C4.5: programs for machine learning
C4.5: programs for machine learning
MetaCost: a general method for making classifiers cost-sensitive
KDD '99 Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
Explicitly representing expected cost: an alternative to ROC representation
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
Text Classification from Labeled and Unlabeled Documents using EM
Machine Learning - Special issue on information retrieval
Robust Classification for Imprecise Environments
Machine Learning
Learning and making decisions when costs and probabilities are both unknown
Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
An Instance-Weighting Method to Induce Cost-Sensitive Trees
IEEE Transactions on Knowledge and Data Engineering
Feature Selection for Unbalanced Class Distribution and Naive Bayes
ICML '99 Proceedings of the Sixteenth International Conference on Machine Learning
AdaCost: Misclassification Cost-Sensitive Boosting
ICML '99 Proceedings of the Sixteenth International Conference on Machine Learning
A Comparative Study of Cost-Sensitive Boosting Algorithms
ICML '00 Proceedings of the Seventeenth International Conference on Machine Learning
Evaluating Boosting Algorithms to Classify Rare Classes: Comparison and Improvements
ICDM '01 Proceedings of the 2001 IEEE International Conference on Data Mining
One-class svms for document classification
The Journal of Machine Learning Research
An introduction to variable and feature selection
The Journal of Machine Learning Research
An extensive empirical study of feature selection metrics for text classification
The Journal of Machine Learning Research
Building Text Classifiers Using Positive and Unlabeled Examples
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
Cost-Sensitive Learning by Cost-Proportionate Example Weighting
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
Mining with rarity: a unifying framework
ACM SIGKDD Explorations Newsletter - Special issue on learning from imbalanced datasets
A study of the behavior of several methods for balancing machine learning training data
ACM SIGKDD Explorations Newsletter - Special issue on learning from imbalanced datasets
Learning from imbalanced data sets with boosting and data generation: the DataBoost-IM approach
ACM SIGKDD Explorations Newsletter - Special issue on learning from imbalanced datasets
Class imbalances versus small disjuncts
ACM SIGKDD Explorations Newsletter - Special issue on learning from imbalanced datasets
Minority report in fraud detection: classification of skewed data
ACM SIGKDD Explorations Newsletter - Special issue on learning from imbalanced datasets
Extreme re-balancing for SVMs: a case study
ACM SIGKDD Explorations Newsletter - Special issue on learning from imbalanced datasets
A multistrategy approach for digital text categorization from imbalanced documents
ACM SIGKDD Explorations Newsletter - Special issue on learning from imbalanced datasets
Feature selection for text categorization on imbalanced data
ACM SIGKDD Explorations Newsletter - Special issue on learning from imbalanced datasets
Classification and knowledge discovery in protein databases
Journal of Biomedical Informatics - Special issue: Biomedical machine learning
Estimating the Support of a High-Dimensional Distribution
Neural Computation
The class imbalance problem: A systematic study
Intelligent Data Analysis
SMOTE: synthetic minority over-sampling technique
Journal of Artificial Intelligence Research
Learning when training data are costly: the effect of class distribution on tree induction
Journal of Artificial Intelligence Research
The foundations of cost-sensitive learning
IJCAI'01 Proceedings of the 17th international joint conference on Artificial intelligence - Volume 2
Price prediction and insurance for online auctions
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Instance Filtering for entity recognition
ACM SIGKDD Explorations Newsletter - Natural language processing and text mining
Wrapper-based computation and evaluation of sampling methods for imbalanced datasets
UBDM '05 Proceedings of the 1st international workshop on Utility-based data mining
Scamseek: a language technology project fulfilling research objectives with industrial obligations
SEARCC '05 Proceedings of the 2005 South East Asia Regional Computer Science Confederation (SEARCC) Conference - Volume 46
Learning concepts from large scale imbalanced data sets using support cluster machines
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
Classification-based melody transcription
Machine Learning
The effect of imbalanced data sets on LDA: A theoretical and empirical analysis
Pattern Recognition
Learning DFA representations of HTTP for protecting web applications
Computer Networks: The International Journal of Computer and Telecommunications Networking
LIPTUS: associating structured and unstructured information in a banking environment
Proceedings of the 2007 ACM SIGMOD international conference on Management of data
Infinitely Imbalanced Logistic Regression
The Journal of Machine Learning Research
Cost-sensitive boosting for classification of imbalanced data
Pattern Recognition
An Evaluation of the Robustness of MTS for Imbalanced Data
IEEE Transactions on Knowledge and Data Engineering
Relation extraction and the influence of automatic named-entity recognition
ACM Transactions on Speech and Language Processing (TSLP)
A genetic approach for efficient outlier detection in projected space
Pattern Recognition
Do unbalanced data have a negative effect on LDA?
Pattern Recognition
Do unbalanced data have a negative effect on LDA?
Pattern Recognition
AdaBoost with SVM-based component classifiers
Engineering Applications of Artificial Intelligence
SBIM '07 Proceedings of the 4th Eurographics workshop on Sketch-based interfaces and modeling
An information granulation based data mining approach for classifying imbalanced data
Information Sciences: an International Journal
Automatically countering imbalance and its empirical relationship to cost
Data Mining and Knowledge Discovery
When Overlapping Unexpectedly Alters the Class Imbalance Effects
IbPRIA '07 Proceedings of the 3rd Iberian conference on Pattern Recognition and Image Analysis, Part II
WILF '07 Proceedings of the 7th international workshop on Fuzzy Logic and Applications: Applications of Fuzzy Sets Theory
Reducing False Alarm of Video-Based Smoke Detection by Support Vector Machine
PAISI, PACCF and SOCO '08 Proceedings of the IEEE ISI 2008 PAISI, PACCF, and SOCO international workshops on Intelligence and Security Informatics
DILS '08 Proceedings of the 5th international workshop on Data Integration in the Life Sciences
ICIAR '08 Proceedings of the 5th international conference on Image Analysis and Recognition
Using Cost-Sensitive Learning to Determine Gene Conversions
ICIC '08 Proceedings of the 4th international conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications - with Aspects of Artificial Intelligence
Imbalanced SVM Learning with Margin Compensation
ISNN '08 Proceedings of the 5th international symposium on Neural Networks: Advances in Neural Networks
Decision tree learning for freeway automatic incident detection
Expert Systems with Applications: An International Journal
Compact Rule Learner on Weighted Fuzzy Approximation Spaces for Class Imbalanced and Hybrid Data
RSCTC '08 Proceedings of the 6th International Conference on Rough Sets and Current Trends in Computing
Unknown Malcode Detection Using OPCODE Representation
EuroISI '08 Proceedings of the 1st European Conference on Intelligence and Security Informatics
Enhancing network based intrusion detection for imbalanced data
International Journal of Knowledge-based and Intelligent Engineering Systems
International Journal of Approximate Reasoning
Using the Web as corpus for self-training text categorization
Information Retrieval
Expert Systems with Applications: An International Journal
PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
ACM Computing Surveys (CSUR)
Information Security Tech. Report
A Method to Classify Data by Fuzzy Rule Extraction from Imbalanced Datasets
Proceedings of the 2006 conference on Artificial Intelligence Research and Development
A Preliminar Analysis of CO2RBFN in Imbalanced Problems
IWANN '09 Proceedings of the 10th International Work-Conference on Artificial Neural Networks: Part I: Bio-Inspired Systems: Computational and Ambient Intelligence
IWANN '09 Proceedings of the 10th International Work-Conference on Artificial Neural Networks: Part I: Bio-Inspired Systems: Computational and Ambient Intelligence
Index of Balanced Accuracy: A Performance Measure for Skewed Class Distributions
IbPRIA '09 Proceedings of the 4th Iberian Conference on Pattern Recognition and Image Analysis
Chromatographic Pattern Recognition Using Optimized One-Class Classifiers
IbPRIA '09 Proceedings of the 4th Iberian Conference on Pattern Recognition and Image Analysis
HAIS '09 Proceedings of the 4th International Conference on Hybrid Artificial Intelligence Systems
B-ROC curves for the assessment of classifiers over imbalanced data sets
AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2
Thresholding for making classifiers cost-sensitive
AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1
Troubleshooting thousands of jobs on production grids using data mining techniques
GRID '08 Proceedings of the 2008 9th IEEE/ACM International Conference on Grid Computing
The Needles-in-Haystack Problem
MLDM '09 Proceedings of the 6th International Conference on Machine Learning and Data Mining in Pattern Recognition
Several SVM Ensemble Methods Integrated with Under-Sampling for Imbalanced Data Learning
ADMA '09 Proceedings of the 5th International Conference on Advanced Data Mining and Applications
SemEval-2010 task 7: argument selection and coercion
DEW '09 Proceedings of the Workshop on Semantic Evaluations: Recent Achievements and Future Directions
An Intelligent Agent That Autonomously Learns How to Translate
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 02
Evolutionary undersampling for classification with imbalanced datasets: Proposals and taxonomy
Evolutionary Computation
Agreement detection in multiparty conversation
Proceedings of the 2009 international conference on Multimodal interfaces
SVMs modeling for highly imbalanced classification
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics - Special issue on human computing
Exploratory undersampling for class-imbalance learning
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Distinctive characteristics of a metric using deviations from Poisson for feature selection
Expert Systems with Applications: An International Journal
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Multi-Objective Genetic Programming for Classification with Unbalanced Data
AI '09 Proceedings of the 22nd Australasian Joint Conference on Advances in Artificial Intelligence
Support vector self-organizing learning for imbalanced medical data
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Diversity exploration and negative correlation learning on imbalanced data sets
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Performance evaluation of classification methods in cultural modeling
ISI'09 Proceedings of the 2009 IEEE international conference on Intelligence and security informatics
Handling class imbalance problem in cultural modeling
ISI'09 Proceedings of the 2009 IEEE international conference on Intelligence and security informatics
Information Sciences: an International Journal
Facetwise analysis of XCS for problems with class imbalances
IEEE Transactions on Evolutionary Computation
Improving software-quality predictions with data sampling and boosting
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
An investigation of neural network classifiers with unequal misclassification costs and group sizes
Decision Support Systems
IWANN'07 Proceedings of the 9th international work conference on Artificial neural networks
A survey on the application of genetic programming to classification
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Taking advantage of the web for text classification with imbalanced classes
MICAI'07 Proceedings of the artificial intelligence 6th Mexican international conference on Advances in artificial intelligence
Making class bias useful: a strategy of learning from imbalanced data
IDEAL'07 Proceedings of the 8th international conference on Intelligent data engineering and automated learning
Analyzing PETs on imbalanced datasets when training and testing class distributions differ
PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
A comparison of different off-centered entropies to deal with class imbalance for decision trees
PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
ICIC'09 Proceedings of the Intelligent computing 5th international conference on Emerging intelligent computing technology and applications
An improved AdaBoost algorithm for unbalanced classification data
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 1
FSVM-CIL: fuzzy support vector machines for class imbalance learning
IEEE Transactions on Fuzzy Systems - Special section on computing with words
AUC analysis of the pareto-front using multi-objective GP for classification with unbalanced data
Proceedings of the 12th annual conference on Genetic and evolutionary computation
A computer-aided detection system for clustered microcalcifications
Artificial Intelligence in Medicine
Outlier detection for simple default theories
Artificial Intelligence
An unsupervised self-organizing learning with support vector ranking for imbalanced datasets
Expert Systems with Applications: An International Journal
Analysis of an evolutionary RBFN design algorithm, CO2RBFN, for imbalanced data sets
Pattern Recognition Letters
IPMU'10 Proceedings of the Computational intelligence for knowledge-based systems design, and 13th international conference on Information processing and management of uncertainty
Expert Systems with Applications: An International Journal
An empirical study of applying ensembles of heterogeneous classifiers on imperfect data
PAKDD'09 Proceedings of the 13th Pacific-Asia international conference on Knowledge discovery and data mining: new frontiers in applied data mining
Local PCA regression for missing data estimation in telecommunication dataset
PRICAI'10 Proceedings of the 11th Pacific Rim international conference on Trends in artificial intelligence
RAMOBoost: ranked minority oversampling in boosting
IEEE Transactions on Neural Networks
Customer Validation of Commercial Predictive Models
Proceedings of the 2010 conference on Data Mining for Business Applications
Data mining for credit card fraud: A comparative study
Decision Support Systems
Comparison of metrics for feature selection in imbalanced text classification
Expert Systems with Applications: An International Journal
Ensemble Learning with Active Example Selection for Imbalanced Biomedical Data Classification
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
ACM SIGKDD Workshop on Intelligence and Security Informatics
ISoLA'10 Proceedings of the 4th international conference on Leveraging applications of formal methods, verification, and validation - Volume Part I
Class information adapted kernel for support vector machine
ICONIP'10 Proceedings of the 17th international conference on Neural information processing: models and applications - Volume Part II
A preliminary study on the selection of generalized instances for imbalanced classification
IEA/AIE'10 Proceedings of the 23rd international conference on Industrial engineering and other applications of applied intelligent systems - Volume Part I
Using genetic K-means algorithm for PCA regression data in customer churn prediction
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications - Volume Part II
Using PCA to predict customer churn in telecommunication dataset
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications - Volume Part II
Maximum Likelihood in Cost-Sensitive Learning: Model Specification, Approximations, and Upper Bounds
The Journal of Machine Learning Research
A dynamic over-sampling procedure based on sensitivity for multi-class problems
Pattern Recognition
Web spam classification: a few features worth more
Proceedings of the 2011 Joint WICOW/AIRWeb Workshop on Web Quality
Linguistic cost-sensitive learning of genetic fuzzy classifiers for imprecise data
International Journal of Approximate Reasoning
Genetic algorithms as a pre processing strategy for imbalanced datasets
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
Developing Position Structure-Based Framework for Chinese Entity Relation Extraction
ACM Transactions on Asian Language Information Processing (TALIP)
Detecting adversarial advertisements in the wild
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Sample subset optimization for classifying imbalanced biological data
PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part II
Evolutionary-based selection of generalized instances for imbalanced classification
Knowledge-Based Systems
Toward exploiting EEG input in a reading tutor
AIED'11 Proceedings of the 15th international conference on Artificial intelligence in education
Text classification for data loss prevention
PETS'11 Proceedings of the 11th international conference on Privacy enhancing technologies
Link prediction via matrix factorization
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part II
On the stratification of multi-label data
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part III
A classification framework for disambiguating web people search result using feedback
WAIM'11 Proceedings of the 12th international conference on Web-age information management
A learning strategy for highly imbalanced classification
Proceedings of the Third International Conference on Internet Multimedia Computing and Service
Collaborative online learning of user generated content
Proceedings of the 20th ACM international conference on Information and knowledge management
The effect of class imbalance, complexity, size, and learning distribution on classifier performance
International Journal of Advanced Intelligence Paradigms
A simplified multi-class support vector machine with reduced dual optimization
Pattern Recognition Letters
Improving SVM training by means of NTIL when the data sets are imbalanced
ISMIS'06 Proceedings of the 16th international conference on Foundations of Intelligent Systems
Hybrid cost-sensitive decision tree
PKDD'05 Proceedings of the 9th European conference on Principles and Practice of Knowledge Discovery in Databases
Developing robust models for favourability analysis
WASSA '11 Proceedings of the 2nd Workshop on Computational Approaches to Subjectivity and Sentiment Analysis
The class imbalance problem in TLC image classification
ICIAR'06 Proceedings of the Third international conference on Image Analysis and Recognition - Volume Part II
"I loan because...": understanding motivations for pro-social lending
Proceedings of the fifth ACM international conference on Web search and data mining
Hellinger distance decision trees are robust and skew-insensitive
Data Mining and Knowledge Discovery
ISCSLP SR evaluation, UVA–CS_es system description. a system based on ANNs
ISCSLP'06 Proceedings of the 5th international conference on Chinese Spoken Language Processing
Simple test strategies for cost-sensitive decision trees
ECML'05 Proceedings of the 16th European conference on Machine Learning
Borderline-SMOTE: a new over-sampling method in imbalanced data sets learning
ICIC'05 Proceedings of the 2005 international conference on Advances in Intelligent Computing - Volume Part I
Expert Systems with Applications: An International Journal
Cascading customized naïve bayes couple
AI'10 Proceedings of the 23rd Canadian conference on Advances in Artificial Intelligence
Beyond accuracy, f-score and ROC: a family of discriminant measures for performance evaluation
AI'06 Proceedings of the 19th Australian joint conference on Artificial Intelligence: advances in Artificial Intelligence
Incremental learning of new classes in unbalanced datasets: Learn++.UDNC
MCS'10 Proceedings of the 9th international conference on Multiple Classifier Systems
Genetic programming for classification with unbalanced data
EuroGP'10 Proceedings of the 13th European conference on Genetic Programming
A proposal of evolutionary prototype selection for class imbalance problems
IDEAL'06 Proceedings of the 7th international conference on Intelligent Data Engineering and Automated Learning
Content-based trust and bias classification via biclustering
Proceedings of the 2nd Joint WICOW/AIRWeb Workshop on Web Quality
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
DBSMOTE: Density-Based Synthetic Minority Over-sampling TEchnique
Applied Intelligence
A non-parametric approach for accurate contextual classification of LIDAR and imagery data fusion
HAIS'12 Proceedings of the 7th international conference on Hybrid Artificial Intelligent Systems - Volume Part II
Semi-supervised learning for imbalanced sentiment classification
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Effective query generation and postprocessing strategies for prior art patent search
Journal of the American Society for Information Science and Technology
Identifying the medical practice after total hip arthroplasty using an integrated hybrid approach
Computers in Biology and Medicine
Learning in non-stationary environments with class imbalance
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
A double-ensemble approach for classifying skewed data streams
PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part I
A utility-theoretic ranking method for semi-automated text classification
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Proceedings of the 8th International Conference on Predictive Models in Software Engineering
Extensions of ant-miner algorithm to deal with class imbalance problem
IDEAL'12 Proceedings of the 13th international conference on Intelligent Data Engineering and Automated Learning
Improving distantly supervised extraction of drug-drug and protein-protein interactions
ROBUS-UNSUP '12 Proceedings of the Joint Workshop on Unsupervised and Semi-Supervised Learning in NLP
NLP-driven constructive learning for filtering an IR document stream
CLEF'06 Proceedings of the 7th international conference on Cross-Language Evaluation Forum: evaluation of multilingual and multi-modal information retrieval
Using program synthesis for social recommendations
Proceedings of the 21st ACM international conference on Information and knowledge management
Sample cutting method for imbalanced text sentiment classification based on BRC
Knowledge-Based Systems
Quantitative error measures for edge detection
Pattern Recognition
One-sided prototype selection on class imbalanced dissimilarity matrices
SSPR'12/SPR'12 Proceedings of the 2012 Joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
App recommendation: a contest between satisfaction and temptation
Proceedings of the sixth ACM international conference on Web search and data mining
The user side of sustainability: Modeling behavior and energy usage in the home
Pervasive and Mobile Computing
A comparative study of sampling methods and algorithms for imbalanced time series classification
AI'12 Proceedings of the 25th Australasian joint conference on Advances in Artificial Intelligence
Multi-level relationship outlier detection
International Journal of Business Intelligence and Data Mining
Kernel-based principal components analysis on large telecommunication data
AusDM '09 Proceedings of the Eighth Australasian Data Mining Conference - Volume 101
Spam e-mail classification based on the IFWB algorithm
ACIIDS'13 Proceedings of the 5th Asian conference on Intelligent Information and Database Systems - Volume Part I
SVM-based feature selection to optimize sensitivity-specificity balance applied to weaning
Computers in Biology and Medicine
Fast instance selection for speeding up support vector machines
Knowledge-Based Systems
Comparison of text feature selection policies and using an adaptive framework
Expert Systems with Applications: An International Journal
Classification of switching intentions toward internet telephony services: a quantitative analysis
Information Technology and Management
Computers in Biology and Medicine
Classification and outlier detection based on topic based pattern synthesis
MLDM'13 Proceedings of the 9th international conference on Machine Learning and Data Mining in Pattern Recognition
Mining Data Streams with Skewed Distribution based on Ensemble Method
International Journal of Advanced Pervasive and Ubiquitous Computing
Editorial: Parameter-free classification in multi-class imbalanced data sets
Data & Knowledge Engineering
Computationally efficient link prediction in a variety of social networks
ACM Transactions on Intelligent Systems and Technology (TIST) - Special Section on Intelligent Mobile Knowledge Discovery and Management Systems and Special Issue on Social Web Mining
A loan default discrimination model using cost-sensitive support vector machine improved by PSO
Information Technology and Management
Information Sciences: an International Journal
Information Sciences: an International Journal
A novel framework for concept detection on large scale video database and feature pool
Artificial Intelligence Review
Multimedia Tools and Applications
Aggregative quantification for regression
Data Mining and Knowledge Discovery
Exploiting domain knowledge to detect outliers
Data Mining and Knowledge Discovery
An intelligent Web agent that autonomously learns how to translate
Web Intelligence and Agent Systems
An intelligent approach to handle False-Positive Radio Frequency Identification Anomalies
Intelligent Data Analysis
Robust classification of imbalanced data using one-class and two-class SVM-based multiclassifiers
Intelligent Data Analysis - Business Analytics and Intelligent Optimization
A combined approach to tackle imbalanced data sets
International Journal of Hybrid Intelligent Systems
Toward Exploiting EEG Input in a Reading Tutor
International Journal of Artificial Intelligence in Education - Best of AIED 2011
DConfusion: a technique to allow cross study performance evaluation of fault prediction studies
Automated Software Engineering
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