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    » Co-Tracking Using Semi-Supervised Support Vector Machines
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    BMCBI
    2006
    158views more  BMCBI 2006»
    Parallelization of multicategory support vector machines (PMC-SVM) for classifying microarray data
    13 years 7 months ago
    Parallelization of multicategory support vector machines (PMC-SVM) for classifying microarray data
    Download  www.biomedcentral.com
    Background: Multicategory Support Vector Machines (MC-SVM) are powerful classification systems with excellent performance in a variety of data classification problems. Since the p...
    Chaoyang Zhang, Peng Li, Arun Rajendran, Youping D...
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    AAAI
    2006
    126views Intelligent Agents» more  AAAI 2006»
    Robust Support Vector Machine Training via Convex Outlier Ablation
    13 years 9 months ago
    Robust Support Vector Machine Training via Convex Outlier Ablation
    Download  webdocs.cs.ualberta.ca
    One of the well known risks of large margin training methods, such as boosting and support vector machines (SVMs), is their sensitivity to outliers. These risks are normally mitig...
    Linli Xu, Koby Crammer, Dale Schuurmans
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    ESANN
    2007
    113views Neural Networks» more  ESANN 2007»
    Kernel-based online machine learning and support vector reduction
    13 years 9 months ago
    Kernel-based online machine learning and support vector reduction
    Download  www.physics.ox.ac.uk
    We apply kernel-based machine learning methods to online learning situations, and look at the related requirement of reducing the complexity of the learnt classifier. Online meth...
    Sumeet Agarwal, V. Vijaya Saradhi, Harish Karnick
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    SDM
    2007
    SIAM
    81views Data Mining» more  SDM 2007»
    A PAC Bound for Approximate Support Vector Machines
    13 years 9 months ago
    A PAC Bound for Approximate Support Vector Machines
    Download  siam.org
    We study a class of algorithms that speed up the training process of support vector machines (SVMs) by returning an approximate SVM. We focus on algorithms that reduce the size of...
    Dongwei Cao, Daniel Boley
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    EVOW
    2007
    Springer
    151views Artificial Intelligence» more  EVOW 2007»
    Classification of Cell Fates with Support Vector Machine Learning
    13 years 11 months ago
    Classification of Cell Fates with Support Vector Machine Learning
    Download  www.princeton.edu
    In human mesenchymal stem cells the envelope surrounding the nucleus, as visualized by the nuclear lamina, has a round and flat shape. The lamina structure is considerably deformed...
    Ofer M. Shir, Vered Raz, Roeland W. Dirks, Thomas ...
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