Partially Supervised Classification of Text Documents

Research activities in database management and information retrieval at University of Illinois at Chicago

ACM SIGMOD Record

General MC: Estimating Boundary of Positive Class from Small Positive Data

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

Building Text Classifiers Using Positive and Unlabeled Examples

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

Exploiting Unlabeled Data for Improving Accuracy of Predictive Data Mining

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

PEBL: Web Page Classification without Negative Examples

IEEE Transactions on Knowledge and Data Engineering

Domain-Specific Web Search with Keyword Spices

IEEE Transactions on Knowledge and Data Engineering

Clustering documents in a web directory

WIDM '03 Proceedings of the 5th ACM international workshop on Web information and data management

Cross-training: learning probabilistic mappings between topics

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

Text classification from positive and unlabeled documents

CIKM '03 Proceedings of the twelfth international conference on Information and knowledge management

Bootstrapping for hierarchical document classification

CIKM '03 Proceedings of the twelfth international conference on Information and knowledge management

Dealing with different distributions in learning from

Proceedings of the 13th international World Wide Web conference on Alternate track papers & posters

Text Classification without Labeled Negative Documents

ICDE '05 Proceedings of the 21st International Conference on Data Engineering

Clustering documents into a web directory for bootstrapping a supervised classification

Data & Knowledge Engineering - Special issue: WIDM 2003

Text Classification without Negative Examples Revisit

IEEE Transactions on Knowledge and Data Engineering

Single-Class Classification with Mapping Convergence

Machine Learning

A partially supervised classification approach to dominant and recessive human disease gene prediction

Computer Methods and Programs in Biomedicine

Using the revised EM algorithm to remove noisy data for improving the one-against-the-rest method in binary text classification

Information Processing and Management: an International Journal

Mining User preference using Spy voting for search engine personalization

ACM Transactions on Internet Technology (TOIT)

An integrated system for building enterprise taxonomies

Information Retrieval

Learning Bayesian classifiers from positive and unlabeled examples

Pattern Recognition Letters

A two-step classification approach to unsupervised record linkage

AusDM '07 Proceedings of the sixth Australasian conference on Data mining and analytics - Volume 70

Effective spam filtering: A single-class learning and ensemble approach

Decision Support Systems

Automatic medical image annotation and retrieval

Neurocomputing

SVM based adaptive learning method for text classification from positive and unlabeled documents

Knowledge and Information Systems

PE-PUC: A Graph Based PU-Learning Approach for Text Classification

MLDM '07 Proceedings of the 5th international conference on Machine Learning and Data Mining in Pattern Recognition

A Novel Text Classification Approach Based on Enhanced Association Rule

ADMA '07 Proceedings of the 3rd international conference on Advanced Data Mining and Applications

Learning to Classify Documents with Only a Small Positive Training Set

ECML '07 Proceedings of the 18th European conference on Machine Learning

Text classification from unlabeled documents with bootstrapping and feature projection techniques

Information Processing and Management: an International Journal

Unsupervised Text Learning Based on Context Mixture Model with Dirichlet Prior

Advanced Web and NetworkTechnologies, and Applications

Classification techniques with minimal labelling effort and application to medical reports

International Journal of Data Mining and Bioinformatics

Cool Blog Classification from Positive and Unlabeled Examples

PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining

Building a Text Classifier by a Keyword and Unlabeled Documents

PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining

Feature subset selection from positive and unlabelled examples

Pattern Recognition Letters

Semi-Supervised Text Classification Using Positive and Unlabeled Data

Proceedings of the 2006 conference on Advances in Intelligent IT: Active Media Technology 2006

Overcoming small-size training set problem in content-based recommendation: a collaboration-based training set expansion approach

Proceedings of the 11th International Conference on Electronic Commerce

Text classification by labeling words

AAAI'04 Proceedings of the 19th national conference on Artifical intelligence

Building a Text Classifier by a Keyword and Wikipedia Knowledge

ADMA '09 Proceedings of the 5th International Conference on Advanced Data Mining and Applications

Transferring naive bayes classifiers for text classification

AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 1

Identifying protein interaction abstracts with contextual bag of words

AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 2

Learning to identify unexpected instances in the test set

IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence

SVMC: single-class classification with support vector machines

IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence

Learning to classify texts using positive and unlabeled data

IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence

Active learning in partially supervised classification

Proceedings of the 18th ACM conference on Information and knowledge management

Content based image retrieval using unclean positive examples

IEEE Transactions on Image Processing

Multimedia search with pseudo-relevance feedback

CIVR'03 Proceedings of the 2nd international conference on Image and video retrieval

A rough set approach to classifying web page without negative examples

PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining

Large-scale bot detection for search engines

Proceedings of the 19th international conference on World wide web

Combining relations for information extraction from free text

ACM Transactions on Information Systems (TOIS)

Best-match method used in co-training algorithm

PAKDD'07 Proceedings of the 2007 international conference on Emerging technologies in knowledge discovery and data mining

A novel reliable negative method based on clustering for learning from positive and unlabeled examples

AIRS'08 Proceedings of the 4th Asia information retrieval conference on Information retrieval technology

A framework for modeling positive class expansion with single snapshot

PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining

Automatic training example selection for scalable unsupervised record linkage

PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining

Distributional similarity vs. PU learning for entity set expansion

ACLShort '10 Proceedings of the ACL 2010 Conference Short Papers

Negative training data can be harmful to text classification

EMNLP '10 Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing

Rough set and ensemble learning based semi-supervised algorithm for text classification

Expert Systems with Applications: An International Journal

A survey of recent trends in one class classification

AICS'09 Proceedings of the 20th Irish conference on Artificial intelligence and cognitive science

Semi-Supervised Novelty Detection

The Journal of Machine Learning Research

Learning latent variable models from distributed and abstracted data

Information Sciences: an International Journal

Applying machine learning in accounting research

Expert Systems with Applications: An International Journal

Entity set expansion using topic information

HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies: short papers - Volume 2

Editorial: Classifying text streams by keywords using classifier ensemble

Data & Knowledge Engineering

Mining partially annotated images

Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining

Bayesian classifiers for positive unlabeled learning

WAIM'11 Proceedings of the 12th international conference on Web-age information management

A pairwise ranking based approach to learning with positive and unlabeled examples

Proceedings of the 20th ACM international conference on Information and knowledge management

A biological text retrieval system based on background knowledge and user feedback

VDMB'06 Proceedings of the First international conference on Data Mining and Bioinformatics

Extracting initial and reliable negative documents to enhance classification performance

KDLL'06 Proceedings of the 2006 international conference on Knowledge Discovery in Life Science Literature

Comparison of documents classification techniques to classify medical reports

PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining

Spying out accurate user preferences for search engine adaptation

WebKDD'04 Proceedings of the 6th international conference on Knowledge Discovery on the Web: advances in Web Mining and Web Usage Analysis

Learning to filter junk e-mail from positive and unlabeled examples

IJCNLP'04 Proceedings of the First international joint conference on Natural Language Processing

A framework for personalizing web search with concept-based user profiles

ACM Transactions on Internet Technology (TOIT)

A new approach for semi-supervised online news classification

HSI'05 Proceedings of the 3rd international conference on Human Society@Internet: web and Communication Technologies and Internet-Related Social Issues

Learning from positive and unlabeled examples with different data distributions

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

Partially supervised classification – based on weighted unlabeled samples support vector machine

ADMA'05 Proceedings of the First international conference on Advanced Data Mining and Applications

A new PU learning algorithm for text classification

MICAI'05 Proceedings of the 4th Mexican international conference on Advances in Artificial Intelligence

Event retrieval in video archives using rough set theory and partially supervised learning

Multimedia Tools and Applications

A cost-sensitive technique for positive-example learning supporting content-based product recommendations in B-to-C e-commerce

Decision Support Systems

Ensemble based positive unlabeled learning for time series classification

DASFAA'12 Proceedings of the 17th international conference on Database Systems for Advanced Applications - Volume Part I

Positive unlabeled learning for time series classification

IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two

Similarity-based approach for positive and unlabelled learning

IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two

Building high-performance classifiers using positive and unlabeled examples for text classification

ISNN'12 Proceedings of the 9th international conference on Advances in Neural Networks - Volume Part II

TwiSent: a multistage system for analyzing sentiment in twitter

Proceedings of the 21st ACM international conference on Information and knowledge management

IFME: information filtering by multiple examples with under-sampling in a digital library environment

Proceedings of the 13th ACM/IEEE-CS joint conference on Digital libraries

Heat pump detection from coarse grained smart meter data with positive and unlabeled learning

Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining

Combining one-class classifiers via meta learning

Proceedings of the 22nd ACM international conference on Conference on information & knowledge management

What users care about: a framework for social content alignment

IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence

Instance selection and instance weighting for cross-domain sentiment classification via PU learning

IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence

Transfer learning with one-class data

Pattern Recognition Letters

A bagging SVM to learn from positive and unlabeled examples

Pattern Recognition Letters