Mining
Understanding risk factors in cardiac rehabilitation patients with random forests and decision trees
AusDM '11 Proceedings of the Ninth Australasian Data Mining Conference - Volume 121
Using decision tree for diagnosing heart disease patients
AusDM '11 Proceedings of the Ninth Australasian Data Mining Conference - Volume 121
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In medical decision making (classification, diagnosing, etc.) there are many situations where decision must be made effectively and reliably. Conceptual simple decision making models with the possibility of automatic learning are the most appropriate for performing such tasks. Decision trees are a reliable and effective decision making technique that provide high classification accuracy with a simple representation of gathered knowledge and they have been used in different areas of medical decision making. In the paper we present the basic characteristics of decision trees and the successful alternatives to the traditional induction approach with the emphasis on existing and possible future applications in medicine.