A training algorithm for optimal margin classifiers
COLT '92 Proceedings of the fifth annual workshop on Computational learning theory
The nature of statistical learning theory
The nature of statistical learning theory
Making large-scale support vector machine learning practical
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
The Kernel-Adatron Algorithm: A Fast and Simple Learning Procedure for Support Vector Machines
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
Sparse Greedy Matrix Approximation for Machine Learning
ICML '00 Proceedings of the Seventeenth International Conference on Machine Learning
Input space versus feature space in kernel-based methods
IEEE Transactions on Neural Networks
A Kernel Approach for Learning from almost Orthogonal Patterns
ECML '02 Proceedings of the 13th European Conference on Machine Learning
A Kernel Approach for Learning from Almost Orthogonal Patterns
PKDD '02 Proceedings of the 6th European Conference on Principles of Data Mining and Knowledge Discovery
A Generalized Representer Theorem
COLT '01/EuroCOLT '01 Proceedings of the 14th Annual Conference on Computational Learning Theory and and 5th European Conference on Computational Learning Theory
Kernel independent component analysis
The Journal of Machine Learning Research
The Journal of Machine Learning Research
Kernel methods for relation extraction
The Journal of Machine Learning Research
Distributional word clusters vs. words for text categorization
The Journal of Machine Learning Research
A survey of kernels for structured data
ACM SIGKDD Explorations Newsletter
An optimized approach for KNN text categorization using P-trees
Proceedings of the 2004 ACM symposium on Applied computing
Matching SVM kernel's suitability to data characteristics using tree by fuzzy C-means clustering
Design and application of hybrid intelligent systems
Kernel-based discriminative learning algorithms for labeling sequences, trees, and graphs
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Kernels and Distances for Structured Data
Machine Learning
Extraction and classification of facemarks
Proceedings of the 10th international conference on Intelligent user interfaces
Fast String Kernels using Inexact Matching for Protein Sequences
The Journal of Machine Learning Research
Feature Space Interpretation of SVMs with Indefinite Kernels
IEEE Transactions on Pattern Analysis and Machine Intelligence
ACL '02 Proceedings of the 40th Annual Meeting on Association for Computational Linguistics
Fast methods for kernel-based text analysis
ACL '03 Proceedings of the 41st Annual Meeting on Association for Computational Linguistics - Volume 1
Hierarchical directed acyclic graph kernel: methods for structured natural language data
ACL '03 Proceedings of the 41st Annual Meeting on Association for Computational Linguistics - Volume 1
Support Vector Learning for Semantic Argument Classification
Machine Learning
Weighted decomposition kernels
ICML '05 Proceedings of the 22nd international conference on Machine learning
The Genetic Kernel Support Vector Machine: Description and Evaluation
Artificial Intelligence Review
Kernel methods for relation extraction
EMNLP '02 Proceedings of the ACL-02 conference on Empirical methods in natural language processing - Volume 10
Selecting text features for gene name classification: from documents to terms
BioMed '03 Proceedings of the ACL 2003 workshop on Natural language processing in biomedicine - Volume 13
Question classification using HDAG kernel
MultiSumQA '03 Proceedings of the ACL 2003 workshop on Multilingual summarization and question answering - Volume 12
Theoretical Computer Science
IEEE Transactions on Pattern Analysis and Machine Intelligence
A probabilistic model for text kernels
ICML '06 Proceedings of the 23rd international conference on Machine learning
ICML '06 Proceedings of the 23rd international conference on Machine learning
Fast and space efficient string kernels using suffix arrays
ICML '06 Proceedings of the 23rd international conference on Machine learning
Extracting key-substring-group features for text classification
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Convolution kernels with feature selection for natural language processing tasks
ACL '04 Proceedings of the 42nd Annual Meeting on Association for Computational Linguistics
A composite kernel to extract relations between entities with both flat and structured features
ACL-44 Proceedings of the 21st International Conference on Computational Linguistics and the 44th annual meeting of the Association for Computational Linguistics
Using string-kernels for learning semantic parsers
ACL-44 Proceedings of the 21st International Conference on Computational Linguistics and the 44th annual meeting of the Association for Computational Linguistics
Dependency-based sentence alignment for multiple document summarization
COLING '04 Proceedings of the 20th international conference on Computational Linguistics
Discriminative slot detection using kernel methods
COLING '04 Proceedings of the 20th international conference on Computational Linguistics
A maximum entropy word aligner for Arabic-English machine translation
HLT '05 Proceedings of the conference on Human Language Technology and Empirical Methods in Natural Language Processing
HLT '05 Proceedings of the conference on Human Language Technology and Empirical Methods in Natural Language Processing
Exploring syntactic features for relation extraction using a convolution tree kernel
HLT-NAACL '06 Proceedings of the main conference on Human Language Technology Conference of the North American Chapter of the Association of Computational Linguistics
Edit distance-based kernel functions for structural pattern classification
Pattern Recognition
Masquerade detection based on SVM and sequence-based user commands profile
ASIACCS '07 Proceedings of the 2nd ACM symposium on Information, computer and communications security
Kernel-Based Learning of Hierarchical Multilabel Classification Models
The Journal of Machine Learning Research
Dimensionality Reduction of Multimodal Labeled Data by Local Fisher Discriminant Analysis
The Journal of Machine Learning Research
Invariant kernel functions for pattern analysis and machine learning
Machine Learning
A hybrid convolution tree kernel for semantic role labeling
COLING-ACL '06 Proceedings of the COLING/ACL on Main conference poster sessions
Weighted kernel model for text categorization
AusDM '06 Proceedings of the fifth Australasian conference on Data mining and analystics - Volume 61
Length-weighted string kernels for sequence data classification
Pattern Recognition Letters
Acoustic Modelling Using Continuous Rational Kernels
Journal of VLSI Signal Processing Systems
A grid-based node split algorithm for managing current location data of moving objects
The Journal of Supercomputing
Modeling sequence evolution with kernel methods
Computational Optimization and Applications
Time-resolved spectrum kernel for biosonar target classification
SPPR'07 Proceedings of the Fourth conference on IASTED International Conference: Signal Processing, Pattern Recognition, and Applications
Distributional Similarity Model for Multi-modality Clustering in Social Media
WI-IATW '07 Proceedings of the 2007 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Workshops
Author identification: Using text sampling to handle the class imbalance problem
Information Processing and Management: an International Journal
Information Processing and Management: an International Journal
Kernel-based learning for biomedical relation extraction
Journal of the American Society for Information Science and Technology
Detecting worm variants using machine learning
CoNEXT '07 Proceedings of the 2007 ACM CoNEXT conference
Index based approach for categorizing online news articles
CEA'08 Proceedings of the 2nd WSEAS International Conference on Computer Engineering and Applications
Sequence kernels for predicting protein essentiality
Proceedings of the 25th international conference on Machine learning
Graph kernels between point clouds
Proceedings of the 25th international conference on Machine learning
Learning to sportscast: a test of grounded language acquisition
Proceedings of the 25th international conference on Machine learning
Linear-Time Computation of Similarity Measures for Sequential Data
The Journal of Machine Learning Research
Unsupervised learning of multilingual short message service (SMS) dialect from noisy examples
Proceedings of the second workshop on Analytics for noisy unstructured text data
Fast logistic regression for text categorization with variable-length n-grams
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Towards robust semantic role labeling
Computational Linguistics
High-order Markov kernels for intrusion detection
Neurocomputing
Kernels for Chemical Compounds in Biological Screening
ICANNGA '07 Proceedings of the 8th international conference on Adaptive and Natural Computing Algorithms, Part II
A New Type of Feature --- Loose N-Gram Feature in Text Categorization
IbPRIA '07 Proceedings of the 3rd Iberian conference on Pattern Recognition and Image Analysis, Part I
Equivalence Learning in Protein Classification
MLDM '07 Proceedings of the 5th international conference on Machine Learning and Data Mining in Pattern Recognition
Classification of Documents Based on the Structure of Their DOM Trees
Neural Information Processing
Table Based Single Pass Algorithm for Clustering News Articles in NewsPage.com
ICCSA '08 Proceedings of the international conference on Computational Science and Its Applications, Part II
The Impact of Noise in Spam Filtering: A Case Study
ICDM '08 Proceedings of the 8th industrial conference on Advances in Data Mining: Medical Applications, E-Commerce, Marketing, and Theoretical Aspects
CONCUR '08 Proceedings of the 19th international conference on Concurrency Theory
A Unified String Kernel for Biology Sequence
ICIC '08 Proceedings of the 4th international conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications - with Aspects of Artificial Intelligence
Using a Hybrid Convolution Tree Kernel for Semantic Role Labeling
ACM Transactions on Asian Language Information Processing (TALIP)
String Kernels Based on Variable-Length-Don't-Care Patterns
DS '08 Proceedings of the 11th International Conference on Discovery Science
A Graph-Based Approach for Sentiment Sentence Extraction
New Frontiers in Applied Data Mining
Neurocomputing
Psychiatric document retrieval using a discourse-aware model
Artificial Intelligence
CICLing '07 Proceedings of the 8th International Conference on Computational Linguistics and Intelligent Text Processing
Unleashing Pearson Correlation for Faithful Analysis of Biomedical Data
Similarity-Based Clustering
Component-based discriminative classification for hidden Markov models
Pattern Recognition
Fourier Domain Scoring with Document Structure Consideration
Proceedings of the 2006 conference on Advances in Intelligent IT: Active Media Technology 2006
Kernel-based relation extraction from investigative data
Proceedings of The Third Workshop on Analytics for Noisy Unstructured Text Data
Locality kernels for sequential data and their applications to parse ranking
Applied Intelligence
Classification of silhouettes using contour fragments
Computer Vision and Image Understanding
A New Fuzzy Hierarchical Classification Based on SVM for Text Categorization
ICIAR '09 Proceedings of the 6th International Conference on Image Analysis and Recognition
Transforming meaning representation grammars to improve semantic parsing
CoNLL '08 Proceedings of the Twelfth Conference on Computational Natural Language Learning
Learnable similarity functions and their applications to clustering and record linkage
AAAI'04 Proceedings of the 19th national conference on Artifical intelligence
A local alignment kernel in the context of NLP
COLING '08 Proceedings of the 22nd International Conference on Computational Linguistics - Volume 1
Maytag: a multi-staged approach to identifying complex events in textual data
EACL '06 Proceedings of the Eleventh Conference of the European Chapter of the Association for Computational Linguistics: Posters & Demonstrations
Using lexical and relational similarity to classify semantic relations
EACL '09 Proceedings of the 12th Conference of the European Chapter of the Association for Computational Linguistics
Co-occurrence contexts for noun compound interpretation
MWE '07 Proceedings of the Workshop on a Broader Perspective on Multiword Expressions
A dependency-based word subsequence kernel
EMNLP '08 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Semi-supervised learning for semantic parsing using support vector machines
NAACL-Short '07 Human Language Technologies 2007: The Conference of the North American Chapter of the Association for Computational Linguistics; Companion Volume, Short Papers
Kernel regression based machine translation
NAACL-Short '07 Human Language Technologies 2007: The Conference of the North American Chapter of the Association for Computational Linguistics; Companion Volume, Short Papers
Dependency Tree Kernels for Relation Extraction from Natural Language Text
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part II
Video Event Classification Using Bag of Words and String Kernels
ICIAP '09 Proceedings of the 15th International Conference on Image Analysis and Processing
Learning to transform natural to formal languages
AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 3
A randomized string kernel and its application to RNA interference
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 1
Learning language semantics from ambiguous supervision
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 1
Learning to connect language and perception
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 3
Kernel-based machine learning for fast text mining in R
Computational Statistics & Data Analysis
ISMB '05 Proceedings of the ACL-ISMB Workshop on Linking Biological Literature, Ontologies and Databases: Mining Biological Semantics
Kernel methods for minimally supervised wsd
Computational Linguistics
Improved Online Support Vector Machines Spam Filtering Using String Kernels
CIARP '09 Proceedings of the 14th Iberoamerican Conference on Pattern Recognition: Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
Kernel-Based Learning for Domain-Specific Relation Extraction
AI*IA '09: Proceedings of the XIth International Conference of the Italian Association for Artificial Intelligence Reggio Emilia on Emergent Perspectives in Artificial Intelligence
String Kernel Based SVM for Internet Security Implementation
ICONIP '09 Proceedings of the 16th International Conference on Neural Information Processing: Part II
ICONIP '09 Proceedings of the 16th International Conference on Neural Information Processing: Part II
Convolution kernels on constituent, dependency and sequential structures for relation extraction
EMNLP '09 Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 3 - Volume 3
Context-theoretic semantics for natural language: an overview
GEMS '09 Proceedings of the Workshop on Geometrical Models of Natural Language Semantics
Time-resolved spectrum kernel for biosonar target classification
SPPRA '07 Proceedings of the Fourth IASTED International Conference on Signal Processing, Pattern Recognition, and Applications
Tree kernel-based semantic relation extraction with rich syntactic and semantic information
Information Sciences: an International Journal
Categorization of news articles using neural text categorizer
FUZZ-IEEE'09 Proceedings of the 18th international conference on Fuzzy Systems
Learning state machine-based string edit kernels
Pattern Recognition
Computational Statistics & Data Analysis
The Journal of Machine Learning Research
A novel kernel-based approach for predicting binding peptides for HLA class II molecules
ISBRA'07 Proceedings of the 3rd international conference on Bioinformatics research and applications
Stem kernels for RNA sequence analyses
BIRD'07 Proceedings of the 1st international conference on Bioinformatics research and development
Combining convolution kernels defined on heterogeneous sub-structures
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
A kernel method for measuring structural similarity between XML documents
IEA/AIE'07 Proceedings of the 20th international conference on Industrial, engineering, and other applications of applied intelligent systems
Cost-conscious multiple kernel learning
Pattern Recognition Letters
Variants of tree kernels for XML documents
MICAI'07 Proceedings of the artificial intelligence 6th Mexican international conference on Advances in artificial intelligence
Neural network processing for multiset data
ICANN'07 Proceedings of the 17th international conference on Artificial neural networks
An intentional kernel function for RNA classification
DS'07 Proceedings of the 10th international conference on Discovery science
A vision system for recognizing objects in complex real images
ISVC'07 Proceedings of the 3rd international conference on Advances in visual computing - Volume Part II
Twin kernel embedding with relaxed constraints on dimensionality reduction for structured data
AI'07 Proceedings of the 20th Australian joint conference on Advances in artificial intelligence
Kernel methods for mining instance data in ontologies
ISWC'07/ASWC'07 Proceedings of the 6th international The semantic web and 2nd Asian conference on Asian semantic web conference
Learning actions using robust string kernels
Proceedings of the 2nd conference on Human motion: understanding, modeling, capture and animation
Profile based algorithm to topic spotting in Reuter21578
ICIC'09 Proceedings of the Intelligent computing 5th international conference on Emerging intelligent computing technology and applications
Supervised feature extraction using Hilbert-Schmidt norms
IDEAL'09 Proceedings of the 10th international conference on Intelligent data engineering and automated learning
Learning with kernels and logical representations
Probabilistic inductive logic programming
A study of spam filtering using support vector machines
Artificial Intelligence Review
Semantic relation extraction with kernels over typed dependency trees
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
A composite kernel for named entity recognition
Pattern Recognition Letters
Text classification with the support of pruned dependency patterns
Pattern Recognition Letters
Language identification: the long and the short of the matter
HLT '10 Human Language Technologies: The 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics
Expected sequence similarity maximization
HLT '10 Human Language Technologies: The 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
Regularizing multiple kernel learning using response surface methodology
Pattern Recognition
Training a multilingual sportscaster: using perceptual context to learn language
Journal of Artificial Intelligence Research
Joint entity and relation extraction using card-pyramid parsing
CoNLL '10 Proceedings of the Fourteenth Conference on Computational Natural Language Learning
Modeling organization in student essays
EMNLP '10 Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing
Language pyramid and multi-scale text analysis
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Constructing classification features using minimal predictive patterns
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
A brief survey on sequence classification
ACM SIGKDD Explorations Newsletter
A novel composite kernel for finding similar questions in CQA services
WAIM'10 Proceedings of the 11th international conference on Web-age information management
On languages piecewise testable in the strict sense
MOL'07/09 Proceedings of the 10th and 11th Biennial conference on The mathematics of language
Commute-time convolution kernels for graph clustering
SSPR&SPR'10 Proceedings of the 2010 joint IAPR international conference on Structural, syntactic, and statistical pattern recognition
Similarity word-sequence kernels for sentence clustering
SSPR&SPR'10 Proceedings of the 2010 joint IAPR international conference on Structural, syntactic, and statistical pattern recognition
Using local alignments for relation recognition
Journal of Artificial Intelligence Research
Clifford support vector machines for classification, regression, and recurrence
IEEE Transactions on Neural Networks
Sparse substring pattern set discovery using linear programming boosting
DS'10 Proceedings of the 13th international conference on Discovery science
Learning similarity function for rare queries
Proceedings of the fourth ACM international conference on Web search and data mining
Tuning n-gram string kernel SVMs via meta learning
ICONIP'10 Proceedings of the 17th international conference on Neural information processing: models and applications - Volume Part II
Fast implementation of string-kernel-based support vector classifiers by GPU computing
ICONIP'10 Proceedings of the 17th international conference on Neural information processing: models and applications - Volume Part II
Kernel-based reranking for named-entity extraction
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters
Information Sciences: an International Journal
Large-scale training of SVMs with automata kernels
CIAA'10 Proceedings of the 15th international conference on Implementation and application of automata
High-order markov kernels for network intrusion detection
ICONIP'06 Proceedings of the 13th international conference on Neural information processing - Volume Part III
Text classification: a sequential reading approach
ECIR'11 Proceedings of the 33rd European conference on Advances in information retrieval
Semantics extraction from images
Knowledge-driven multimedia information extraction and ontology evolution
A study on dependency tree kernels for automatic extraction of protein-protein interaction
BioNLP '11 Proceedings of BioNLP 2011 Workshop
ACM Transactions on Asian Language Information Processing (TALIP)
A subpath kernel for rooted unordered trees
PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part I
Using sequence kernels to identify opinion entities in Urdu
CoNLL '11 Proceedings of the Fifteenth Conference on Computational Natural Language Learning
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Multiple Kernel Learning Algorithms
The Journal of Machine Learning Research
Information Processing and Management: an International Journal
LogSig: generating system events from raw textual logs
Proceedings of the 20th ACM international conference on Information and knowledge management
Online SVR Training by Solving the Primal Optimization Problem
Journal of Signal Processing Systems
Efficient algorithms for similarity measures over sequential data: a look beyond kernels
DAGM'06 Proceedings of the 28th conference on Pattern Recognition
Shape categorization using string kernels
SSPR'06/SPR'06 Proceedings of the 2006 joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
An evolutionary approach to automatic kernel construction
ICANN'06 Proceedings of the 16th international conference on Artificial Neural Networks - Volume Part II
Languages as hyperplanes: grammatical inference with string kernels
ECML'06 Proceedings of the 17th European conference on Machine Learning
A tree kernel-based method for protein-protein interaction mining from biomedical literature
KDLL'06 Proceedings of the 2006 international conference on Knowledge Discovery in Life Science Literature
Detecting unknown network attacks using language models
DIMVA'06 Proceedings of the Third international conference on Detection of Intrusions and Malware & Vulnerability Assessment
Spam detection using character n-grams
SETN'06 Proceedings of the 4th Helenic conference on Advances in Artificial Intelligence
Mining protein interaction from biomedical literature with relation kernel method
ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part III
Locality-convolution kernel and its application to dependency parse ranking
IEA/AIE'06 Proceedings of the 19th international conference on Advances in Applied Artificial Intelligence: industrial, Engineering and Other Applications of Applied Intelligent Systems
A context-theoretic framework for compositionality in distributional semantics
Computational Linguistics
Online selection of effective functional test programs based on novelty detection
Proceedings of the International Conference on Computer-Aided Design
Classification of RSS-Formatted documents using full text similarity measures
ICWE'05 Proceedings of the 5th international conference on Web Engineering
Using gap-insensitive string kernel to detect masquerading
ADMA'05 Proceedings of the First international conference on Advanced Data Mining and Applications
ADMA'05 Proceedings of the First international conference on Advanced Data Mining and Applications
Graph matching – challenges and potential solutions
ICIAP'05 Proceedings of the 13th international conference on Image Analysis and Processing
Natural Language Engineering
Unsupervised mining of lexical variants from noisy text
EMNLP '11 Proceedings of the First Workshop on Unsupervised Learning in NLP
A robust graph partition method from the path-weighted adjacency matrix
GbRPR'05 Proceedings of the 5th IAPR international conference on Graph-Based Representations in Pattern Recognition
Web textual documents scoring based on discrete transforms with fuzzy weighting
AWIC'05 Proceedings of the Third international conference on Advances in Web Intelligence
Kernel k-means for categorical data
IDA'05 Proceedings of the 6th international conference on Advances in Intelligent Data Analysis
Extraction of gene/protein interaction from text documents with relation kernel
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part II
Using a partially annotated corpus to build a dependency parser for japanese
IJCNLP'05 Proceedings of the Second international joint conference on Natural Language Processing
IJCNLP'05 Proceedings of the Second international joint conference on Natural Language Processing
Support vector inductive logic programming
DS'05 Proceedings of the 8th international conference on Discovery Science
A fast bit-parallel algorithm for gapped string kernels
ICONIP'06 Proceedings of the 13 international conference on Neural Information Processing - Volume Part I
Classification of biological sequences with kernel methods
ICGI'06 Proceedings of the 8th international conference on Grammatical Inference: algorithms and applications
Algorithms and Applications
Efficient target detection for RNA interference
GPC'06 Proceedings of the First international conference on Advances in Grid and Pervasive Computing
Text based dialog act classification for multiparty meetings
MLMI'06 Proceedings of the Third international conference on Machine Learning for Multimodal Interaction
Multi-label text categorization using k-nearest neighbor approach with m-similarity
SPIRE'05 Proceedings of the 12th international conference on String Processing and Information Retrieval
Combining classification with clustering for web person disambiguation
Proceedings of the 21st international conference companion on World Wide Web
Journal of Intelligent Information Systems
Factors that affect the accuracy of text-based language identification
Computer Speech and Language
Combining flat and structured approaches for temporal slot filling or: how much to compress?
CICLing'12 Proceedings of the 13th international conference on Computational Linguistics and Intelligent Text Processing - Volume Part II
Probabilistic and discriminative group-wise feature selection methods for credit risk analysis
Expert Systems with Applications: An International Journal
A framework for biological event extraction from text
Proceedings of the 2nd International Conference on Web Intelligence, Mining and Semantics
A framework for post-event timeline reconstruction using neural networks
Digital Investigation: The International Journal of Digital Forensics & Incident Response
File classification using byte sub-stream kernels
Digital Investigation: The International Journal of Digital Forensics & Incident Response
Efficient evaluation of large sequence kernels
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Feature selection via dependence maximization
The Journal of Machine Learning Research
Text categorization based on fuzzy soft set theory
ICCSA'12 Proceedings of the 12th international conference on Computational Science and Its Applications - Volume Part IV
Biomedical text categorization with concept graph representations using a controlled vocabulary
Proceedings of the 11th International Workshop on Data Mining in Bioinformatics
Redundant dictionary spaces as a general concept for the analysis of non-vectorial data
ICDM'12 Proceedings of the 12th Industrial conference on Advances in Data Mining: applications and theoretical aspects
IEA/AIE'12 Proceedings of the 25th international conference on Industrial Engineering and Other Applications of Applied Intelligent Systems: advanced research in applied artificial intelligence
Similarity measures for sequential data
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery
Pattern Recognition Letters
ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers - Volume 1
Automatically constructing a normalisation dictionary for microblogs
EMNLP-CoNLL '12 Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning
Localized algorithms for multiple kernel learning
Pattern Recognition
Bag of spatio-visual words for context inference in scene classification
Pattern Recognition
Factor and subsequence kernels and signatures of rational languages
CIAA'12 Proceedings of the 17th international conference on Implementation and Application of Automata
Sentiment classification with supervised sequence embedding
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part I
Wikipedia-based WSD for multilingual frame annotation
Artificial Intelligence
Lexical normalization for social media text
ACM Transactions on Intelligent Systems and Technology (TIST) - Special section on twitter and microblogging services, social recommender systems, and CAMRa2010: Movie recommendation in context
Free-gram phrase identification for modeling Chinese text
Information Processing Letters
Evaluating the impact of syntax and semantics on emotion recognition from text
CICLing'13 Proceedings of the 14th international conference on Computational Linguistics and Intelligent Text Processing - Volume 2
MICAI'12 Proceedings of the 11th Mexican international conference on Advances in Artificial Intelligence - Volume Part I
The bag-of-repeats representation of documents
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
SEED: a framework for extracting social events from press news
Proceedings of the 22nd international conference on World Wide Web companion
Modelling political disaffection from Twitter data
Proceedings of the Second International Workshop on Issues of Sentiment Discovery and Opinion Mining
Sally: a tool for embedding strings in vector spaces
The Journal of Machine Learning Research
International Journal of Artificial Intelligence in Education
The gapped spectrum kernel for support vector machines
MLDM'13 Proceedings of the 9th international conference on Machine Learning and Data Mining in Pattern Recognition
Factored semantic sequence kernel for sentiment polarity classification
SLSP'13 Proceedings of the First international conference on Statistical Language and Speech Processing
Language independent semantic kernels for short-text classification
Expert Systems with Applications: An International Journal
An introduction to string re-writing kernel
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Text Categorization of Biomedical Data Sets Using Graph Kernels and a Controlled Vocabulary
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
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We propose a novel approach for categorizing text documents based on the use of a special kernel. The kernel is an inner product in the feature space generated by all subsequences of length k. A subsequence is any ordered sequence of k characters occurring in the text though not necessarily contiguously. The subsequences are weighted by an exponentially decaying factor of their full length in the text, hence emphasising those occurrences that are close to contiguous. A direct computation of this feature vector would involve a prohibitive amount of computation even for modest values of k, since the dimension of the feature space grows exponentially with k. The paper describes how despite this fact the inner product can be efficiently evaluated by a dynamic programming technique. Experimental comparisons of the performance of the kernel compared with a standard word feature space kernel (Joachims, 1998) show positive results on modestly sized datasets. The case of contiguous subsequences is also considered for comparison with the subsequences kernel with different decay factors. For larger documents and datasets the paper introduces an approximation technique that is shown to deliver good approximations efficiently for large datasets.