C4.5: programs for machine learning
C4.5: programs for machine learning
Data mining: practical machine learning tools and techniques with Java implementations
Data mining: practical machine learning tools and techniques with Java implementations
Using Model Trees for Classification
Machine Learning
Trading-Off Local versus Global Effects of Regression Nodes in Model Trees
ISMIS '02 Proceedings of the 13th International Symposium on Foundations of Intelligent Systems
Inference for the Generalization Error
Machine Learning
Tree induction vs. logistic regression: a learning-curve analysis
The Journal of Machine Learning Research
Machine Learning
Learning from bug-introducing changes to prevent fault prone code
Ninth international workshop on Principles of software evolution: in conjunction with the 6th ESEC/FSE joint meeting
Content-based image retrieval using image regions as query examples
ADC '08 Proceedings of the nineteenth conference on Australasian database - Volume 75
Computers and Electronics in Agriculture
Expert Systems with Applications: An International Journal
A decision support system for detecting products missing from the shelf based on heuristic rules
Decision Support Systems
Using a similarity measure for credible classification
Discrete Applied Mathematics
Handling Conjunctions in Named Entities
CICLing '07 Proceedings of the 8th International Conference on Computational Linguistics and Intelligent Text Processing
HAIS '09 Proceedings of the 4th International Conference on Hybrid Artificial Intelligence Systems
Automatic prediction of individual performance from "thin slices" of social behavior
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Rotation-based model trees for classification
International Journal of Data Analysis Techniques and Strategies
Communications of the ACM
MultiLogistic regression using initial and radial basis function covariates
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Hybrid evolutionary algorithm with product-unit neural networks for classification
IWANN'07 Proceedings of the 9th international work conference on Artificial neural networks
IDEAL'07 Proceedings of the 8th international conference on Intelligent data engineering and automated learning
Machine learning in ecosystem informatics
DS'07 Proceedings of the 10th international conference on Discovery science
Stepwise induction of logistic model trees
ISMIS'08 Proceedings of the 17th international conference on Foundations of intelligent systems
Expert Systems with Applications: An International Journal
Capturing dynamics on multiple time scales: a hybrid approach for cluttered electromagnetic data
Asilomar'09 Proceedings of the 43rd Asilomar conference on Signals, systems and computers
A machine learning approach for text categorization of fixing-issue commits on CVS
Proceedings of the 2010 ACM-IEEE International Symposium on Empirical Software Engineering and Measurement
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics
Computers and Electronics in Agriculture
A comparison of machine learning techniques for detection of drug target articles
Journal of Biomedical Informatics
IEA/AIE'10 Proceedings of the 23rd international conference on Industrial engineering and other applications of applied intelligent systems - Volume Part I
IEA/AIE'10 Proceedings of the 23rd international conference on Industrial engineering and other applications of applied intelligent systems - Volume Part III
Using complexity, coupling, and cohesion metrics as early indicators of vulnerabilities
Journal of Systems Architecture: the EUROMICRO Journal
PolyA-iEP: A data mining method for the effective prediction of polyadenylation sites
Expert Systems with Applications: An International Journal
IWINAC'11 Proceedings of the 4th international conference on Interplay between natural and artificial computation: new challenges on bioinspired applications - Volume Part II
A hybrid system with regression trees in steel-making process
HAIS'11 Proceedings of the 6th international conference on Hybrid artificial intelligent systems - Volume Part I
Texture and color analysis for the automatic classification of the eye lipid layer
IWANN'11 Proceedings of the 11th international conference on Artificial neural networks conference on Advances in computational intelligence - Volume Part II
Salting public traces with attack traffic to test flow classifiers
CSET'11 Proceedings of the 4th conference on Cyber security experimentation and test
Does segmentation always improve model performance in credit scoring?
Expert Systems with Applications: An International Journal
NOLISP'11 Proceedings of the 5th international conference on Advances in nonlinear speech processing
Speeding up logistic model tree induction
PKDD'05 Proceedings of the 9th European conference on Principles and Practice of Knowledge Discovery in Databases
Proceedings of the 2nd ACM SIGHIT International Health Informatics Symposium
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
Expert Systems with Applications: An International Journal
A two-stage evolutionary algorithm based on sensitivity and accuracy for multi-class problems
Information Sciences: an International Journal
An experimental study on ensembles of functional trees
MCS'10 Proceedings of the 9th international conference on Multiple Classifier Systems
Evolutionary product-unit neural networks for classification
IDEAL'06 Proceedings of the 7th international conference on Intelligent Data Engineering and Automated Learning
An associative memory approach to medical decision support systems
Computer Methods and Programs in Biomedicine
Computational complexity reduction and interpretability improvement of distance-based decision trees
HAIS'12 Proceedings of the 7th international conference on Hybrid Artificial Intelligent Systems - Volume Part I
Evolutionary optimized forest of regression trees: application in metallurgy
HAIS'12 Proceedings of the 7th international conference on Hybrid Artificial Intelligent Systems - Volume Part I
Neural network ensembles to determine growth multi-classes in predictive microbiology
HAIS'12 Proceedings of the 7th international conference on Hybrid Artificial Intelligent Systems - Volume Part II
Classification of Epilepsy Using High-Order Spectra Features and Principle Component Analysis
Journal of Medical Systems
Automated labeling of ink stroke data
Proceedings of the International Symposium on Sketch-Based Interfaces and Modeling
HIV-1 CRF01_AE coreceptor usage prediction using kernel methods based logistic model trees
Computers in Biology and Medicine
Enhancing Tor's performance using real-time traffic classification
Proceedings of the 2012 ACM conference on Computer and communications security
Predicting the secondary structure of proteins using machine learning algorithms
International Journal of Data Mining and Bioinformatics
Ordinal and nominal classification of wind speed from synoptic pressurepatterns
Engineering Applications of Artificial Intelligence
Engineering Applications of Artificial Intelligence
Decision trees: a recent overview
Artificial Intelligence Review
MPRSS'12 Proceedings of the First international conference on Multimodal Pattern Recognition of Social Signals in Human-Computer-Interaction
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
Artificial Intelligence in Medicine
Evaluating data mining algorithms using molecular dynamics trajectories
International Journal of Data Mining and Bioinformatics
Computers in Biology and Medicine
Computers in Biology and Medicine
Can statistical tests be used for feature selection in diachronic text classification?
SLSP'13 Proceedings of the First international conference on Statistical Language and Speech Processing
Benchmarking local classification methods
Computational Statistics
A hybrid decision tree classifier
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
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Tree induction methods and linear models are popular techniques for supervised learning tasks, both for the prediction of nominal classes and numeric values. For predicting numeric quantities, there has been work on combining these two schemes into `model trees', i.e. trees that contain linear regression functions at the leaves. In this paper, we present an algorithm that adapts this idea for classification problems, using logistic regression instead of linear regression. We use a stagewise fitting process to construct the logistic regression models that can select relevant attributes in the data in a natural way, and show how this approach can be used to build the logistic regression models at the leaves by incrementally refining those constructed at higher levels in the tree. We compare the performance of our algorithm to several other state-of-the-art learning schemes on 36 benchmark UCI datasets, and show that it produces accurate and compact classifiers.