Application of decision trees in problem of air quality modelling in the Czech Republic locality
WSEAS TRANSACTIONS on SYSTEMS
PLANET: massively parallel learning of tree ensembles with MapReduce
Proceedings of the VLDB Endowment
Survival prediction in patients undergoing ischemic cardiopathy
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Artificial Intelligence Review
Evolutionary model tree induction
Proceedings of the 2010 ACM Symposium on Applied Computing
Quality of life investigation case study in the Czech Republic
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 1
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
Hierarchical fuzzy clustering decision tree for classifying recipes of ion implanter
Expert Systems with Applications: An International Journal
ICDM'10 Proceedings of the 10th industrial conference on Advances in data mining: applications and theoretical aspects
Intelligent classification of web pages using contextual and visual features
Applied Soft Computing
ICCCI'10 Proceedings of the Second international conference on Computational collective intelligence: technologies and applications - Volume PartI
User Modeling and User-Adapted Interaction
A comparative analysis of methods for probability estimation tree
WSEAS Transactions on Computers
A gaussian groundplan projection area model for evolving probabilistic classifiers
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Comparing machine learning approaches for context-aware composition
SC'11 Proceedings of the 10th international conference on Software composition
An evolutionary algorithm for global induction of regression trees with multivariate linear models
ISMIS'11 Proceedings of the 19th international conference on Foundations of intelligent systems
Decisions: algebra and implementation
MLDM'11 Proceedings of the 7th international conference on Machine learning and data mining in pattern recognition
Separability of split value criterion with weighted separation gains
MLDM'11 Proceedings of the 7th international conference on Machine learning and data mining in pattern recognition
An adaptive discretization in the ACDT algorithm for continuous attributes
ICCCI'11 Proceedings of the Third international conference on Computational collective intelligence: technologies and applications - Volume Part II
VisTree: generic decision tree inducer and visualizer
DNIS'10 Proceedings of the 6th international conference on Databases in Networked Information Systems
Multi-Test decision trees for gene expression data analysis
SIIS'11 Proceedings of the 2011 international conference on Security and Intelligent Information Systems
Intelligent Naïve Bayes-based approaches for Web proxy caching
Knowledge-Based Systems
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
Evolutionary design of decision trees for medical application
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery
Expert Systems with Applications: An International Journal
HAIS'12 Proceedings of the 7th international conference on Hybrid Artificial Intelligent Systems - Volume Part I
Intelligent Web proxy caching approaches based on machine learning techniques
Decision Support Systems
A novel neighbor selection approach for KNN: a physiological status prediction case study
Proceedings of the 1st International Workshop on Context Discovery and Data Mining
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part IV
Ant colony decision forest meta-ensemble
ICCCI'12 Proceedings of the 4th international conference on Computational Collective Intelligence: technologies and applications - Volume Part II
Using multi decision tree technique to improving decision tree classifier
International Journal of Business Intelligence and Data Mining
Early detection of outgoing spammers in large-scale service provider networks
DIMVA'13 Proceedings of the 10th international conference on Detection of Intrusions and Malware, and Vulnerability Assessment
Comprehensible classification models: a position paper
ACM SIGKDD Explorations Newsletter
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This is the first comprehensive book dedicated entirely to the field of decision trees in data mining and covers all aspects of this important technique. Decision trees have become one of the most powerful and popular approaches in knowledge discovery and data mining, the science and technology of exploring large and complex bodies of data in order to discover useful patterns. The area is of great importance because it enables modeling and knowledge extraction from the abundance of data available. Both theoreticians and practitioners are continually seeking techniques to make the process more efficient, cost-effective and accurate. Decision trees, originally implemented in decision theory and statistics, are highly effective tools in other areas such as data mining, text mining, information extraction, machine learning, and pattern recognition.This book invites readers to explore the many benefits in data mining that decision trees offer: self-explanatory and easy to follow when compacted; able to handle a variety of input data: nominal, numeric and textual; able to process datasets that may have errors or missing values; high predictive performance for a relatively small computational effort; available in many data mining packages over a variety of platforms; and, useful for various tasks, such as classification, regression, clustering and feature selection.