A training algorithm for optimal margin classifiers
COLT '92 Proceedings of the fifth annual workshop on Computational learning theory
Numerical recipes in C (2nd ed.): the art of scientific computing
Numerical recipes in C (2nd ed.): the art of scientific computing
The nature of statistical learning theory
The nature of statistical learning theory
Experiments in multilingual information retrieval using the SPIDER system
SIGIR '96 Proceedings of the 19th annual international ACM SIGIR conference on Research and development in information retrieval
Generalized vector spaces model in information retrieval
SIGIR '85 Proceedings of the 8th annual international ACM SIGIR conference on Research and development in information retrieval
Inductive learning algorithms and representations for text categorization
Proceedings of the seventh international conference on Information and knowledge management
Making large-scale support vector machine learning practical
Advances in kernel methods
Kernel principal component analysis
Advances in kernel methods
An introduction to support Vector Machines: and other kernel-based learning methods
An introduction to support Vector Machines: and other kernel-based learning methods
A vector space model for automatic indexing
Communications of the ACM
Text Categorization with Suport Vector Machines: Learning with Many Relevant Features
ECML '98 Proceedings of the 10th European Conference on Machine Learning
Ridge Regression Learning Algorithm in Dual Variables
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
Approximate Dimension Equalization in Vector-based Information Retrieval
ICML '00 Proceedings of the Seventeenth International Conference on Machine Learning
Support Vector Machines Based on a Semantic Kernel for Text Categorization
IJCNN '00 Proceedings of the IEEE-INNS-ENNS International Joint Conference on Neural Networks (IJCNN'00)-Volume 5 - Volume 5
Estimating the Support of a High-Dimensional Distribution
Neural Computation
Kernel independent component analysis
The Journal of Machine Learning Research
Query expansion using random walk models
Proceedings of the 14th ACM international conference on Information and knowledge management
Explanation-Augmented SVM: an approach to incorporating domain knowledge into SVM learning
ICML '05 Proceedings of the 22nd international conference on Machine learning
A web-based kernel function for measuring the similarity of short text snippets
Proceedings of the 15th international conference on World Wide Web
Latent linkage semantic kernels for collective classification of link data
Journal of Intelligent Information Systems
Using KCCA for Japanese---English cross-language information retrieval and document classification
Journal of Intelligent Information Systems
Dual diffusion model of spreading activation for content-based image retrieval
MIR '06 Proceedings of the 8th ACM international workshop on Multimedia information retrieval
An efficient algorithm for generalized discriminant analysis using incomplete Cholesky decomposition
Pattern Recognition Letters
Text classification: A least square support vector machine approach
Applied Soft Computing
Advanced learning algorithms for cross-language patent retrieval and classification
Information Processing and Management: an International Journal
The Pyramid Match Kernel: Efficient Learning with Sets of Features
The Journal of Machine Learning Research
Structure and semantics for expressive text kernels
Proceedings of the sixteenth ACM conference on Conference on information and knowledge management
A Concept Lattice-Based Kernel Method for Mining Knowledge in an M-Commerce System
ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Advances in Neural Networks
Stability Based Sparse LSI/PCA: Incorporating Feature Selection in LSI and PCA
ECML '07 Proceedings of the 18th European conference on Machine Learning
Document Clustering Using Incremental and Pairwise Approaches
Focused Access to XML Documents
Using domain-specific knowledge in generalization error bounds for support vector machine learning
Decision Support Systems
Semi-structured document categorization with a semantic kernel
Pattern Recognition
A Concept Lattice-Based Kernel for SVM Text Classification
ICFCA '09 Proceedings of the 7th International Conference on Formal Concept Analysis
Improving text classification by a sense spectrum approach to term expansion
CoNLL '09 Proceedings of the Thirteenth Conference on Computational Natural Language Learning
Extracting Related Words from Anchor Text Clusters by Focusing on the Page Designer's Intention
DEXA '09 Proceedings of the 20th International Conference on Database and Expert Systems Applications
Kernel latent semantic analysis using an information retrieval based kernel
Proceedings of the 18th ACM conference on Information and knowledge management
An autonomous assessment system based on combined latent semantic kernels
Expert Systems with Applications: An International Journal
Unified linear subspace approach to semantic analysis
Journal of the American Society for Information Science and Technology
An ordering of terms based on semantic relatedness
IWCS-8 '09 Proceedings of the Eighth International Conference on Computational Semantics
A Kernel-based feature weighting for text classification
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
A study of convolution tree kernel with local alignment
GEMS '09 Proceedings of the Workshop on Geometrical Models of Natural Language Semantics
Effective use of WordNet semantics via kernel-based learning
CONLL '05 Proceedings of the Ninth Conference on Computational Natural Language Learning
Combining visual features and text data for medical image retrieval using latent semantic kernels
Proceedings of the international conference on Multimedia information retrieval
Combined syntactic and semantic Kernels for text classification
ECIR'07 Proceedings of the 29th European conference on IR research
Document classification utilising ontologies and relations between documents
Proceedings of the Eighth Workshop on Mining and Learning with Graphs
Content-enriched classifier for web video classification
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Detecting Management Fraud in Public Companies
Management Science
EMNLP '10 Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing
Local visual patch for 3d shape retrieval
Proceedings of the ACM workshop on 3D object retrieval
XML data clustering: An overview
ACM Computing Surveys (CSUR)
A neural network for text representation
ICANN'05 Proceedings of the 15th international conference on Artificial neural networks: formal models and their applications - Volume Part II
Text representation in multi-label classification: two new input representations
ICANNGA'11 Proceedings of the 10th international conference on Adaptive and natural computing algorithms - Volume Part II
Learning discriminative projections for text similarity measures
CoNLL '11 Proceedings of the Fifteenth Conference on Computational Natural Language Learning
Latent topic models of surface syntactic information
AI*IA'11 Proceedings of the 12th international conference on Artificial intelligence around man and beyond
A semantic kernel to exploit linguistic knowledge
AI*IA'05 Proceedings of the 9th conference on Advances in Artificial Intelligence
An intelligent grading system using heterogeneous linguistic resources
IDEAL'05 Proceedings of the 6th international conference on Intelligent Data Engineering and Automated Learning
Kernel principal component analysis for large scale data set
ICIC'06 Proceedings of the 2006 international conference on Intelligent Computing - Volume Part I
AI'04 Proceedings of the 17th Australian joint conference on Advances in Artificial Intelligence
Efficient semantic kernel-based text classification using matching pursuit KFDA
ICONIP'11 Proceedings of the 18th international conference on Neural Information Processing - Volume Part II
Multimodal information spaces for content-based image retrieval
FDIA'09 Proceedings of the Third BCS-IRSG conference on Future Directions in Information Access
On the connections between explicit semantic analysis and latent semantic analysis
Proceedings of the 21st ACM international conference on Information and knowledge management
Wikipedia-based WSD for multilingual frame annotation
Artificial Intelligence
Combining structure and content similarities for XML document clustering
AusDM '08 Proceedings of the 7th Australasian Data Mining Conference - Volume 87
Improving ESA with document similarity
ECIR'13 Proceedings of the 35th European conference on Advances in Information Retrieval
Integration of Literature with Heterogeneous Information for Genes Correlation Scoring
ACM Journal on Emerging Technologies in Computing Systems (JETC) - Special Issue on Bioinformatics
Cross-modal social image clustering and tag cleansing
Journal of Visual Communication and Image Representation
Language independent semantic kernels for short-text classification
Expert Systems with Applications: An International Journal
Semantic smoothing for text clustering
Knowledge-Based Systems
Supervised word sense disambiguation using semantic diffusion kernel
Engineering Applications of Artificial Intelligence
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Kernel methods like support vector machines have successfully been used for text categorization. A standard choice of kernel function has been the inner product between the vector-space representation of two documents, in analogy with classical information retrieval (IR) approaches.Latent semantic indexing (LSI) has been successfully used for IR purposes as a technique for capturing semantic relations between terms and inserting them into the similarity measure between two documents. One of its main drawbacks, in IR, is its computational cost.In this paper we describe how the LSI approach can be implemented in a kernel-defined feature space.We provide experimental results demonstrating that the approach can significantly improve performance, and that it does not impair it.