Discovering informative patterns and data cleaning

A framework for measuring changes in data characteristics

PODS '99 Proceedings of the eighteenth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems

Knowledge discovery in databases: tools and techniques

Crossroads - Special issue on networks and distributed systems

Support vector machines: hype or hallelujah?

ACM SIGKDD Explorations Newsletter - Special issue on “Scalable data mining algorithms”

Data filtering for automatic classification of rocks from reflectance spectra

Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining

Active learning in neural networks

New learning paradigms in soft computing

Gene Selection for Cancer Classification using Support Vector Machines

Machine Learning

Fast Discovery of Interesting Rules

PADKK '00 Proceedings of the 4th Pacific-Asia Conference on Knowledge Discovery and Data Mining, Current Issues and New Applications

Detecting Interesting Instances

Proceedings of the ESF Exploratory Workshop on Pattern Detection and Discovery

A hybrid approach to knowledge discovery from military health systems

Neural, Parallel & Scientific Computations - Special issue: Advances in intelligent systems and applications

A survey of evolutionary algorithms for data mining and knowledge discovery

Advances in evolutionary computing

Probabilistic Noise Identification and Data Cleaning

ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining

Distinctive Features of Minimization of a Risk Functional in Mass Data Sets

Cybernetics and Systems Analysis

Online Choice of Active Learning Algorithms

The Journal of Machine Learning Research

Class Noise vs. Attribute Noise: A Quantitative Study

Artificial Intelligence Review

Semisupervised Learning for Molecular Profiling

IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)

Data Clustering with Partial Supervision

Data Mining and Knowledge Discovery

Class noise vs. attribute noise: a quantitative study of their impacts

Artificial Intelligence Review

Bridging Local and Global Data Cleansing: Identifying Class Noise in Large, Distributed Data Datasets

Data Mining and Knowledge Discovery

Rule-Based Learning Systems for Support Vector Machines

Neural Processing Letters

Evaluating noise elimination techniques for software quality estimation

Intelligent Data Analysis

Classification in the presence of class noise using a probabilistic Kernel Fisher method

Pattern Recognition

Classification and filtering of spectra: A case study in mineralogy

Intelligent Data Analysis

A boosting approach to remove class label noise

International Journal of Hybrid Intelligent Systems - Hybrid Intelligent systems in Ensembles

Unsupervised data pruning for clustering of noisy data

Knowledge-Based Systems

Conceptual equivalence for contrast mining in classification learning

Data & Knowledge Engineering

Robust supervised classification with mixture models: Learning from data with uncertain labels

Pattern Recognition

Hardenability prediction of gear steel in refining process

CCDC'09 Proceedings of the 21st annual international conference on Chinese control and decision conference

Fuzzy semi-supervised support vector machines

MLDM'11 Proceedings of the 7th international conference on Machine learning and data mining in pattern recognition

Label noise-tolerant hidden Markov models for segmentation: application to ECGs

ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part I

Identifying mislabeled training data with the aid of unlabeled data

Applied Intelligence

Algorithms for finding and correcting four kinds of data mistakes in information table

KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part I

Improving generalization by data categorization

PKDD'05 Proceedings of the 9th European conference on Principles and Practice of Knowledge Discovery in Databases

A comparative study on improved fuzzy support vector machines and levenberg-marquardt-based BP network

ICIC'06 Proceedings of the 2006 international conference on Intelligent Computing - Volume Part I

Improved feature selection algorithm based on SVM and correlation

ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part I

Learning with local models

LPD'04 Proceedings of the 2004 international conference on Local Pattern Detection

Fuzzy support vector machines based on λ-cut

ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part I

Improving mining quality by exploiting data dependency

PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining

An evidential reasoning based classification algorithm and its application for face recognition with class noise

Pattern Recognition

A novel classification algorithm to noise data

ICSI'12 Proceedings of the Third international conference on Advances in Swarm Intelligence - Volume Part II

Asymmetric least squares support vector machine classifiers

Computational Statistics & Data Analysis

Estimating mutual information for feature selection in the presence of label noise

Computational Statistics & Data Analysis

Pointwise probability reinforcements for robust statistical inference

Neural Networks