Personalized information delivery: an analysis of information filtering methods
Communications of the ACM - Special issue on information filtering
An example-based mapping method for text categorization and retrieval
ACM Transactions on Information Systems (TOIS)
Combining labeled and unlabeled data with co-training
COLT' 98 Proceedings of the eleventh annual conference on Computational learning theory
Learning to extract symbolic knowledge from the World Wide Web
AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence
Semi-supervised support vector machines
Proceedings of the 1998 conference on Advances in neural information processing systems II
Text Classification from Labeled and Unlabeled Documents using EM
Machine Learning - Special issue on information retrieval
Analyzing the effectiveness and applicability of co-training
Proceedings of the ninth international conference on Information and knowledge management
Text Categorization with Suport Vector Machines: Learning with Many Relevant Features
ECML '98 Proceedings of the 10th European Conference on Machine Learning
Transductive Inference for Text Classification using Support Vector Machines
ICML '99 Proceedings of the Sixteenth International Conference on Machine Learning
Improving Short-Text Classification using Unlabeled Data for Classification Problems
ICML '00 Proceedings of the Seventeenth International Conference on Machine Learning
Machine learning in automated text categorisation
Machine learning in automated text categorisation
An infrastructure for open latent semantic linking
Proceedings of the thirteenth ACM conference on Hypertext and hypermedia
Integrating Background Knowledge into Nearest-Neighbor Text Classification
ECCBR '02 Proceedings of the 6th European Conference on Advances in Case-Based Reasoning
Combining clustering and co-training to enhance text classification using unlabelled data
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Learning similarity measures in non-orthogonal space
Proceedings of the thirteenth ACM international conference on Information and knowledge management
Application Resource Requirement Estimation in a Parallel-Pipeline Model of Execution
IEEE Transactions on Parallel and Distributed Systems
A framework for understanding latent semantic indexing (LSI) performance
Information Processing and Management: an International Journal - Special issue: Formal methods for information retrieval
Semantic indexing in structured peer-to-peer networks
Journal of Parallel and Distributed Computing
SOPHIA-TCBR: A knowledge discovery framework for textual case-based reasoning
Knowledge-Based Systems
Latent semantic analysis for text categorization using neural network
Knowledge-Based Systems
Web page classification: Features and algorithms
ACM Computing Surveys (CSUR)
Genetic algorithm for text clustering based on latent semantic indexing
Computers & Mathematics with Applications
Expert Systems with Applications: An International Journal
On robustness and domain adaptation using SVD for word sense disambiguation
COLING '08 Proceedings of the 22nd International Conference on Computational Linguistics - Volume 1
Supervised domain adaption for WSD
EACL '09 Proceedings of the 12th Conference of the European Chapter of the Association for Computational Linguistics
Wikipedia-based semantic interpretation for natural language processing
Journal of Artificial Intelligence Research
Supervised latent semantic indexing using adaptive sprinkling
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Evaluation of video news classification techniques for automatic content personalisation
International Journal of Advanced Media and Communication
Integrating background knowledge into text classification
IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence
Video news classification for automatic content personalization: a genetic algorithm based approach
Proceedings of the 14th Brazilian Symposium on Multimedia and the Web
Improving Text Classification Performance with Incremental Background Knowledge
ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part I
Domain kernels for text categorization
CONLL '05 Proceedings of the Ninth Conference on Computational Natural Language Learning
A framework for understanding Latent Semantic Indexing (LSI) performance
Information Processing and Management: an International Journal - Special issue: Formal methods for information retrieval
Comparability of LSI and human judgment in text analysis tasks
MMACTEE'09 Proceedings of the 11th WSEAS international conference on Mathematical methods and computational techniques in electrical engineering
Purging false negatives in cancer diagnosis using incremental active learning
IDEAL'11 Proceedings of the 12th international conference on Intelligent data engineering and automated learning
A propositional approach to textual case indexing
PKDD'05 Proceedings of the 9th European conference on Principles and Practice of Knowledge Discovery in Databases
AI'05 Proceedings of the 18th Canadian Society conference on Advances in Artificial Intelligence
ICSR'06 Proceedings of the 9th international conference on Reuse of Off-the-Shelf Components
Which should we try first? ranking information resources through query classification
FQAS'11 Proceedings of the 9th international conference on Flexible Query Answering Systems
Sprinkling: supervised latent semantic indexing
ECIR'06 Proceedings of the 28th European conference on Advances in Information Retrieval
Selective integration of background knowledge in TCBR systems
ICCBR'11 Proceedings of the 19th international conference on Case-Based Reasoning Research and Development
A two-stage feature selection method for text categorization
Computers & Mathematics with Applications
High performance query expansion using adaptive co-training
Information Processing and Management: an International Journal
A Heuristic Method for Learning Path Sequencing for Intelligent Tutoring System ITS in E-learning
International Journal of Intelligent Information Technologies
Enhancing short text clustering with small external repositories
AusDM '11 Proceedings of the Ninth Australasian Data Mining Conference - Volume 121
Parallel Training of An Improved Neural Network for Text Categorization
International Journal of Parallel Programming
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This paper presents work that uses Latent Semantic Indexing (LSI) for text classification. However, in addition to relying on labeled training data, we improve classification accuracy by also using unlabeled data and other forms of available "background" text in the classification process. Rather than performing LSI's singular value decomposition (SVD) process solely on the training data, we instead use an expanded term-by-document matrix that includes both the labeled data as well as any available and relevant background text. We report the performance of this approach on data sets both with and without the inclusion of the background text, and compare our work to other efforts that can incorporate unlabeled data and other background text in the classification process.