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    FLAIRS
    2006
    98views Artificial Intelligence» more  FLAIRS 2006»
    Mining the Web to Determine Similarity Between Words, Objects, and Communities
    13 years 8 months ago
    Mining the Web to Determine Similarity Between Words, Objects, and Communities
    Download  robotics.stanford.edu
    The World Wide Web provides a wealth of data that can be harnessed to help improve information retrieval and increase understanding of the relationships between different entities...
    Mehran Sahami
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    FLAIRS
    2006
    132views Artificial Intelligence» more  FLAIRS 2006»
    Full Restart Speeds Learning
    13 years 8 months ago
    Full Restart Speeds Learning
    Download  www.aaai.org
    Because many real-world problems can be represented and solved as constraint satisfaction problems, the development of effective, efficient constraint solvers is important. A solv...
    Smiljana Petrovic, Susan L. Epstein
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    FLAIRS
    2006
    148views Artificial Intelligence» more  FLAIRS 2006»
    Machine Learning for Imbalanced Datasets: Application in Medical Diagnostic
    13 years 8 months ago
    Machine Learning for Imbalanced Datasets: Application in Medical Diagnostic
    Download  www.aaai.org
    In this paper, we present a new rule induction algorithm for machine learning in medical diagnosis. Medical datasets, as many other real-world datasets, exhibit an imbalanced clas...
    Luis Mena, Jesus A. Gonzalez
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    FLAIRS
    2006
    143views Artificial Intelligence» more  FLAIRS 2006»
    Using Validation Sets to Avoid Overfitting in AdaBoost
    13 years 8 months ago
    Using Validation Sets to Avoid Overfitting in AdaBoost
    Download  www.cs.utsa.edu
    AdaBoost is a well known, effective technique for increasing the accuracy of learning algorithms. However, it has the potential to overfit the training set because its objective i...
    Tom Bylander, Lisa Tate
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    FLAIRS
    2006
    119views Artificial Intelligence» more  FLAIRS 2006»
    Using Web Searches on Important Words to Create Background Sets for LSI Classification
    13 years 8 months ago
    Using Web Searches on Important Words to Create Background Sets for LSI Classification
    Download  www.cs.csi.cuny.edu
    The world wide web has a wealth of information that is related to almost any text classification task. This paper presents a method for mining the web to improve text classificati...
    Sarah Zelikovitz, Marina Kogan
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