Applied multivariate statistical analysis
Applied multivariate statistical analysis
Symbolic and Neural Learning Algorithms: An Experimental Comparison
Machine Learning
C4.5: programs for machine learning
C4.5: programs for machine learning
Machine Learning
Machine learning, neural and statistical classification
Machine learning, neural and statistical classification
Self-organizing maps
SAS/ETS User's Guide, Version 6
SAS/ETS User's Guide, Version 6
Neural Networks for Pattern Recognition
Neural Networks for Pattern Recognition
Pattern Recognition and Neural Networks
Pattern Recognition and Neural Networks
The Effects of Training Set Size on Decision Tree Complexity
ICML '97 Proceedings of the Fourteenth International Conference on Machine Learning
Multivariate Versus Univariate Decision Trees
Multivariate Versus Univariate Decision Trees
Simplifying decision trees: A survey
The Knowledge Engineering Review
Improved use of continuous attributes in C4.5
Journal of Artificial Intelligence Research
Classification and regression: money *can* grow on trees
KDD '99 Tutorial notes of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
Unsupervised and supervised learning in radial-basis-function networks
Self-Organizing neural networks
A framework for data mining and KDD
Proceedings of the 2002 ACM symposium on Applied computing
A Survey of Methods for Scaling Up Inductive Algorithms
Data Mining and Knowledge Discovery
Data Mining and Knowledge Discovery
Genetic Programming and Evolvable Machines
Non-parametric smoothing of the location model in mixed variable discrimination
Statistics and Computing
The Maximum Box Problem and its Application to Data Analysis
Computational Optimization and Applications
IEEE Transactions on Knowledge and Data Engineering
Using k-nearest-neighbor classification in the leaves of a tree
Computational Statistics & Data Analysis
A scalable, incremental learning algorithm for classification problems
Computers and Industrial Engineering
Knowledge discovery techniques for predicting country investment risk
Computers and Industrial Engineering
Feature Selection for a Real-World Learning Task
MLDM '01 Proceedings of the Second International Workshop on Machine Learning and Data Mining in Pattern Recognition
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
Modelling Classification Performance for Large Data Sets
WAIM '01 Proceedings of the Second International Conference on Advances in Web-Age Information Management
A Machine Learning Algorithm Based on Supervised Clustering and Classification
AMT '01 Proceedings of the 6th International Computer Science Conference on Active Media Technology
Model Complexity and Algorithm Selection in Classification
DS '02 Proceedings of the 5th International Conference on Discovery Science
Data mining tasks and methods: scalability
Handbook of data mining and knowledge discovery
Tree Induction for Probability-Based Ranking
Machine Learning
ICDAR '03 Proceedings of the Seventh International Conference on Document Analysis and Recognition - Volume 2
Tree induction vs. logistic regression: a learning-curve analysis
The Journal of Machine Learning Research
Statistical Relational Learning for Document Mining
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
Benchmarking Least Squares Support Vector Machine Classifiers
Machine Learning
Efficient data mining for calling path patterns in GSM networks
Information Systems
Theoretical Comparison between the Gini Index and Information Gain Criteria
Annals of Mathematics and Artificial Intelligence
A framework for privacy preserving classification in data mining
ACSW Frontiers '04 Proceedings of the second workshop on Australasian information security, Data Mining and Web Intelligence, and Software Internationalisation - Volume 32
Benchmarking a Reduced Multivariate Polynomial Pattern Classifier
IEEE Transactions on Pattern Analysis and Machine Intelligence
Evaluation of decision trees: a multi-criteria approach
Computers and Operations Research
CLIP4: hybrid inductive machine learning algorithm that generates inequality rules
Information Sciences: an International Journal - Special issue: Soft computing data mining
C4.5 competence map: a phase transition-inspired approach
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Essential classification rule sets
ACM Transactions on Database Systems (TODS)
IEEE Transactions on Knowledge and Data Engineering
Machine Learning
Automatic identification of music performers with learning ensembles
Artificial Intelligence
A supervised clustering algorithm for computer intrusion detection
Knowledge and Information Systems
Behavior-based web page evaluation
Proceedings of the 15th international conference on World Wide Web
Spanned patterns for the logical analysis of data
Discrete Applied Mathematics - Special issue: Discrete mathematics & data mining II (DM & DM II)
Accelerated algorithm for pattern detection in logical analysis of data
Discrete Applied Mathematics - Special issue: Discrete mathematics & data mining II (DM & DM II)
Diversification for better classification trees
Computers and Operations Research
An empirical comparison of supervised learning algorithms
ICML '06 Proceedings of the 23rd international conference on Machine learning
Genetic parallel programming: design and implementation
Evolutionary Computation
ACM SIGCOMM Computer Communication Review
Training a reciprocal-sigmoid classifier by feature scaling-space
Machine Learning
A hybrid learning-based model for on-line detection and analysis of control chart patterns
Computers and Industrial Engineering
Behavior-Based Web Page Evaluation
WI-IATW '06 Proceedings of the 2006 IEEE/WIC/ACM international conference on Web Intelligence and Intelligent Agent Technology
Data mining for yield enhancement in semiconductor manufacturing and an empirical study
Expert Systems with Applications: An International Journal
Defect prevention in software processes: An action-based approach
Journal of Systems and Software
Combining schema and instance information for integrating heterogeneous data sources
Data & Knowledge Engineering
Post-pruning in decision tree induction using multiple performance measures
Computers and Operations Research
INFORMS Journal on Computing
Data mining in conceptualising active ageing
AusDM '06 Proceedings of the fifth Australasian conference on Data mining and analystics - Volume 61
Proceedings of the 9th annual conference on Genetic and evolutionary computation
An Extension of Iterative Scaling for Decision and Data Aggregation in Ensemble Classification
Journal of VLSI Signal Processing Systems
Logical analysis of data --- the vision of Peter L. Hammer
Annals of Mathematics and Artificial Intelligence
A lot of randomness is hiding in accuracy
Engineering Applications of Artificial Intelligence
Hybrid systems of local basis functions
Intelligent Data Analysis
GFAM: Evolving Fuzzy ARTMAP neural networks
Neural Networks
A review of associative classification mining
The Knowledge Engineering Review
Comparison of classification accuracy using Cohen's Weighted Kappa
Expert Systems with Applications: An International Journal
SMILE: Sound Multi-agent Incremental LEarning
Proceedings of the 6th international joint conference on Autonomous agents and multiagent systems
Machine learning: a review of classification and combining techniques
Artificial Intelligence Review
Fusion of visual and infra-red face scores by weighted power series
Pattern Recognition Letters
Adaptive building of decision trees by reinforcement learning
AIC'07 Proceedings of the 7th Conference on 7th WSEAS International Conference on Applied Informatics and Communications - Volume 7
An error-counting network for pattern classification
Neurocomputing
Data mining performance on perturbed databases: important influences on classification accuracy
International Journal of Information and Computer Security
Parallel learning using decision trees: a novel approach
AMCOS'05 Proceedings of the 4th WSEAS International Conference on Applied Mathematics and Computer Science
Deterministic neural classification
Neural Computation
RotBoost: A technique for combining Rotation Forest and AdaBoost
Pattern Recognition Letters
About the relationship between ROC curves and Cohen's kappa
Engineering Applications of Artificial Intelligence
International Journal of Remote Sensing
Computers and Industrial Engineering
Towards Affective-Psychophysiological Foundations for Music Production
ACII '07 Proceedings of the 2nd international conference on Affective Computing and Intelligent Interaction
A Novel Algorithm for Associative Classification
Neural Information Processing
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Cross-disciplinary perspectives on meta-learning for algorithm selection
ACM Computing Surveys (CSUR)
A Comparison of three evolutionary strategies for multiobjective genetic programming
Artificial Intelligence Review
Local reweight wrapper for the problem of imbalance
International Journal of Artificial Intelligence and Soft Computing
Handling imbalanced data sets with a modification of Decorate algorithm
International Journal of Computer Applications in Technology
Post-processing of associative classification rules using closed sets
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
A generic multi-dimensional feature extraction method using multiobjective genetic programming
Evolutionary Computation
Induction machine fault detection using clone selection programming
Expert Systems with Applications: An International Journal
Quadratic programming formulations for classificationand regression
Optimization Methods & Software - THE JOINT EUROPT-OMS CONFERENCE ON OPTIMIZATION, 4-7 JULY, 2007, PRAGUE, CZECH REPUBLIC, PART II
AG-ART: An adaptive approach to evolving ART architectures
Neurocomputing
GA-based learning bias selection mechanism for real-time scheduling systems
Expert Systems with Applications: An International Journal
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
Probabilistic scoring using decision trees for fast and scalable speaker recognition
Speech Communication
ICIAR '09 Proceedings of the 6th International Conference on Image Analysis and Recognition
Concept Learning from (Very) Ambiguous Examples
MLDM '09 Proceedings of the 6th International Conference on Machine Learning and Data Mining in Pattern Recognition
On learning algorithm selection for classification
Applied Soft Computing
Automatic identification of music performers with learning ensembles
Artificial Intelligence
A hybrid learning-based model for on-line detection and analysis of control chart patterns
Computers and Industrial Engineering
Classification Based on Combination of Kernel Density Estimators
ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part II
Spanned patterns for the logical analysis of data
Discrete Applied Mathematics - Special issue: Discrete mathematics & data mining II (DM & DM II)
Accelerated algorithm for pattern detection in logical analysis of data
Discrete Applied Mathematics - Special issue: Discrete mathematics & data mining II (DM & DM II)
Transmembrane segments prediction and understanding using support vector machine and decision tree
Expert Systems with Applications: An International Journal
On preprocessing data for financial credit risk evaluation
Expert Systems with Applications: An International Journal
A novel Bayesian logistic discriminant model: An application to face recognition
Pattern Recognition
Evaluation of machine learning techniques for prostate cancer diagnosis and Gleason grading
International Journal of Computational Intelligence in Bioinformatics and Systems Biology
On the Importance of Comprehensible Classification Models for Protein Function Prediction
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Selective costing ensemble for handling imbalanced data sets
International Journal of Hybrid Intelligent Systems
Data classification using genetic parallel programming
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII
Pruning neural networks with distribution estimation algorithms
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartI
Rule induction for classification using multi-objective genetic programming
EMO'07 Proceedings of the 4th international conference on Evolutionary multi-criterion optimization
GP classifier problem decomposition using first-price and second-price auctions
EuroGP'07 Proceedings of the 10th European conference on Genetic programming
WISA'06 Proceedings of the 7th international conference on Information security applications: PartI
An empirical comparison of two methods for fuzzy density
IITA'09 Proceedings of the 3rd international conference on Intelligent information technology application
Are you becoming a diabetic? a data mining approach
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 5
When to choose an ensemble classifier model for data mining
International Journal of Business Intelligence and Data Mining
AIM-HI: a framework for request routing in large-scale IT global service delivery
IBM Journal of Research and Development
A generic optimising feature extraction method using multiobjective genetic programming
Applied Soft Computing
Soft Nearest Convex Hull Classifier
Proceedings of the 2010 conference on ECAI 2010: 19th European Conference on Artificial Intelligence
Computer Methods and Programs in Biomedicine
Porting decision tree algorithms to multicore using fastflow
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part I
Classification of software artifacts based on structural information
KES'10 Proceedings of the 14th international conference on Knowledge-based and intelligent information and engineering systems: Part IV
IEEE Transactions on Evolutionary Computation
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
A condensed polynomial neural network for classification using swarm intelligence
Applied Soft Computing
Learning in the feed-forward random neural network: A critical review
Performance Evaluation
A retrieval strategy using the integrated knowledge of similarity and associations
DASFAA'11 Proceedings of the 16th international conference on Database systems for advanced applications: Part II
Behavior based web page evaluation
Journal of Web Engineering
A novel SVM+NDA model for classification with an application to face recognition
Pattern Recognition
Adjusting Fuzzy Similarity Functions for use with standard data mining tools
Journal of Systems and Software
Reputation inflation detection in a Chinese C2C market
Electronic Commerce Research and Applications
Robust classification ensemble method for microarray data
International Journal of Data Mining and Bioinformatics
Internet Auction Fraud Detection Using Social Network Analysis and Classification Tree Approaches
International Journal of Electronic Commerce
PRIB'11 Proceedings of the 6th IAPR international conference on Pattern recognition in bioinformatics
Automatically evolving rule induction algorithms
ECML'06 Proceedings of the 17th European conference on Machine Learning
Classification with support hyperplanes
ECML'06 Proceedings of the 17th European conference on Machine Learning
CAIP'05 Proceedings of the 11th international conference on Computer Analysis of Images and Patterns
Understanding protein structure prediction using SVM_DT
ISPA'05 Proceedings of the 2005 international conference on Parallel and Distributed Processing and Applications
ACME: an associative classifier based on maximum entropy principle
ALT'05 Proceedings of the 16th international conference on Algorithmic Learning Theory
Model selection in omnivariate decision trees
ECML'05 Proceedings of the 16th European conference on Machine Learning
Application and performance analysis of neural networks for decision support in conceptual design
Expert Systems with Applications: An International Journal
Evolutionary search of optimal features
IDEAL'06 Proceedings of the 7th international conference on Intelligent Data Engineering and Automated Learning
Methodological triangulation using neural networks for business research
Advances in Artificial Neural Systems
Inferring disease-related metabolite dependencies with a bayesian optimization algorithm
EvoBIO'12 Proceedings of the 10th European conference on Evolutionary Computation, Machine Learning and Data Mining in Bioinformatics
Model selection in omnivariate decision trees using Structural Risk Minimization
Information Sciences: an International Journal
Intelligent Analysis of Acute Bed Overflow in a Tertiary Hospital in Singapore
Journal of Medical Systems
Induced states in a decision tree constructed by Q-learning
Information Sciences: an International Journal
Bandwidth selection in kernel density estimators for multiple-resolution classification
ICAISC'12 Proceedings of the 11th international conference on Artificial Intelligence and Soft Computing - Volume Part I
Proceedings of the International Conference on Advances in Computing, Communications and Informatics
Improving classifier performance by knowledge-driven data preparation
ICDM'12 Proceedings of the 12th Industrial conference on Advances in Data Mining: applications and theoretical aspects
Algorithm learning based neural network integrating feature selection and classification
Expert Systems with Applications: An International Journal
International Journal of Data Warehousing and Mining
Transforming graph data for statistical relational learning
Journal of Artificial Intelligence Research
Particle swarm classification: A survey and positioning
Pattern Recognition
"Padding" bitmaps to support similarity and mining
Information Systems Frontiers
Decision trees: a recent overview
Artificial Intelligence Review
A comparison of machine learning algorithms for proactive hard disk drive failure detection
Proceedings of the 4th international ACM Sigsoft symposium on Architecting critical systems
Information Technology and Management
Exploitation of pairwise class distances for ordinal classification
Neural Computation
Performance improvement of web caching in Web 2.0 via knowledge discovery
Journal of Systems and Software
Multinomial logit models with implicit variable selection
Advances in Data Analysis and Classification
Computational Statistics & Data Analysis
Towards UCI+: A mindful repository design
Information Sciences: an International Journal
Domains of competence of the semi-naive Bayesian network classifiers
Information Sciences: an International Journal
Hi-index | 0.02 |
Twenty-two decision tree, nine statistical, and two neural network algorithms are compared on thirty-two datasets in terms of classification accuracy, training time, and (in the case of trees) number of leaves. Classification accuracy is measured by mean error rate and mean rank of error rate. Both criteria place a statistical, spline-based, algorithm called POLYCLSSS at the top, although it is not statistically significantly different from twenty other algorithms. Another statistical algorithm, logistic regression, is second with respect to the two accuracy criteria. The most accurate decision tree algorithm is QUEST with linear splits, which ranks fourth and fifth, respectively. Although spline-based statistical algorithms tend to have good accuracy, they also require relatively long training times. POLYCLASS, for example, is third last in terms of median training time. It often requires hours of training compared to seconds for other algorithms. The QUEST and logistic regression algorithms are substantially faster. Among decision tree algorithms with univariate splits, C4.5, IND-CART, and QUEST have the best combinations of error rate and speed. But C4.5 tends to produce trees with twice as many leaves as those from IND-CART and QUEST.