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The nature of statistical learning theory
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Pages: 188 Addit. Pages: 15  
Year of Publication: 1995
ISBN:0-387-94559-8
Author
Vladimir N. Vapnik  AT&T Bell Labs, Holmdel, NJ
Publisher
Springer-Verlag New York, Inc.  New York, NY, USA
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Marco Carpentieri, A genetic system based on simulated crossover of sequences of two-bit genes, Theoretical Computer Science, v.367 n.3, p.324-335, December, 2006
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Makoto Suzuki, Text classification based on the bias of word frequency over categories, Proceedings of the 24th IASTED international conference on Artificial intelligence and applications, p.400-405, February 13-16, 2006, Innsbruck, Austria
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David A. Forsyth , Okan Arikan , Leslie Ikemoto , James O'Brien , Deva Ramanan, Computational studies of human motion: part 1, tracking and motion synthesis, Foundations and Trends® in Computer Graphics and Vision, v.1 n.2, p.77-254, July 2006
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Lokesh Setia , Alexandra Teynor , Alaa Halawani , Hans Burkhardt, Image classification using cluster cooccurrence matrices of local relational features, Proceedings of the 8th ACM international workshop on Multimedia information retrieval, October 26-27, 2006, Santa Barbara, California, USA
Rajesh Pampapathi , Boris Mirkin , Mark Levene, A suffix tree approach to anti-spam email filtering, Machine Learning, v.65 n.1, p.309-338, October 2006
Zheng Jiang , Kazunobu Yamauchi , Kentaro Yoshioka , Kazuma Aoki , Susumu Kuroyanagi , Akira Iwata , Jun Yang , Kai Wang, Support Vector Machine-Based Feature Selection for Classification of Liver Fibrosis Grade in Chronic Hepatitis C, Journal of Medical Systems, v.30 n.5, p.389-394, October 2006
Hideki Isozaki , Hideto Kazawa , Tsutomu Hirao, A deterministic word dependency analyzer enhanced with preference learning, Proceedings of the 20th international conference on Computational Linguistics, p.275-es, August 23-27, 2004, Geneva, Switzerland
Jie Wu , Markad V. Kamath , Skip Poehlman, Detecting differences between photographs and computer generated images, Proceedings of the 24th IASTED international conference on Signal processing, pattern recognition, and applications, p.268-273, February 15-17, 2006, Innsbruck, Austria
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Dou Shen , Jian-Tao Sun , Qiang Yang , Zheng Chen, A comparison of implicit and explicit links for web page classification, Proceedings of the 15th international conference on World Wide Web, May 23-26, 2006, Edinburgh, Scotland
Cees G. M. Snoek , Marcel Worring , Alexander G. Hauptmann, Learning rich semantics from news video archives by style analysis, ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP), v.2 n.2, p.91-108, May 2006
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Namhee Kwon , Stuart W. Shulman , Eduard Hovy, Multidimensional text analysis for eRulemaking, Proceedings of the 2006 international conference on Digital government research, May 21-24, 2006, San Diego, California
Ling Li, Multiclass boosting with repartitioning, Proceedings of the 23rd international conference on Machine learning, p.569-576, June 25-29, 2006, Pittsburgh, Pennsylvania
Dell Zhang , Wee Sun Lee, Extracting key-substring-group features for text classification, Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining, August 20-23, 2006, Philadelphia, PA, USA
C. Philipp Schloter , Hamid Aghajan, Wireless symbolic positioning using support vector machines, Proceeding of the 2006 international conference on Communications and mobile computing, July 03-06, 2006, Vancouver, British Columbia, Canada
Pankaj K. Agarwal , Boris Aronov , Vladlen Koltun, Efficient algorithms for bichromatic separability, ACM Transactions on Algorithms (TALG), v.2 n.2, p.209-227, April 2006
Ronan Collobert , Fabian Sinz , Jason Weston , Léon Bottou, Trading convexity for scalability, Proceedings of the 23rd international conference on Machine learning, p.201-208, June 25-29, 2006, Pittsburgh, Pennsylvania
Pannagadatta K. Shivaswamy , Tony Jebara, Permutation invariant SVMs, Proceedings of the 23rd international conference on Machine learning, p.817-824, June 25-29, 2006, Pittsburgh, Pennsylvania
Sven Laur , Helger Lipmaa , Taneli Mielikäinen, Cryptographically private support vector machines, Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining, August 20-23, 2006, Philadelphia, PA, USA
Nitin Jindal , Bing Liu, Identifying comparative sentences in text documents, Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval, August 06-11, 2006, Seattle, Washington, USA
François B. Vialatte , Claire Martin , Rémi Dubois , Joëlle Haddad , Brigitte Quenet , Rémi Gervais , Gérard Dreyfus, A machine learning approach to the analysis of time-frequency maps, and its application to neural dynamics, Neural Networks, v.20 n.2, p.194-209, March, 2007
Samuel Kadoury , Martin D. Levine, Face detection in gray scale images using locally linear embeddings, Computer Vision and Image Understanding, v.105 n.1, p.1-20, January, 2007
Cheryl Aasheim , Gary J. Koehler, Scanning world wide web documents with the vector space model, Decision Support Systems, v.42 n.2, p.690-699, November 2006
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Huseyin Ince , Theodore B. Trafalis, A hybrid model for exchange rate prediction, Decision Support Systems, v.42 n.2, p.1054-1062, November 2006
Jan C. van Gemert , Cees G. M. Snoek , Cor J. Veenman , Arnold W. M. Smeulders, The influence of cross-validation on video classification performance, Proceedings of the 14th annual ACM international conference on Multimedia, October 23-27, 2006, Santa Barbara, CA, USA
Veera Venkataramani , Shantanu Chakrabartty , William Byrne, Ginisupport vector machines for segmental minimum Bayes risk decoding of continuous speech, Computer Speech and Language, v.21 n.3, p.423-442, July, 2007
Tao Zou , Hua Chen , Cui Zhang , Minhuan Huang, A new intrusion detection method based on data-oriented classification of attacks, Proceedings of the 7th Conference on 7th WSEAS International Conference on Applied Computer Science, p.197-200, November 21-23, 2007, Venice, Italy
Kyung-Soon Lee , Kyo Kageura, Virtual relevant documents in text categorization with support vector machines, Information Processing and Management: an International Journal, v.43 n.4, p.902-913, July, 2007
Zhenmin Li , Lin Tan , Xuanhui Wang , Shan Lu , Yuanyuan Zhou , Chengxiang Zhai, Have things changed now?: an empirical study of bug characteristics in modern open source software, Proceedings of the 1st workshop on Architectural and system support for improving software dependability, p.25-33, October 21-21, 2006, San Jose, California
Junfa Liu , Yiqiang Chen , Wen Gao, Mapping learning in eigenspace for harmonious caricature generation, Proceedings of the 14th annual ACM international conference on Multimedia, October 23-27, 2006, Santa Barbara, CA, USA
Ling-Yu Duan , Jinqiao Wang , Yantao Zheng , Jesse S. Jin , Hanqing Lu , Changsheng Xu, Segmentation, categorization, and identification of commercial clips from TV streams using multimodal analysis, Proceedings of the 14th annual ACM international conference on Multimedia, October 23-27, 2006, Santa Barbara, CA, USA
Cees G. M. Snoek , Marcel Worring , Jan C. van Gemert , Jan-Mark Geusebroek , Arnold W. M. Smeulders, The challenge problem for automated detection of 101 semantic concepts in multimedia, Proceedings of the 14th annual ACM international conference on Multimedia, October 23-27, 2006, Santa Barbara, CA, USA
Chaolin Zhang , Xuesong Lu , Xuegong Zhang, Significance of Gene Ranking for Classification of Microarray Samples, IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB), v.3 n.3, p.312-320, July 2006
Lipo Wang , Feng Chu , Wei Xie, Accurate Cancer Classification Using Expressions of Very Few Genes, IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB), v.4 n.1, p.40-53, January 2007
Yumao Lu , Fuchun Peng , Xin Li , Nawaaz Ahmed, Coupling feature selection and machine learning methods for navigational query identification, Proceedings of the 15th ACM international conference on Information and knowledge management, November 06-11, 2006, Arlington, Virginia, USA
Senjian An , Wanquan Liu , Svetha Venkatesh , Ronny Tjahyadi, A Fast Feature-based Dimension Reduction Algorithm for Kernel Classifiers, Neural Processing Letters, v.24 n.2, p.137-151, October 2006
Guangyu Zhu , Changsheng Xu , Qingming Huang , Wen Gao , Liyuan Xing, Player action recognition in broadcast tennis video with applications to semantic analysis of sports game, Proceedings of the 14th annual ACM international conference on Multimedia, October 23-27, 2006, Santa Barbara, CA, USA
Robert Jenssen , Torbjørn Eltoft , Deniz Erdogmus , Jose C. Principe, Some Equivalences between Kernel Methods and Information Theoretic Methods, Journal of VLSI Signal Processing Systems, v.45 n.1-2, p.49-65, November 2006
Aris Anagnostopoulos , Andrei Z. Broder , Kunal Punera, Effective and efficient classification on a search-engine model, Proceedings of the 15th ACM international conference on Information and knowledge management, November 06-11, 2006, Arlington, Virginia, USA
Chaolin Zhang , Xuegong Zhang , Michael Q. Zhang , Yanda Li, Neighbor number, valley seeking and clustering, Pattern Recognition Letters, v.28 n.2, p.173-180, January, 2007
Le-Minh Nguyen , Akira Shimazu , Xuan-Hieu Phan, Semantic parsing with structured SVM ensemble classification models, Proceedings of the COLING/ACL on Main conference poster sessions, p.619-626, July 17-18, 2006, Sydney, Australia
Namhee Kwon , Liang Zhou , Eduard Hovy , Stuart W. Shulman, Identifying and classifying subjective claims, Proceedings of the 8th annual international conference on Digital government research: bridging disciplines & domains, May 20-23, 2007, Philadelphia, Pennsylvania
C. J. Ong , D. Sui , E. G. Gilbert, Brief paper: Enlarging the terminal region of nonlinear model predictive control using the support vector machine method, Automatica (Journal of IFAC), v.42 n.6, p.1011-1016, June, 2006
Tsong Song Hwang , Tsung-Ju Lee , Yuh-Jye Lee, A three-tier IDS via data mining approach, Proceedings of the 3rd annual ACM workshop on Mining network data, June 12-12, 2007, San Diego, California, USA
Shouxian Cheng , Frank Y. Shih, An improved incremental training algorithm for support vector machines using active query, Pattern Recognition, v.40 n.3, p.964-971, March, 2007
Cheng-Lung Huang , Mu-Chen Chen , Chieh-Jen Wang, Credit scoring with a data mining approach based on support vector machines, Expert Systems with Applications: An International Journal, v.33 n.4, p.847-856, November, 2007
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Licheng Jiao , Qing Li, Kernel matching pursuit classifier ensemble, Pattern Recognition, v.39 n.4, p.587-594, April, 2006
Jianguo Lee , Changshui Zhang, Classification of gene-expression data: The manifold-based metric learning way, Pattern Recognition, v.39 n.12, p.2450-2463, December, 2006
Ana-Maria Giuglea , Alessandro Moschitti, Semantic role labeling via FrameNet, VerbNet and PropBank, Proceedings of the 21st International Conference on Computational Linguistics and the 44th annual meeting of the ACL, p.929-936, July 17-18, 2006, Sydney, Australia
Klaus Zechner , Isaac I. Bejar, Towards automatic scoring of non-native spontaneous speech, Proceedings of the main conference on Human Language Technology Conference of the North American Chapter of the Association of Computational Linguistics, p.216-223, June 04-09, 2006, New York, New York
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Kadri Hacioglu, Semantic role labeling using dependency trees, Proceedings of the 20th international conference on Computational Linguistics, p.1273-es, August 23-27, 2004, Geneva, Switzerland
Alessandro Moschitti, A study on convolution kernels for shallow semantic parsing, Proceedings of the 42nd Annual Meeting on Association for Computational Linguistics, p.335-es, July 21-26, 2004, Barcelona, Spain
Cheng-Lin Liu , Hiroshi Sako, Class-specific feature polynomial classifier for pattern classification and its application to handwritten numeral recognition, Pattern Recognition, v.39 n.4, p.669-681, April, 2006
Minh Le Nguyen , Akira Shimazu , Susumu Horiguchi , Bao Tu Ho , Masaru Fukushi, Probabilistic sentence reduction using support vector machines, Proceedings of the 20th international conference on Computational Linguistics, p.743-es, August 23-27, 2004, Geneva, Switzerland
Jun'ichi Kazama , Kentaro Torisawa, Speeding up training with tree kernels for node relation labeling, Proceedings of the conference on Human Language Technology and Empirical Methods in Natural Language Processing, p.137-144, October 06-08, 2005, Vancouver, British Columbia, Canada
Xiaofeng Yang , Jian Su , Chew Lim Tan, Kernel-based pronoun resolution with structured syntactic knowledge, Proceedings of the 21st International Conference on Computational Linguistics and the 44th annual meeting of the ACL, p.41-48, July 17-18, 2006, Sydney, Australia
Thamar Solorio , Manuel Pérez-Coutiño , Manuel Montes-y-Gémez , Luis Villaseñor-Pineda , Aurelio López-López, A language independent method for question classification, Proceedings of the 20th international conference on Computational Linguistics, p.1374-es, August 23-27, 2004, Geneva, Switzerland
Ke Lu , Jidong Zhao , Deng Cai, Rapid and brief communication: An algorithm for semi-supervised learning in image retrieval, Pattern Recognition, v.39 n.4, p.717-720, April, 2006
De-Shuang Huang , Xing-Ming Zhao , Guang-Bin Huang , Yiu-Ming Cheung, Classifying protein sequences using hydropathy blocks, Pattern Recognition, v.39 n.12, p.2293-2300, December, 2006
Feng Pan , Rutu Mulkar , Jerry R. Hobbs, Learning event durations from event descriptions, Proceedings of the 21st International Conference on Computational Linguistics and the 44th annual meeting of the ACL, p.393-400, July 17-18, 2006, Sydney, Australia
Qi Zhang , Fuliang Weng , Zhe Feng, A progressive feature selection algorithm for ultra large feature spaces, Proceedings of the 21st International Conference on Computational Linguistics and the 44th annual meeting of the ACL, p.561-568, July 17-18, 2006, Sydney, Australia
Yu Wang , Marc Q. Ma , Kai Zhang , Frank Y. Shih, A hierarchical refinement algorithm for fully automatic gridding in spotted DNA microarray image processing, Information Sciences: an International Journal, v.177 n.4, p.1123-1135, February, 2007
Shinya Katagiri , Shigeo Abe, Incremental training of support vector machines using hyperspheres, Pattern Recognition Letters, v.27 n.13, p.1495-1507, 1 October 2006
Jingyang Li , Maosong Sun , Xian Zhang, A comparison and semi-quantitative analysis of words and character-bigrams as features in Chinese text categorization, Proceedings of the 21st International Conference on Computational Linguistics and the 44th annual meeting of the ACL, p.545-552, July 17-18, 2006, Sydney, Australia
Huyen-Trang Vu , Patrick Gallinari, A machine learning based approach to evaluating retrieval systems, Proceedings of the main conference on Human Language Technology Conference of the North American Chapter of the Association of Computational Linguistics, p.399-406, June 04-09, 2006, New York, New York
Joakim Nivre , Mario Scholz, Deterministic dependency parsing of English text, Proceedings of the 20th international conference on Computational Linguistics, p.64-es, August 23-27, 2004, Geneva, Switzerland
Dan Shen , Jie Zhang , Jian Su , Guodong Zhou , Chew-Lim Tan, Multi-criteria-based active learning for named entity recognition, Proceedings of the 42nd Annual Meeting on Association for Computational Linguistics, p.589-es, July 21-26, 2004, Barcelona, Spain
Sarah E. Schwarm , Mari Ostendorf, Reading level assessment using support vector machines and statistical language models, Proceedings of the 43rd Annual Meeting on Association for Computational Linguistics, p.523-530, June 25-30, 2005, Ann Arbor, Michigan
Yong Xu , David Zhang , Zhong Jin , Miao Li , Jing-Yu Yang, A fast kernel-based nonlinear discriminant analysis for multi-class problems, Pattern Recognition, v.39 n.6, p.1026-1033, June, 2006
Yi Liu , Yuan F. Zheng, FS_SFS: A novel feature selection method for support vector machines, Pattern Recognition, v.39 n.7, p.1333-1345, July, 2006
Manabu Sassano, Linear-time dependency analysis for Japanese, Proceedings of the 20th international conference on Computational Linguistics, p.8-es, August 23-27, 2004, Geneva, Switzerland
Dekai Wu , Weifeng Su , Marine Carpuat, A kernel PCA method for superior word sense disambiguation, Proceedings of the 42nd Annual Meeting on Association for Computational Linguistics, p.637-es, July 21-26, 2004, Barcelona, Spain
Gao Daqi , Li Chunxia , Yang Yunfan, Task decomposition and modular single-hidden-layer perceptron classifiers for multi-class learning problems, Pattern Recognition, v.40 n.8, p.2226-2236, August, 2007
Srinivas Mukkamala , Andrew H. Sung , Ajith Abraham, Hybrid multi-agent framework for detection of stealthy probes, Applied Soft Computing, v.7 n.3, p.631-641, June, 2007
Ajith Abraham , Ravi Jain , Johnson Thomas , Sang Yong Han, D-SCIDS: distributed soft computing intrusion detection system, Journal of Network and Computer Applications, v.30 n.1, p.81-98, January 2007
Sandhya Peddabachigari , Ajith Abraham , Crina Grosan , Johnson Thomas, Modeling intrusion detection system using hybrid intelligent systems, Journal of Network and Computer Applications, v.30 n.1, p.114-132, January 2007
Taeshik Shon , Jongsub Moon, A hybrid machine learning approach to network anomaly detection, Information Sciences: an International Journal, v.177 n.18, p.3799-3821, September, 2007
Wisam Dakka , Luis Gravano, Efficient summarization-aware search for online news articles, Proceedings of the 2007 conference on Digital libraries, June 18-23, 2007, Vancouver, BC, Canada
Li Wang , Ji Zhu , Hui Zou, Hybrid huberized support vector machines for microarray classification, Proceedings of the 24th international conference on Machine learning, p.983-990, June 20-24, 2007, Corvalis, Oregon
Hong Qiao , Yan-Guo Wang , Bo Zhang, A simple decomposition algorithm for support vector machines with polynomial-time convergence, Pattern Recognition, v.40 n.9, p.2543-2549, September, 2007
James Henderson, Discriminative training of a neural network statistical parser, Proceedings of the 42nd Annual Meeting on Association for Computational Linguistics, p.95-es, July 21-26, 2004, Barcelona, Spain
Congde Lu , Chunmei Zhang , Taiyi Zhang , Wei Zhang, Kernel based symmetrical principal component analysis for face classification, Neurocomputing, v.70 n.4-6, p.904-911, January, 2007
Glenn Fung , Jonathan Stoeckel, SVM feature selection for classification of SPECT images of Alzheimer's disease using spatial information, Knowledge and Information Systems, v.11 n.2, p.243-258, February 2007
Zhongsheng Hua , Yu Wang , Xiaoyan Xu , Bin Zhang , Liang Liang, Predicting corporate financial distress based on integration of support vector machine and logistic regression, Expert Systems with Applications: An International Journal, v.33 n.2, p.434-440, August, 2007
Dominik Wachla , Wojciech A. Moczulski, Identification of dynamic diagnostic models with the use of methodology of knowledge discovery in databases, Engineering Applications of Artificial Intelligence, v.20 n.5, p.699-707, August, 2007
Chenn-Jung Huang , Ming-Chou Liu , San-Shine Chu , Chih-Lun Cheng, An intelligent learning diagnosis system for Web-based thematic learning platform, Computers & Education, v.48 n.4, p.658-679, May, 2007
Shengfeng Tian , Shaomin Mu , Chuanhuan Yin, Sequence-similarity kernels for SVMs to detect anomalies in system calls, Neurocomputing, v.70 n.4-6, p.859-866, January, 2007
Kazushi Ikeda , Takemasa Yamasaki, Incremental support vector machines and their geometrical analyses, Neurocomputing, v.70 n.13-15, p.2528-2533, August, 2007
Hui Wang , Daoying Pi , Youxian Sun, Online SVM regression algorithm-based adaptive inverse control, Neurocomputing, v.70 n.4-6, p.952-959, January, 2007
Datong Chen , Jie Yang , Robert Malkin , Howard D. Wactlar, Detecting social interactions of the elderly in a nursing home environment, ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP), v.3 n.1, p.6-es, February 2007
Yu-jie Zheng , Jian Yang , Jing-yu Yang , Xiao-jun Wu, Letters: A reformative kernel Fisher discriminant algorithm and its application to face recognition, Neurocomputing, v.69 n.13-15, p.1806-1810, August, 2006
Jingwei Liu , Zuoying Wang , Xi Xiao, A hybrid SVM/DDBHMM decision fusion modeling for robust continuous digital speech recognition, Pattern Recognition Letters, v.28 n.8, p.912-920, June, 2007
Benjamin Schrauwen , Jan Van Campenhout, Linking non-binned spike train kernels to several existing spike train metrics, Neurocomputing, v.70 n.7-9, p.1247-1253, March, 2007
Shital Shah , Andrew Kusiak, Cancer gene search with data-mining and genetic algorithms, Computers in Biology and Medicine, v.37 n.2, p.251-261, February, 2007
Songbo Tan, Large margin DragPushing strategy for centroid text categorization, Expert Systems with Applications: An International Journal, v.33 n.1, p.215-220, July, 2007
Mingmin Chi , Lorenzo Bruzzone, An ensemble-driven k-NN approach to ill-posed classification problems, Pattern Recognition Letters, v.27 n.4, p.301-307, March 2006
Khiet P. Truong , David A. van Leeuwen, Automatic discrimination between laughter and speech, Speech Communication, v.49 n.2, p.144-158, February, 2007
Elif Derya íbeyli, Doppler ultrasound signals analysis using multiclass support vector machines with error correcting output codes, Expert Systems with Applications: An International Journal, v.33 n.3, p.725-733, October, 2007
Hyun-Woo Cho, Identification of contributing variables using kernel-based discriminant modeling and reconstruction, Expert Systems with Applications: An International Journal, v.33 n.2, p.274-285, August, 2007
Kemal Polat , Salih Güneş, Breast cancer diagnosis using least square support vector machine, Digital Signal Processing, v.17 n.4, p.694-701, July, 2007
Tak-Lam Wong , Wai Lam, Adapting Web information extraction knowledge via mining site-invariant and site-dependent features, ACM Transactions on Internet Technology (TOIT), v.7 n.1, p.6-es, February 2007
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Thomas Krichel, Information retrieval performance measures for a current awareness report composition aid, Information Processing and Management: an International Journal, v.43 n.4, p.1030-1043, July, 2007
Jia Jia , Lianhong Cai , Pinyan Lu , Xuhui Liu, Fingerprint matching based on weighting method and the SVM, Neurocomputing, v.70 n.4-6, p.849-858, January, 2007
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