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    COLT
    1999
    Springer
    93views Machine Learning» more  COLT 1999»
    Approximation Algorithms for Clustering Problems
    13 years 11 months ago
    Approximation Algorithms for Clustering Problems
    Download  www.math.uwaterloo.ca
    David B. Shmoys
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    COLT
    1999
    Springer
    104views Machine Learning» more  COLT 1999»
    On PAC Learning Using Winnow, Perceptron, and a Perceptron-like Algorithm
    13 years 11 months ago
    On PAC Learning Using Winnow, Perceptron, and a Perceptron-like Algorithm
    Download  www.cs.utah.edu
    In this paper we analyze the PAC learning abilities of several simple iterative algorithms for learning linear threshold functions, obtaining both positive and negative results. W...
    Rocco A. Servedio
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    COLT
    1999
    Springer
    129views Machine Learning» more  COLT 1999»
    Drifting Games
    13 years 11 months ago
    Drifting Games
    Download  www.cs.princeton.edu
    We consider the problem of learning to predict as well as the best in a group of experts making continuous predictions. We assume the learning algorithm has prior knowledge of the ...
    Robert E. Schapire
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    COLT
    1999
    Springer
    138views Machine Learning» more  COLT 1999»
    Boosting as Entropy Projection
    13 years 11 months ago
    Boosting as Entropy Projection
    Download  reference.kfupm.edu.sa
    We consider the AdaBoost procedure for boosting weak learners. In AdaBoost, a key step is choosing a new distribution on the training examples based on the old distribution and th...
    Jyrki Kivinen, Manfred K. Warmuth
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    COLT
    1999
    Springer
    121views Machine Learning» more  COLT 1999»
    On the Intrinsic Complexity of Learning Recursive Functions
    13 years 11 months ago
    On the Intrinsic Complexity of Learning Recursive Functions
    Download  www.comp.nus.edu.sg
    Efim B. Kinber, Christophe Papazian, Carl H. Smith...
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    COLT
    1999
    Springer
    96views Machine Learning» more  COLT 1999»
    On a Generalized Notion of Mistake Bounds
    13 years 11 months ago
    On a Generalized Notion of Mistake Bounds
    Download  www.comp.nus.edu.sg
    This paper proposes the use of constructive ordinals as mistake bounds in the on-line learning model. This approach elegantly generalizes the applicability of the on-line mistake ...
    Sanjay Jain, Arun Sharma
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    COLT
    1999
    Springer
    133views Machine Learning» more  COLT 1999»
    Multiclass Learning, Boosting, and Error-Correcting Codes
    13 years 11 months ago
    Multiclass Learning, Boosting, and Error-Correcting Codes
    Download  www.ai.mit.edu
    We focus on methods to solve multiclass learning problems by using only simple and efficient binary learners. We investigate the approach of Dietterich and Bakiri [2] based on er...
    Venkatesan Guruswami, Amit Sahai
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    COLT
    1999
    Springer
    151views Machine Learning» more  COLT 1999»
    Covering Numbers for Support Vector Machines
    13 years 11 months ago
    Covering Numbers for Support Vector Machines
    Download  users.cecs.anu.edu.au
    —Support vector (SV) machines are linear classifiers that use the maximum margin hyperplane in a feature space defined by a kernel function. Until recently, the only bounds on th...
    Ying Guo, Peter L. Bartlett, John Shawe-Taylor, Ro...
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    COLT
    1999
    Springer
    109views Machine Learning» more  COLT 1999»
    Regret Bounds for Prediction Problems
    13 years 11 months ago
    Regret Bounds for Prediction Problems
    Download  www.ri.cmu.edu
    We present a unified framework for reasoning about worst-case regret bounds for learning algorithms. This framework is based on the theory of duality of convex functions. It brin...
    Geoffrey J. Gordon
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    COLT
    1999
    Springer
    103views Machine Learning» more  COLT 1999»
    Estimating a Mixture of Two Product Distributions
    13 years 11 months ago
    Estimating a Mixture of Two Product Distributions
    Download  cseweb.ucsd.edu
    Yoav Freund, Yishay Mansour
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