Pattern Recognition with Support Vector Machines : First International Workshop, SVM 2002, Niagara Falls, Canada, August 10, 2002. Proceedings / / edited by Seong-Whan Lee, Alessandro Verri

• Record Nr.: UNINA9910143899103321
• Pubbl/distr/stampa: Berlin, Heidelberg : , : Springer Berlin Heidelberg : , : Imprint : Springer, , 2002
• ISBN: 3-540-45665-1
• Edizione: [1st ed. 2002.]
• Descrizione fisica: 1 online resource (XII, 428 p.)
• Collana: Lecture Notes in Computer Science, , 0302-9743 ; ; 2388
• Disciplina: 006.4
• Soggetti: Pattern recognition; Optical data processing; Algorithms; Computers; Artificial intelligence; Statistics ; Pattern Recognition; Image Processing and Computer Vision; Algorithm Analysis and Problem Complexity; Computation by Abstract Devices; Artificial Intelligence; Statistics and Computing/Statistics Programs
• Lingua di pubblicazione: Inglese
• Formato: Materiale a stampa
• Livello bibliografico: Monografia
• Note generali: Bibliographic Level Mode of Issuance: Monograph
• Nota di bibliografia: Includes bibliographical references at the end of each chapters and index.
• Nota di contenuto: Invited Papers -- Predicting Signal Peptides with Support Vector Machines -- Scaling Large Learning Problems with Hard Parallel Mixtures -- Computational Issues -- On the Generalization of Kernel Machines -- Kernel Whitening for One-Class Classification -- A Fast SVM Training Algorithm -- Support Vector Machines with Embedded Reject Option -- Object Recognition -- Image Kernels -- Combining Color and Shape Information for Appearance-Based Object Recognition Using Ultrametric Spin Glass-Markov Random Fields -- Maintenance Training of Electric Power Facilities Using Object Recognition by SVM -- ; Kerneltron: Support Vector ‘Machine’ in Silicon -- Pattern Recognition -- Advances in Component-Based Face Detection -- Support Vector Learning for Gender Classification Using Audio and Visual Cues: A Comparison -- Analysis of Nonstationary Time Series Using Support Vector Machines -- Recognition of Consonant-Vowel (CV) Units of Speech in a Broadcast News Corpus Using Support Vector Machines -- Applications -- Anomaly Detection Enhanced Classification in Computer Intrusion Detection -- Sparse Correlation Kernel Analysis and Evolutionary Algorithm-Based Modeling of the Sensory Activity within the Rat’s Barrel Cortex -- Applications of Support Vector Machines for Pattern Recognition: A Survey -- Typhoon Analysis and Data Mining with Kernel Methods -- Poster Papers -- Support Vector Features and the Role of Dimensionality in Face Authentication -- Face Detection Based on Cost-Sensitive Support Vector Machines -- Real-Time Pedestrian Detection Using Support Vector Machines -- Forward Decoding Kernel Machines: A Hybrid HMM/SVM Approach to Sequence Recognition -- Color Texture-Based Object Detection: An Application to License Plate Localization -- Support Vector Machines in Relational Databases -- Multi-Class SVM Classifier Based on Pairwise Coupling -- Face Recognition Using Component-Based SVM Classification and Morphable Models -- A New Cache Replacement Algorithm in SMO -- Optimization of the SVM Kernels Using an Empirical Error Minimization Scheme -- Face Detection Based on Support Vector Machines -- Detecting Windows in City Scenes -- Support Vector Machine Ensemble with Bagging -- A Comparative Study of Polynomial Kernel SVM Applied to Appearance-Based Object Recognition.