Improving Minority Class Prediction Using Case-Specific Feature Weights

A Cognitive Bias Approach to Feature Selection and Weighting for Case-Based Learners

Machine Learning

Local Feature Selection with Dynamic Integration of Classifiers

ISMIS '00 Proceedings of the 12th International Symposium on Foundations of Intelligent Systems

A Case Study for Learning from Imbalanced Data Sets

AI '01 Proceedings of the 14th Biennial Conference of the Canadian Society on Computational Studies of Intelligence: Advances in Artificial Intelligence

Probability Based Metrics for Nearest Neighbor Classification and Case-Based Reasoning

ICCBR '99 Proceedings of the Third International Conference on Case-Based Reasoning and Development

Choosing k for two-class nearest neighbour classifiers with unbalanced classes

Pattern Recognition Letters

Advanced Local Feature Selection in Medical Diagnostics

CBMS '00 Proceedings of the 13th IEEE Symposium on Computer-Based Medical Systems (CBMS'00)

Improved Rooftop Detection in Aerial Images with Machine Learning

Machine Learning

Learning methods to combine linguistic indicators: improving aspectual classification and revealing linguistic insights

Computational Linguistics

Mining with rarity: a unifying framework

ACM SIGKDD Explorations Newsletter - Special issue on learning from imbalanced datasets

Toward Global Optimization of Case-Based Reasoning Systems for Financial Forecasting

Applied Intelligence

Corpus-based linguistic indicators for aspectual classification

ACL '99 Proceedings of the 37th annual meeting of the Association for Computational Linguistics on Computational Linguistics

KBA: Kernel Boundary Alignment Considering Imbalanced Data Distribution

IEEE Transactions on Knowledge and Data Engineering

Combining sample selection and error-driven pruning for machine learning of coreference rules

EMNLP '02 Proceedings of the ACL-02 conference on Empirical methods in natural language processing - Volume 10

Local Feature Selection with Dynamic Integration of Classifiers

Fundamenta Informaticae - Intelligent Systems

A case-based reasoning system with the two-dimensional reduction technique for customer classification

Expert Systems with Applications: An International Journal

A decision tree-based attribute weighting filter for naive Bayes

Knowledge-Based Systems

New Algorithms for Efficient High-Dimensional Nonparametric Classification

The Journal of Machine Learning Research

Cost-sensitive boosting for classification of imbalanced data

Pattern Recognition

2008 Special Issue: Robust BMPM training based on second-order cone programming and its application in medical diagnosis

Neural Networks

Global optimization of case-based reasoning for breast cytology diagnosis

Expert Systems with Applications: An International Journal

Learning from Skewed Class Multi-relational Databases

Fundamenta Informaticae - Progress on Multi-Relational Data Mining

Bankruptcy prediction modeling with hybrid case-based reasoning and genetic algorithms approach

Applied Soft Computing

Acquisition of a classification model for a risk search system from unbalanced textual examples

International Journal of Business Intelligence and Data Mining

Cost-Based Sampling of Individual Instances

Canadian AI '09 Proceedings of the 22nd Canadian Conference on Artificial Intelligence: Advances in Artificial Intelligence

Imbalanced Training Set Reduction and Feature Selection Through Genetic Optimization

Proceedings of the 2005 conference on Artificial Intelligence Research and Development

Application of a 3NN+1 based CBR system to segmentation of the notebook computers market

Expert Systems with Applications: An International Journal

Automatically classifying case texts and predicting outcomes

Artificial Intelligence and Law

On the importance of data balancing for symbolic regression

IEEE Transactions on Evolutionary Computation

A dynamic over-sampling procedure based on sensitivity for multi-class problems

Pattern Recognition

Graph-based malware detection using dynamic analysis

Journal in Computer Virology

Severe class imbalance: why better algorithms aren't the answer

ECML'05 Proceedings of the 16th European conference on Machine Learning

Reasoning with textual cases

ICCBR'05 Proceedings of the 6th international conference on Case-Based Reasoning Research and Development

Collaborative Filtering with a User-Item Matrix Reduction Technique

International Journal of Electronic Commerce

An efficient ensemble method for classifying skewed data streams

ICIC'11 Proceedings of the 7th international conference on Intelligent Computing: bio-inspired computing and applications

The problem of bias in training data in regression problems in medical decision support

Artificial Intelligence in Medicine

Learning from Skewed Class Multi-relational Databases

Fundamenta Informaticae - Progress on Multi-Relational Data Mining

Local Feature Selection with Dynamic Integration of Classifiers

Fundamenta Informaticae - Intelligent Systems