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    » The Inefficiency of Batch Training for Large Training Sets
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    DMIN
    2007
    186views Data Mining» more  DMIN 2007»
    Cost-Sensitive Learning vs. Sampling: Which is Best for Handling Unbalanced Classes with Unequal Error Costs?
    13 years 10 months ago
    Cost-Sensitive Learning vs. Sampling: Which is Best for Handling Unbalanced Classes with Unequal Error Costs?
    Download  storm.cis.fordham.edu
    - The classifier built from a data set with a highly skewed class distribution generally predicts the more frequently occurring classes much more often than the infrequently occurr...
    Gary M. Weiss, Kate McCarthy, Bibi Zabar
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    LREC
    2010
    131views Education» more  LREC 2010»
    A Semi-supervised Type-based Classification of Adjectives: Distinguishing Properties and Relations
    13 years 10 months ago
    A Semi-supervised Type-based Classification of Adjectives: Distinguishing Properties and Relations
    Download  www.lrec-conf.org
    We present a semi-supervised machine-learning approach for the classification of adjectives into property- vs. relationdenoting adjectives, a distinction that is highly relevant f...
    Matthias Hartung, Anette Frank
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    EMNLP
    2008
    119views Natural Language Processing» more  EMNLP 2008»
    A Phrase-Based Alignment Model for Natural Language Inference
    13 years 10 months ago
    A Phrase-Based Alignment Model for Natural Language Inference
    Download  nlp.stanford.edu
    The alignment problem--establishing links between corresponding phrases in two related sentences--is as important in natural language inference (NLI) as it is in machine translati...
    Bill MacCartney, Michel Galley, Christopher D. Man...
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    IJCAI
    2007
    237views Artificial Intelligence» more  IJCAI 2007»
    WiFi-SLAM Using Gaussian Process Latent Variable Models
    13 years 10 months ago
    WiFi-SLAM Using Gaussian Process Latent Variable Models
    Download  www.cs.washington.edu
    WiFi localization, the task of determining the physical location of a mobile device from wireless signal strengths, has been shown to be an accurate method of indoor and outdoor l...
    Brian Ferris, Dieter Fox, Neil D. Lawrence
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    ACL
    2006
    118views Computational Linguistics» more  ACL 2006»
    An End-to-End Discriminative Approach to Machine Translation
    13 years 10 months ago
    An End-to-End Discriminative Approach to Machine Translation
    Download  www.seas.upenn.edu
    We present a perceptron-style discriminative approach to machine translation in which large feature sets can be exploited. Unlike discriminative reranking approaches, our system c...
    Percy Liang, Alexandre Bouchard-Côté,...
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