OHSUMED: an interactive retrieval evaluation and new large test collection for research
SIGIR '94 Proceedings of the 17th annual international ACM SIGIR conference on Research and development in information retrieval
Noise reduction in a statistical approach to text categorization
SIGIR '95 Proceedings of the 18th annual international ACM SIGIR conference on Research and development in information retrieval
A decision-theoretic generalization of on-line learning and an application to boosting
Journal of Computer and System Sciences - Special issue: 26th annual ACM symposium on the theory of computing & STOC'94, May 23–25, 1994, and second annual Europe an conference on computational learning theory (EuroCOLT'95), March 13–15, 1995
Distributional clustering of words for text classification
Proceedings of the 21st annual international ACM SIGIR conference on Research and development in information retrieval
Probabilistic latent semantic indexing
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
Improved Boosting Algorithms Using Confidence-rated Predictions
Machine Learning - The Eleventh Annual Conference on computational Learning Theory
Exploiting generative models in discriminative classifiers
Proceedings of the 1998 conference on Advances in neural information processing systems II
BoosTexter: A Boosting-based Systemfor Text Categorization
Machine Learning - Special issue on information retrieval
Unsupervised learning by probabilistic latent semantic analysis
Machine Learning
On feature distributional clustering for text categorization
Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval
Introduction to Modern Information Retrieval
Introduction to Modern Information Retrieval
Text Categorization with Suport Vector Machines: Learning with Many Relevant Features
ECML '98 Proceedings of the 10th European Conference on Machine Learning
ICML '01 Proceedings of the Eighteenth International Conference on Machine Learning
An Efficient Boosting Algorithm for Combining Preferences
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
ProbMap -- A probabilistic approach for mapping large document collections
Intelligent Data Analysis
Learning the Kernel Matrix with Semidefinite Programming
The Journal of Machine Learning Research
Web taxonomy integration through co-bootstrapping
Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
Bayesian network model for semi-structured document classification
Information Processing and Management: an International Journal - Special issue: Bayesian networks and information retrieval
NEWPAR: an automatic feature selection and weighting schema for category ranking
Proceedings of the 2006 ACM symposium on Document engineering
Text classification improved through multigram models
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
Using bag-of-concepts to improve the performance of support vector machines in text categorization
COLING '04 Proceedings of the 20th international conference on Computational Linguistics
Towards automatic extraction of event and place semantics from flickr tags
SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
Improvement of behavior detection by dynamic threshold
DNCOCO'07 Proceedings of the 9th WSEAS International Conference on Data Networks, Communications, Computers
Proceedings of the 17th international conference on World Wide Web
Semantic representation of multimedia content: Knowledge representation and semantic indexing
Multimedia Tools and Applications
Personalizing Threshold Values on Behavior Detection with Collaborative Filtering
UIC '08 Proceedings of the 5th international conference on Ubiquitous Intelligence and Computing
Dynamic threshold determination for stable behavior detection
WSEAS Transactions on Computers
Methods for extracting place semantics from Flickr tags
ACM Transactions on the Web (TWEB)
A density-based method for adaptive LDA model selection
Neurocomputing
Information Retrieval
Expert Systems with Applications: An International Journal
Web Search Clustering and Labeling with Hidden Topics
ACM Transactions on Asian Language Information Processing (TALIP)
Automatic Detecting Documents Containing Personal Health Information
AIME '09 Proceedings of the 12th Conference on Artificial Intelligence in Medicine: Artificial Intelligence in Medicine
Classifying Amharic news text using self-organizing maps
Semitic '05 Proceedings of the ACL Workshop on Computational Approaches to Semitic Languages
Keepin' it real: semi-supervised learning with realistic tuning
SemiSupLearn '09 Proceedings of the NAACL HLT 2009 Workshop on Semi-Supervised Learning for Natural Language Processing
Wikipedia-based semantic interpretation for natural language processing
Journal of Artificial Intelligence Research
Weakly-Supervised Violence Detection in Movies with Audio and Video Based Co-training
PCM '09 Proceedings of the 10th Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing
Learning to integrate web taxonomies
Web Semantics: Science, Services and Agents on the World Wide Web
An evaluation of text retrieval methods for similarity search of multi-dimensional NMR-spectra
BIRD'07 Proceedings of the 1st international conference on Bioinformatics research and development
Behavior detection based on touched objects with dynamic threshold determination model
EuroSSC'07 Proceedings of the 2nd European conference on Smart sensing and context
Coordinate model for text categorization
Transactions on edutainment V
Boosting for text classification with semantic features
WebKDD'04 Proceedings of the 6th international conference on Knowledge Discovery on the Web: advances in Web Mining and Web Usage Analysis
Application of text categorization to astronomy field
NLDB'05 Proceedings of the 10th international conference on Natural Language Processing and Information Systems
Knowledge evolution course discovery in a professional virtual community
Knowledge-Based Systems
A three-phase method for patent classification
Information Processing and Management: an International Journal
Methods for extracting place semantics from Flickr tags
ACM Transactions on the Web (TWEB)
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Term-based representations of documents have found wide-spread use in information retrieval. However, one of the main shortcomings of such methods is that they largely disregard lexical semantics and, as a consequence, are not sufficiently robust with respect to variations in word usage.In this paper we investigate the use of concept-based document representations to supplement word- or phrase-based features. The utilized concepts are automatically extracted from documents via probabilistic latent semantic analysis. We propose to use AdaBoost to optimally combine weak hypotheses based on both types of features. Experimental results on standard benchmarks confirm the validity of our approach, showing that AdaBoost achieves consistent improvements by including additional semantic features in the learned ensemble.