Robust classification systems for imprecise environments
AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence
Activity monitoring: noticing interesting changes in behavior
KDD '99 Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
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
Robust Classification for Imprecise Environments
Machine Learning
The Evaluation of Predictive Learners: Some Theoretical and Empirical Results
EMCL '01 Proceedings of the 12th European Conference on Machine Learning
Class Probability Estimation and Cost-Sensitive Classification Decisions
ECML '02 Proceedings of the 13th European Conference on Machine Learning
AI '01 Proceedings of the 14th Australian Joint Conference on Artificial Intelligence: Advances in Artificial Intelligence
Boosting Naive Bayes for Claim Fraud Diagnosis
DaWaK 2000 Proceedings of the 4th International Conference on Data Warehousing and Knowledge Discovery
Stacking for Misclassification Cost Performance
AI '01 Proceedings of the 14th Biennial Conference of the Canadian Society on Computational Studies of Intelligence: Advances in Artificial Intelligence
Learning a Go Heuristic with TILDE
CG '00 Revised Papers from the Second International Conference on Computers and Games
Some Elements of Machine Learning (Extended Abstract)
ILP '99 Proceedings of the 9th International Workshop on Inductive Logic Programming
An Automated ILP Server in the Field of Bioinformatics
ILP '01 Proceedings of the 11th International Conference on Inductive Logic Programming
Toward Bayesian Classifiers with Accurate Probabilities
PAKDD '02 Proceedings of the 6th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
P-tree classification of yeast gene deletion data
ACM SIGKDD Explorations Newsletter
Knowledge evaluation: statistical evaluations
Handbook of data mining and knowledge discovery
Industry: adaptive fraud detection
Handbook of data mining and knowledge discovery
Tree Induction for Probability-Based Ranking
Machine Learning
Fundamenta Informaticae
Complexity in the case against accuracy estimation
Theoretical Computer Science
Improved Rooftop Detection in Aerial Images with Machine Learning
Machine Learning
Benefitting from the variables that variable selection discards
The Journal of Machine Learning Research
Tree induction vs. logistic regression: a learning-curve analysis
The Journal of Machine Learning Research
Comparing Naive Bayes, Decision Trees, and SVM with AUC and Accuracy
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
Impact Studies and Sensitivity Analysis in Medical Data Mining with ROC-based Genetic Learning
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
Information awareness: a prospective technical assessment
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
Active Sampling for Class Probability Estimation and Ranking
Machine Learning
A Case Study of Applying Boosting Naive Bayes to Claim Fraud Diagnosis
IEEE Transactions on Knowledge and Data Engineering
Machine learning in low-level microarray analysis
ACM SIGKDD Explorations Newsletter
"In vivo" spam filtering: a challenge problem for KDD
ACM SIGKDD Explorations Newsletter
Measuring normality in HTTP traffic for anomaly-based intrusion detection
Computer Networks: The International Journal of Computer and Telecommunications Networking
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
Evaluation of decision trees: a multi-criteria approach
Computers and Operations Research
Cyclic pattern kernels for predictive graph mining
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Shape-Based Recognition of Wiry Objects
IEEE Transactions on Pattern Analysis and Machine Intelligence
Using AUC and Accuracy in Evaluating Learning Algorithms
IEEE Transactions on Knowledge and Data Engineering
Enhancing the lift under budget constraints: an application in the mutual fund industry
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Integration of profile hidden Markov model output into association rule mining
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Regression error characteristic surfaces
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Improving classifier utility by altering the misclassification cost ratio
UBDM '05 Proceedings of the 1st international workshop on Utility-based data mining
UBDM '05 Proceedings of the 1st international workshop on Utility-based data mining
Cost-sensitive classifier evaluation
UBDM '05 Proceedings of the 1st international workshop on Utility-based data mining
ROC confidence bands: an empirical evaluation
ICML '05 Proceedings of the 22nd international conference on Machine learning
Augmenting naive Bayes for ranking
ICML '05 Proceedings of the 22nd international conference on Machine learning
Learning Instance Greedily Cloning Naive Bayes for Ranking
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
Distance-Based Detection and Prediction of Outliers
IEEE Transactions on Knowledge and Data Engineering
Ordering and Finding the Best of K2 Supervised Learning Algorithms
IEEE Transactions on Pattern Analysis and Machine Intelligence
The relationship between Precision-Recall and ROC curves
ICML '06 Proceedings of the 23rd international conference on Machine learning
An introduction to ROC analysis
Pattern Recognition Letters - Special issue: ROC analysis in pattern recognition
Learning probabilistic decision trees for AUC
Pattern Recognition Letters - Special issue: ROC analysis in pattern recognition
Exploiting AUC for optimal linear combinations of dichotomizers
Pattern Recognition Letters - Special issue: ROC analysis in pattern recognition
The reusability of induced knowledge for the automatic semantic markup of taxonomic descriptions
Journal of the American Society for Information Science and Technology
Extracting Actionable Knowledge from Decision Trees
IEEE Transactions on Knowledge and Data Engineering
Classifier evaluation under limited resources
Pattern Recognition Letters
Extracting drug utilization knowledge using self-organizing map and rough set theory
Expert Systems with Applications: An International Journal
Metadata and its impact on libraries: Book Reviews
Journal of the American Society for Information Science and Technology
Post-pruning in decision tree induction using multiple performance measures
Computers and Operations Research
Online supervised spam filter evaluation
ACM Transactions on Information Systems (TOIS)
Integrating Naïve Bayes and FOIL
The Journal of Machine Learning Research
Rule Extraction from Support Vector Machines: A Sequential Covering Approach
IEEE Transactions on Knowledge and Data Engineering
On the Dimensionality of Face Space
IEEE Transactions on Pattern Analysis and Machine Intelligence
Mining data from intensive care patients
Advanced Engineering Informatics
Evaluating and Tuning Predictive Data Mining Models Using Receiver Operating Characteristic Curves
Journal of Management Information Systems
Email answering assistance by semi-supervised text classification
Intelligent Data Analysis
A review of associative classification mining
The Knowledge Engineering Review
A framework for detection and measurement of phishing attacks
Proceedings of the 2007 ACM workshop on Recurring malcode
A parallel genetic local search algorithm for intrusion detection in computer networks
Engineering Applications of Artificial Intelligence
Information-theoretic inference of large transcriptional regulatory networks
EURASIP Journal on Bioinformatics and Systems Biology
Post-pruning in regression tree induction: An integrated approach
Expert Systems with Applications: An International Journal
Mining software repositories for comprehensible software fault prediction models
Journal of Systems and Software
Detection of stock price movements using chance discovery and genetic programming
International Journal of Knowledge-based and Intelligent Engineering Systems - Chance discovery
About the relationship between ROC curves and Cohen's kappa
Engineering Applications of Artificial Intelligence
Instance weighting versus threshold adjusting for cost-sensitive classification
Knowledge and Information Systems
A New Probabilistic Approach in Rank Regression with Optimal Bayesian Partitioning
The Journal of Machine Learning Research
A critical analysis of variants of the AUC
Machine Learning
A multifactor approach to student model evaluation
User Modeling and User-Adapted Interaction
PRIE: a system for generating rulelists to maximize ROC performance
Data Mining and Knowledge Discovery
Automatically countering imbalance and its empirical relationship to cost
Data Mining and Knowledge Discovery
Evaluation and Extension of the AISEC Email Classification System
ICARIS '08 Proceedings of the 7th international conference on Artificial Immune Systems
Naive Bayes for optimal ranking
Journal of Experimental & Theoretical Artificial Intelligence
Developing a bioaerosol detector using hybrid genetic fuzzy systems
Engineering Applications of Artificial Intelligence
Incorporating domain knowledge into data mining classifiers: An application in indirect lending
Decision Support Systems
Selection of human embryos for transfer by Bayesian classifiers
Computers in Biology and Medicine
The task of guiding in adaptive recommender systems
Expert Systems with Applications: An International Journal
Boosting and measuring the performance of ensembles for a successful database marketing
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
An efficient algorithm for learning to rank from preference graphs
Machine Learning
EvoBIO '09 Proceedings of the 7th European Conference on Evolutionary Computation, Machine Learning and Data Mining in Bioinformatics
Information Market-Based Decision Fusion
Management Science
Artificial Intelligence in Medicine
The ROC isometrics approach to construct reliable classifiers
Intelligent Data Analysis
Tuning Data Mining Methods for Cost-Sensitive Regression: A Study in Loan Charge-Off Forecasting
Journal of Management Information Systems
Quantification and semi-supervised classification methods for handling changes in class distribution
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery 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
Evaluation Methods for Ordinal Classification
Canadian AI '09 Proceedings of the 22nd Canadian Conference on Artificial Intelligence: Advances in Artificial Intelligence
Efficient AUC Maximization with Regularized Least-Squares
Proceedings of the 2008 conference on Tenth Scandinavian Conference on Artificial Intelligence: SCAI 2008
Learning decision tree for ranking
Knowledge and Information Systems
Quantifying the impact of learning algorithm parameter tuning
AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1
Using uncertain chemical and thermal data to predict product quality in a casting process
Proceedings of the 1st ACM SIGKDD Workshop on Knowledge Discovery from Uncertain Data
Representing conditional independence using decision trees
AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 2
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
Constructing new and better evaluation measures for machine learning
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
AUC: a statistically consistent and more discriminating measure than accuracy
IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence
Active learning for class probability estimation and ranking
IJCAI'01 Proceedings of the 17th international joint conference on Artificial intelligence - Volume 2
Learning from imbalanced data in surveillance of nosocomial infection
Artificial Intelligence in Medicine
Knowledge discovery from imbalanced and noisy data
Data & Knowledge Engineering
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Irregularity detection on low tension electric installations by neural network ensembles
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Learning influence probabilities in social networks
Proceedings of the third ACM international conference on Web search and data mining
Pattern classification with class probability output network
IEEE Transactions on Neural Networks
Evolutionary data analysis for the class imbalance problem
Intelligent Data Analysis
Ensemble classification based on generalized additive models
Computational Statistics & Data Analysis
A symbolic fault-prediction model based on multiobjective particle swarm optimization
Journal of Systems and Software
Detecting visually similar Web pages: Application to phishing detection
ACM Transactions on Internet Technology (TOIT)
CSNL: A cost-sensitive non-linear decision tree algorithm
ACM Transactions on Knowledge Discovery from Data (TKDD)
AUC: a better measure than accuracy in comparing learning algorithms
AI'03 Proceedings of the 16th Canadian society for computational studies of intelligence conference on Advances in artificial intelligence
Biological network inference using redundancy analysis
BIRD'07 Proceedings of the 1st international conference on Bioinformatics research and development
An empirical boosting scheme for ROC-based genetic programming classifiers
EuroGP'07 Proceedings of the 10th European conference on Genetic programming
Learning locally weighted C4.4 for class probability estimation
DS'07 Proceedings of the 10th international conference on Discovery science
Training multiclass classifiers by maximizing the volume under the ROC surface
EUROCAST'07 Proceedings of the 11th international conference on Computer aided systems theory
Order based genetic algorithms for the search of approximate entropy reducts
RSFDGrC'03 Proceedings of the 9th international conference on Rough sets, fuzzy sets, data mining, and granular computing
When to choose an ensemble classifier model for data mining
International Journal of Business Intelligence and Data Mining
Evaluating learning algorithms and classifiers
International Journal of Intelligent Information and Database Systems
An ensemble-based evolutionary framework for coping with distributed intrusion detection
Genetic Programming and Evolvable Machines
Automatic detection of users' skill levels using high-frequency user interface events
User Modeling and User-Adapted Interaction
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Using Crowdsourcing and Active Learning to Track Sentiment in Online Media
Proceedings of the 2010 conference on ECAI 2010: 19th European Conference on Artificial Intelligence
Building comprehensible customer churn prediction models with advanced rule induction techniques
Expert Systems with Applications: An International Journal
Learning the importance of latent topics to discover highly influential news items
KI'10 Proceedings of the 33rd annual German conference on Advances in artificial intelligence
Performance metrics for activity recognition
ACM Transactions on Intelligent Systems and Technology (TIST)
How good is your blind spot sampling policy
HASE'04 Proceedings of the Eighth IEEE international conference on High assurance systems engineering
Rule extraction from support vector machines: A review
Neurocomputing
Expert Systems with Applications: An International Journal
Computational Statistics & Data Analysis
Induction and pruning of classification rules for prediction of microseismic hazards in coal mines
Expert Systems with Applications: An International Journal
Ensembles of probability estimation trees for customer churn prediction
IEA/AIE'10 Proceedings of the 23rd international conference on Industrial engineering and other applications of applied intelligent systems - Volume Part II
Hybrid detection of application layer attacks using Markov models for normality and attacks
ICICS'10 Proceedings of the 12th international conference on Information and communications security
Learning random forests for ranking
Frontiers of Computer Science in China
Training linear ranking SVMs in linearithmic time using red-black trees
Pattern Recognition Letters
Area under the ROC curve by bubble-sort approach (BSA)
ACMOS'05 Proceedings of the 7th WSEAS international conference on Automatic control, modeling and simulation
Can network characteristics detect spam effectively in a stand-alone enterprise?
PAM'11 Proceedings of the 12th international conference on Passive and active measurement
An empirical evaluation of rotation-based ensemble classifiers for customer churn prediction
Expert Systems with Applications: An International Journal
A comparative analysis of methods for probability estimation tree
WSEAS Transactions on Computers
IWCIA'11 Proceedings of the 14th international conference on Combinatorial image analysis
Exploiting place features in link prediction on location-based social networks
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
IbPRIA'11 Proceedings of the 5th Iberian conference on Pattern recognition and image analysis
Improving k nearest neighbor with exemplar generalization for imbalanced classification
PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part II
Categorization of wikipedia articles with spectral clustering
IDEAL'11 Proceedings of the 12th international conference on Intelligent data engineering and automated learning
Tuning expert systems for cost-sensitive decisions
Advances in Artificial Intelligence
A Bayesian network classifier that combines a finite mixture model and a naïve bayes model
UAI'99 Proceedings of the Fifteenth conference on Uncertainty in artificial intelligence
An alternative to ROC and AUC analysis of classifiers
IDA'11 Proceedings of the 10th international conference on Advances in intelligent data analysis X
AUC-Based linear combination of dichotomizers
SSPR'06/SPR'06 Proceedings of the 2006 joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
Applying REC analysis to ensembles of sigma-point kalman filters
ICANN'06 Proceedings of the 16th international conference on Artificial Neural Networks - Volume Part II
Testing the fraud detection ability of different user profiles by means of FF-NN classifiers
ICANN'06 Proceedings of the 16th international conference on Artificial Neural Networks - Volume Part II
Improving the ranking performance of decision trees
ECML'06 Proceedings of the 17th European conference on Machine Learning
Many are better than one: improving probabilistic estimates from decision trees
MLCW'05 Proceedings of the First international conference on Machine Learning Challenges: evaluating Predictive Uncertainty Visual Object Classification, and Recognizing Textual Entailment
Markov blankets and meta-heuristics search: sentiment extraction from unstructured texts
WebKDD'04 Proceedings of the 6th international conference on Knowledge Discovery on the Web: advances in Web Mining and Web Usage Analysis
Plugged in to the community: social motivators in online goal-setting groups
Proceedings of the 5th International Conference on Communities and Technologies
Artificial Intelligence Review
Severe class imbalance: why better algorithms aren't the answer
ECML'05 Proceedings of the 16th European conference on Machine Learning
Calculation of a composite DET curve
AVBPA'05 Proceedings of the 5th international conference on Audio- and Video-Based Biometric Person Authentication
Estimating the ROC curve of linearly combined dichotomizers
ICIAP'05 Proceedings of the 13th international conference on Image Analysis and Processing
Robustness of classifiers to changing environments
AI'10 Proceedings of the 23rd Canadian conference on Advances in Artificial Intelligence
ITWP'03 Proceedings of the 2003 international conference on Intelligent Techniques for Web Personalization
Evolving neural networks with maximum AUC for imbalanced data classification
HAIS'10 Proceedings of the 5th international conference on Hybrid Artificial Intelligence Systems - Volume Part I
Expert Systems with Applications: An International Journal
Learning tree augmented naive bayes for ranking
DASFAA'05 Proceedings of the 10th international conference on Database Systems for Advanced Applications
Cost-Sensitive design of claim fraud screens
ICDM'04 Proceedings of the 4th international conference on Advances in Data Mining: applications in Image Mining, Medicine and Biotechnology, Management and Environmental Control, and Telecommunications
The repository method for chance discovery in financial forecasting
KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part III
What do you want to do next: a novel approach for intent prediction in gaze-based interaction
Proceedings of the Symposium on Eye Tracking Research and Applications
Segmental parameterisation and statistical modelling of e-mail headers for spam detection
Information Sciences: an International Journal
Artificial Intelligence in Medicine
Probabilistic inference trees for classification and ranking
AI'06 Proceedings of the 19th international conference on Advances in Artificial Intelligence: Canadian Society for Computational Studies of Intelligence
Discrimination-Based criteria for the evaluation of classifiers
FQAS'06 Proceedings of the 7th international conference on Flexible Query Answering Systems
Feature weighted minimum distance classifier with multi-class confidence estimation
AI'06 Proceedings of the 19th Australian joint conference on Artificial Intelligence: advances in Artificial Intelligence
Handling concept drift via ensemble and class distribution estimation technique
ADMA'11 Proceedings of the 7th international conference on Advanced Data Mining and Applications - Volume Part II
A normal distribution-based over-sampling approach to imbalanced data classification
ADMA'11 Proceedings of the 7th international conference on Advanced Data Mining and Applications - Volume Part I
An empirical evaluation of bagging with different algorithms on imbalanced data
ADMA'11 Proceedings of the 7th international conference on Advanced Data Mining and Applications - Volume Part I
Preoperative prediction of malignancy of ovarian tumors using least squares support vector machines
Artificial Intelligence in Medicine
The problem of bias in training data in regression problems in medical decision support
Artificial Intelligence in Medicine
Using a shallow linguistic kernel for drug-drug interaction extraction
Journal of Biomedical Informatics
Performance of classification models from a user perspective
Decision Support Systems
Reactive index replication for distributed search engines
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Customer event history for churn prediction: How long is long enough?
Expert Systems with Applications: An International Journal
Sequential manifold learning for efficient churn prediction
Expert Systems with Applications: An International Journal
Curvelet-based texture description to classify intact and damaged boar spermatozoa
ICIAR'12 Proceedings of the 9th international conference on Image Analysis and Recognition - Volume Part II
SHACUN: semi-supervised hierarchical active clustering based on ranking constraints
ICDM'12 Proceedings of the 12th Industrial conference on Advances in Data Mining: applications and theoretical aspects
Performing groupization in data warehouses: which discriminating criterion to select?
NLDB'12 Proceedings of the 17th international conference on Applications of Natural Language Processing and Information Systems
Fundamenta Informaticae
Computer Methods and Programs in Biomedicine
Texture and moments-based classification of the acrosome integrity of boar spermatozoa images
Computer Methods and Programs in Biomedicine
Personal and Ubiquitous Computing
Kernel Factory: An ensemble of kernel machines
Expert Systems with Applications: An International Journal
A new evaluation measure for imbalanced datasets
AusDM '08 Proceedings of the 7th Australasian Data Mining Conference - Volume 87
Coarse-to-fine multiclass learning and classification for time-critical domains
Pattern Recognition Letters
Enhanced anomaly detection in wire ropes by combining structure and appearance
Pattern Recognition Letters
Predictive model performance: offline and online evaluations
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Exploiting innocuous activity for correlating users across sites
Proceedings of the 22nd international conference on World Wide Web
A granular neural network: Performance analysis and application to re-granulation
International Journal of Approximate Reasoning
Computers in Biology and Medicine
An Inference Engine for Estimating Outside States of Clinical Test Items
ACM Transactions on Management Information Systems (TMIS)
Towards effective prioritizing water pipe replacement and rehabilitation
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Learning attribute weighted AODE for ROC area ranking
International Journal of Information and Communication Technology
Computer Networks: The International Journal of Computer and Telecommunications Networking
A method for evaluation of learning components
Automated Software Engineering
Accurate and robust localization of duplicated region in copy---move image forgery
Machine Vision and Applications
Estimation of a Priori Decision Threshold for Collocations Extraction: An Empirical Study
International Journal of Information Technology and Web Engineering
ROC analysis of classifiers in machine learning: A survey
Intelligent Data Analysis
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