A decision theoretic approach to hierarchical classifier design
Pattern Recognition
Performance bounds for binary testing with arbitrary weights
Acta Informatica
Tree classifier design with a permutation statistic
Pattern Recognition
Linear function neurons: Structure and training
Biological Cybernetics
A multiclass nonparametric partitioning algorithm
Pattern Recognition Letters
Large Tree Classifier with Heuristic Search and Global Training
IEEE Transactions on Pattern Analysis and Machine Intelligence
Feature selection for automatic classification of non-Gaussian data
IEEE Transactions on Systems, Man and Cybernetics - Special issue on artificial intelligence
International Journal of Man-Machine Studies - Special Issue: Knowledge Acquisition for Knowledge-based Systems. Part 4
International Journal of Man-Machine Studies - Special Issue: Knowledge Acquisition for Knowledge-based Systems. Part 5
On the multistage Bayes classifier
Pattern Recognition
Criteria for Selecting a Variable in the Construction of Efficient Decision Trees
IEEE Transactions on Computers
Effects of Sample Size in Classifier Design
IEEE Transactions on Pattern Analysis and Machine Intelligence
Extensions to the CART algorithm
International Journal of Man-Machine Studies
Inferring decision trees using the minimum description length principle
Information and Computation
Models of incremental concept formation
Artificial Intelligence
A Spectral Lower Bound Technique for the Size of Decision Trees and Two-Level AND/OR Circuits
IEEE Transactions on Computers
Decision tree design using information theory
Knowledge Acquisition
Boolean Feature Discovery in Empirical Learning
Machine Learning
Heuristic least-cost computation of discrete classification functions with uncertain argument values
Annals of Operations Research
Predicting 1-year outcome following acute myocardial infarction: physicians versus computers
Computers and Biomedical Research
Multiple binary decision tree classifiers
Pattern Recognition
Automated design of linear tree classifiers
Pattern Recognition
Training a 3-node neural network is NP-complete
COLT '88 Proceedings of the first annual workshop on Computational learning theory
Journal of the ACM (JACM)
An incremental method for finding multivariate splits for decision trees
Proceedings of the seventh international conference (1990) on Machine learning
Incremental induction of topologically minimal trees
Proceedings of the seventh international conference (1990) on Machine learning
Unknown attribute values in induction
Proceedings of the sixth international workshop on Machine learning
Information-Based Evaluation Criterion for Classifier's Performance
Machine Learning
Symbolic and Neural Learning Algorithms: An Experimental Comparison
Machine Learning
The Use of Background Knowledge in Decision Tree Induction
Machine Learning
Optimal Partitioning for Classification and Regression Trees
IEEE Transactions on Pattern Analysis and Machine Intelligence
An Iterative Growing and Pruning Algorithm for Classification Tree Design
IEEE Transactions on Pattern Analysis and Machine Intelligence
Designing Storage Efficient Decision Trees
IEEE Transactions on Computers
A Statistical-Heuristic Feature Selection Criterion for Decision Tree Induction
IEEE Transactions on Pattern Analysis and Machine Intelligence
Machine learning
Vector quantization and signal compression
Vector quantization and signal compression
On Piecewise-Linear Classification
IEEE Transactions on Pattern Analysis and Machine Intelligence
Nonparametric classification using matched binary decision trees
Pattern Recognition Letters
Tables, trees and formulas in decision analysis
Communications of the ACM
A Further Comparison of Splitting Rules for Decision-Tree Induction
Machine Learning
C4.5: programs for machine learning
C4.5: programs for machine learning
The application of confidence interval error analysis to the design of decision tree classifiers
Pattern Recognition Letters
Machine Learning
Optimal pruning for tree-structured vector quantization
Information Processing and Management: an International Journal - Special issue on data compression for images and texts
A geometric framework for machine learning
A geometric framework for machine learning
Machine Learning
A statistical approach to decision tree modeling
COLT '94 Proceedings of the seventh annual conference on Computational learning theory
A comparison of logistic regression to decision-tree induction in a medical domain
Computers and Biomedical Research
Experience with a learning personal assistant
Communications of the ACM
Learning Boolean concepts in the presence of many irrelevant features
Artificial Intelligence
Hierarchical mixtures of experts and the EM algorithm
Neural Computation
Comparing connectionist and symbolic learning methods
Proceedings of a workshop on Computational learning theory and natural learning systems (vol. 1) : constraints and prospects: constraints and prospects
Trading Accuracy for Simplicity in Decision Trees
Machine Learning
Evaluation of the use of induction in the development of a medical expert system
Computers and Biomedical Research
Decision trees based on automatic learning and their use in cardiology
Journal of Medical Systems
Bivariate splits and consistent split criteria in dichotomous classification trees
Bivariate splits and consistent split criteria in dichotomous classification trees
Natural language parsing as statistical pattern recognition
Natural language parsing as statistical pattern recognition
Automatic cataloguing and characterization of earth science data using set enumeration trees
Telematics and Informatics - Special issue: artificial intelligence and advanced computing technologies for space applications
Design and performance of tree-structured vector quantizers
Information Processing and Management: an International Journal - Special issue: data compression
Induction of multivariate regression trees for design optimization
AAAI '94 Proceedings of the twelfth national conference on Artificial intelligence (vol. 1)
Bottom-up induction of oblivious read-once decision graphs: strengths and limitations
AAAI '94 Proceedings of the twelfth national conference on Artificial intelligence (vol. 1)
Machine Learning
Machine Learning Approaches to Estimating Software Development Effort
IEEE Transactions on Software Engineering
Robust trainability of single neurons
Journal of Computer and System Sciences
Interactive learning of a multiple-attribute hash table classifier for fast object recognition
Computer Vision and Image Understanding
Induction of fuzzy decision trees
Fuzzy Sets and Systems
Machine learning, neural and statistical classification
Machine learning, neural and statistical classification
Recursive automatic algorithm selection for inductive learning
Recursive automatic algorithm selection for inductive learning
On the boosting ability of top-down decision tree learning algorithms
STOC '96 Proceedings of the twenty-eighth annual ACM symposium on Theory of computing
RID3: an ID3-like algorithm for real data
Information Sciences: an International Journal
Predicting Nearly As Well As the Best Pruning of a Decision Tree
Machine Learning - Special issue on the eighth annual conference on computational learning theory, (COLT '95)
An Exact Probability Metric for Decision Tree Splitting and Stopping
Machine Learning
Scaling to domains with irrelevant features
Computational learning theory and natural learning systems: Volume IV
Decision Tree Induction Based on Efficient Tree Restructuring
Machine Learning
The Complexity of Trie Index Construction
Journal of the ACM (JACM)
Decision Quality As a Function of Search Depth on Game Trees
Journal of the ACM (JACM)
ACM Computing Surveys (CSUR)
The Activity of a Variable and Its Relation to Decision Trees
ACM Transactions on Programming Languages and Systems (TOPLAS)
AAAI 93: Proceedings of the Eleventh National Conference on Artificial Intelligence
AAAI 93: Proceedings of the Eleventh National Conference on Artificial Intelligence
Stochastic Complexity in Statistical Inquiry Theory
Stochastic Complexity in Statistical Inquiry Theory
Growing and Pruning Neural Tree Networks
IEEE Transactions on Computers
A Guide to the Literature on Learning Probabilistic Networks from Data
IEEE Transactions on Knowledge and Data Engineering
IEEE Transactions on Pattern Analysis and Machine Intelligence
Goal-Directed Classification Using Linear Machine Decision Trees
IEEE Transactions on Pattern Analysis and Machine Intelligence
Capturing Knowledge Through Top-Down Induction of Decision Trees
IEEE Expert: Intelligent Systems and Their Applications
Applying Machine Learning to Semiconductor Manufacturing
IEEE Expert: Intelligent Systems and Their Applications
Overcoming Process Delays with Decision Tree Induction
IEEE Expert: Intelligent Systems and Their Applications
Incremental Induction of Decision Trees
Machine Learning
Machine Learning
Knowledge Acquisition Via Incremental Conceptual Clustering
Machine Learning
Induction of Rules Subject to a Quality Constraint: Probabilistic Inductive Learning
IEEE Transactions on Knowledge and Data Engineering
ECML '95 Proceedings of the 8th European Conference on Machine Learning
The Effects of Training Set Size on Decision Tree Complexity
ICML '97 Proceedings of the Fourteenth International Conference on Machine Learning
Concept Formation and Decision Tree Induction Using the Genetic Programming Paradigm
PPSN I Proceedings of the 1st Workshop on Parallel Problem Solving from Nature
SSPR '96 Proceedings of the 6th International Workshop on Advances in Structural and Syntactical Pattern Recognition
Design of Hierarchical Classifiers
Proceedings of the The First Great Lakes Computer Science Conference on Computing in the 90's
UAI '88 Proceedings of the Fourth Annual Conference on Uncertainty in Artificial Intelligence
Should Decision Trees be Learned from Examples of from Decision Rules?
ISMIS '93 Proceedings of the 7th International Symposium on Methodologies for Intelligent Systems
Binary Linear Decision Tree with Genetic Algorithm
ICPR '96 Proceedings of the International Conference on Pattern Recognition (ICPR '96) Volume IV-Volume 7472 - Volume 7472
Wrappers for Performance Enhancements and Oblivious Decision Graphs.
Wrappers for Performance Enhancements and Oblivious Decision Graphs.
Applications of information theory to pattern recognition and the design of decision trees and trellises
Improved use of continuous attributes in C4.5
Journal of Artificial Intelligence Research
Journal of Artificial Intelligence Research
IJCAI'89 Proceedings of the 11th international joint conference on Artificial intelligence - Volume 1
An empirical comparison of ID3 and back-propagation
IJCAI'89 Proceedings of the 11th international joint conference on Artificial intelligence - Volume 1
Generating better decision trees
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
Lookahead and pathology in decision tree induction
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 2
On biases in estimating multi-valued attributes
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 2
A study of cross-validation and bootstrap for accuracy estimation and model selection
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 2
AAAI'96 Proceedings of the thirteenth national conference on Artificial intelligence - Volume 2
ChiMerge: discretization of numeric attributes
AAAI'92 Proceedings of the tenth national conference on Artificial intelligence
The feature selection problem: traditional methods and a new algorithm
AAAI'92 Proceedings of the tenth national conference on Artificial intelligence
AAAI'93 Proceedings of the eleventh national conference on Artificial intelligence
Hierarchical Discriminant Analysis for Image Retrieval
IEEE Transactions on Pattern Analysis and Machine Intelligence
Hierarchical Discriminant Regression
IEEE Transactions on Pattern Analysis and Machine Intelligence
Marginal Maximum Entropy Partitioning Yields Asymptotically Consistent Probability Density Functions
IEEE Transactions on Pattern Analysis and Machine Intelligence
Generating Decision Trees for Decoding Binaries
OM '01 Proceedings of the 2001 ACM SIGPLAN workshop on Optimization of middleware and distributed systems
Scaling mining algorithms to large databases
Communications of the ACM - Evolving data mining into solutions for insights
Data Mining and Knowledge Discovery
On the quest for easy-to-understand splitting rules
Data & Knowledge Engineering
Induction of Multivariate Decision Trees by Using Dipolar Criteria
PKDD '00 Proceedings of the 4th European Conference on Principles of Data Mining and Knowledge Discovery
Bloomy Decision Tree for Multi-objective Classification
PKDD '01 Proceedings of the 5th European Conference on Principles of Data Mining and Knowledge Discovery
ICU Patient State Characterization Using Machine Learning in a Time Series Framework
AIMDM '99 Proceedings of the Joint European Conference on Artificial Intelligence in Medicine and Medical Decision Making
Incremental Fuzzy Decision Trees
KI '02 Proceedings of the 25th Annual German Conference on AI: Advances in Artificial Intelligence
The true lift model: a novel data mining approach to response modeling in database marketing
ACM SIGKDD Explorations Newsletter
SECRET: a scalable linear regression tree algorithm
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Automated synthesis of efficient binary decoders for retargetable software toolkits
Proceedings of the 40th annual Design Automation Conference
Types and forms of knowledge (patterns): decision trees
Handbook of data mining and knowledge discovery
A methodology for auto-recognizing DBMS workloads
CASCON '02 Proceedings of the 2002 conference of the Centre for Advanced Studies on Collaborative research
A Fast Image Retrieval Algorithm with Automatically Extracted Discriminant Features
CBAIVL '99 Proceedings of the IEEE Workshop on Content-Based Access of Image and Video Libraries
Agent Paradigm in Clinical Large-Scale Data Mining Environment
ICCI '03 Proceedings of the 2nd IEEE International Conference on Cognitive Informatics
Hybridized rough set framework for classification: an experimental view
Design and application of hybrid intelligent systems
IEEE Transactions on Knowledge and Data Engineering
Average Path Length of Binary Decision Diagrams
IEEE Transactions on Computers
Interestingness measures for data mining: A survey
ACM Computing Surveys (CSUR)
Combining inductive and deductive tools for data analysis
AI Communications
Design and evaluation of visualization support to facilitate decision trees classification
International Journal of Human-Computer Studies
Refining decision tree classifiers using rough set tools
International Journal of Hybrid Intelligent Systems - Hybrid Intelligence using rough sets
Metadata and its impact on libraries: Book Reviews
Journal of the American Society for Information Science and Technology
MESO: Supporting Online Decision Making in Autonomic Computing Systems
IEEE Transactions on Knowledge and Data Engineering
Decision trees for entity identification: approximation algorithms and hardness results
Proceedings of the twenty-sixth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Toward Exploratory Test-Instance-Centered Diagnosis in High-Dimensional Classification
IEEE Transactions on Knowledge and Data Engineering
The minimum consistent subset cover problem and its applications in data mining
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Machine learning: a review of classification and combining techniques
Artificial Intelligence Review
On static and dynamic methods for condensation-based privacy-preserving data mining
ACM Transactions on Database Systems (TODS)
Tree-structured smooth transition regression models
Computational Statistics & Data Analysis
Minimization of decision trees is hard to approximate
Journal of Computer and System Sciences
Credit risk analysis using a hybrid data mining model
International Journal of Intelligent Systems Technologies and Applications
Is it DSS or OLTP: automatically identifying DBMS workloads
Journal of Intelligent Information Systems
Selective costing voting for bankruptcy prediction
International Journal of Knowledge-based and Intelligent Engineering Systems
FREERIDE-G: enabling distributed processing of large datasets
DADC '08 Proceedings of the 2008 international workshop on Data-aware distributed computing
Data & Knowledge Engineering
A Vision for Cyberinfrastructure for Coastal Forecasting and Change Analysis
GeoSensor Networks
Credit Card Fraud Detection with Artificial Immune System
ICARIS '08 Proceedings of the 7th international conference on Artificial Immune Systems
Some Progress of Supervised Learning
ICIC '08 Proceedings of the 4th international conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications - with Aspects of Artificial Intelligence
ALT '08 Proceedings of the 19th international conference on Algorithmic Learning Theory
Entropy-based associative classification algorithm for mining manufacturing data
International Journal of Computer Integrated Manufacturing
Local reweight wrapper for the problem of imbalance
International Journal of Artificial Intelligence and Soft Computing
Incorporating domain knowledge into data mining classifiers: An application in indirect lending
Decision Support Systems
Expert Systems with Applications: An International Journal
Handling imbalanced data sets with a modification of Decorate algorithm
International Journal of Computer Applications in Technology
Marketing Segmentation Through Machine Learning Models
Social Science Computer Review
Combining Bagging, Boosting and Dagging for Classification Problems
KES '07 Knowledge-Based Intelligent Information and Engineering Systems and the XVII Italian Workshop on Neural Networks on Proceedings of the 11th International Conference
Data mining for adaptive learning sequence in English language instruction
Expert Systems with Applications: An International Journal
The Psychic-Skeptic Prediction framework for effective monitoring of DBMS workloads
Data & Knowledge Engineering
Representing and Inferring Causalities among Classes of Multidimensional Data
APWeb/WAIM '09 Proceedings of the Joint International Conferences on Advances in Data and Web Management
An Optimal Constrained Pruning Strategy for Decision Trees
INFORMS Journal on Computing
A translation system for enabling data mining applications on GPUs
Proceedings of the 23rd international conference on Supercomputing
Induction of multiclass multifeature split decision trees from distributed data
Pattern Recognition
Classification with Unknown Classes
SSDBM 2009 Proceedings of the 21st International Conference on Scientific and Statistical Database Management
Supervised Machine Learning: A Review of Classification Techniques
Proceedings of the 2007 conference on Emerging Artificial Intelligence Applications in Computer Engineering: Real Word AI Systems with Applications in eHealth, HCI, Information Retrieval and Pervasive Technologies
Approximating Decision Trees with Multiway Branches
ICALP '09 Proceedings of the 36th International Colloquium on Automata, Languages and Programming: Part I
Performance Issues in Parallelizing Data-Intensive Applications on a Multi-core Cluster
CCGRID '09 Proceedings of the 2009 9th IEEE/ACM International Symposium on Cluster Computing and the Grid
Automated design of multistage mechanisms
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Ranking cases with decision trees: a geometric method that preserves intelligibility
IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
International Journal of Business Information Systems
The discriminating power of random features
Proceedings of the 2009 conference on Neural Nets WIRN09: Proceedings of the 19th Italian Workshop on Neural Nets, Vietri sul Mare, Salerno, Italy, May 28--30 2009
Targeting customers via discovery knowledge for the insurance industry
Expert Systems with Applications: An International Journal
Behavioral-fusion control based on reinforcement learning
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
Selective costing ensemble for handling imbalanced data sets
International Journal of Hybrid Intelligent Systems
Cascade generalisation for ordinal problems
International Journal of Artificial Intelligence and Soft Computing
Interactive visual decision tree classification
HCI'07 Proceedings of the 12th international conference on Human-computer interaction: interaction platforms and techniques
Data mining as an automated service
PAKDD'03 Proceedings of the 7th Pacific-Asia conference on Advances in knowledge discovery and data mining
WISA'06 Proceedings of the 7th international conference on Information security applications: PartI
Compiler and middleware support for scalable data mining
LCPC'01 Proceedings of the 14th international conference on Languages and compilers for parallel computing
A survey on the application of genetic programming to classification
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
A new recognition method for natural images
WSEAS Transactions on Computers
Describing the Result of a Classifier to the End-User: Geometric-based Sensitivity
Proceedings of the 2010 conference on ECAI 2010: 19th European Conference on Artificial Intelligence
ICDM'10 Proceedings of the 10th industrial conference on Advances in data mining: applications and theoretical aspects
EDLRT: Entropy-based dummy variables logistic regression tree
Intelligent Data Analysis
Decision trees for entity identification: Approximation algorithms and hardness results
ACM Transactions on Algorithms (TALG)
Document assignment in multi-site search engines
Proceedings of the fourth ACM international conference on Web search and data mining
Two-stage multinomial logit model
Expert Systems with Applications: An International Journal
Active rule learning using decision tree for resource management in Grid computing
Future Generation Computer Systems
Combining bagging, boosting, rotation forest and random subspace methods
Artificial Intelligence Review
Intelligent Decision Technologies
A comparative analysis of methods for probability estimation tree
WSEAS Transactions on Computers
Towards the automatic design of decision tree induction algorithms
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
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
Semi-supervised learning for mixed-type data via formal concept analysis
ICCS'11 Proceedings of the 19th international conference on Conceptual structures for discovering knowledge
Pareto-optimality of oblique decision trees from evolutionary algorithms
Journal of Global Optimization
An investigation of TREPAN utilising a continuous oracle model
International Journal of Data Analysis Techniques and Strategies
Predict on-shelf product availability in grocery retailing with classification methods
Expert Systems with Applications: An International Journal
A New Approach: Role of Data Mining in Prediction of Survival of Burn Patients
Journal of Medical Systems
Experiences from a socio-economic application of induction trees
DS'06 Proceedings of the 9th international conference on Discovery Science
Right of inference: nearest rectangle learning revisited
ECML'06 Proceedings of the 17th European conference on Machine Learning
EuroGP'06 Proceedings of the 2006 international conference on Applications of Evolutionary Computing
Mixed decision trees: an evolutionary approach
DaWaK'06 Proceedings of the 8th international conference on Data Warehousing and Knowledge Discovery
Model selection in omnivariate decision trees
ECML'05 Proceedings of the 16th European conference on Machine Learning
Inducing diverse decision forests with genetic programming
EuroGP'05 Proceedings of the 8th European conference on Genetic Programming
Bagging random trees for estimation of tissue softness
MLDM'05 Proceedings of the 4th international conference on Machine Learning and Data Mining in Pattern Recognition
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part II
Fast perceptron decision tree learning from evolving data streams
PAKDD'10 Proceedings of the 14th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II
Compiler and runtime support for shared memory parallelization of data mining algorithms
LCPC'02 Proceedings of the 15th international conference on Languages and Compilers for Parallel Computing
Application of decision trees to smart homes
Designing Smart Homes
Evolutionary learning of linear trees with embedded feature selection
ICAISC'06 Proceedings of the 8th international conference on Artificial Intelligence and Soft Computing
Multi-Test decision trees for gene expression data analysis
SIIS'11 Proceedings of the 2011 international conference on Security and Intelligent Information Systems
Usage of data mining techniques on marketing research data
ACACOS'12 Proceedings of the 11th WSEAS international conference on Applied Computer and Applied Computational Science
Model selection in omnivariate decision trees using Structural Risk Minimization
Information Sciences: an International Journal
On achieving semi-supervised pattern recognition by utilizing tree-based SOMs
Pattern Recognition
Generating facets for phone-based navigation of structured data
Proceedings of the 21st ACM international conference on Information and knowledge management
Characterization and detection of taxpayers with false invoices using data mining techniques
Expert Systems with Applications: An International Journal
Estimating Fractional Snow Cover in Mountain Environments with Fuzzy Classification
International Journal of Applied Geospatial Research
Global top-scoring pair decision tree for gene expression data analysis
EuroGP'13 Proceedings of the 16th European conference on Genetic Programming
Decision trees: a recent overview
Artificial Intelligence Review
Information and Software Technology
Carat: collaborative energy diagnosis for mobile devices
Proceedings of the 11th ACM Conference on Embedded Networked Sensor Systems
Automatic design of decision-tree algorithms with evolutionary algorithms
Evolutionary Computation
On the feature extraction in discrete space
Pattern Recognition
Component-based decision trees for classification
Intelligent Data Analysis
Semi-supervised learning on closed set lattices
Intelligent Data Analysis
A hybrid decision tree classifier
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
| Hi-index | 0.01 |
Decision trees have proved to be valuable tools for thedescription, classification and generalization of data. Work onconstructing decision trees from data exists in multiple disciplinessuch as statistics, pattern recognition, decision theory, signalprocessing, machine learning and artificial neural networks.Researchers in these disciplines, sometimes working on quite differentproblems, identified similar issues and heuristics for decision treeconstruction. This paper surveys existing work on decision treeconstruction, attempting to identify the important issues involved,directions the work has taken and the current state of the art.