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Echo at the LSHTC Pascal Challenge 2

Christophe Brouard 1, *
* Corresponding author
Abstract : A classification system called ECHO has been designed for our participation to the first LSHTC Pascal challenge. This system is based on a principle of echo. It computes the score of a document for a class by combining a bottom-up and top-down propagation of activation in a very simple neural network. For this second edition of the challenge, the system has been refined in order to improve its performances. The main improvement concerns the definition of a method of calibration integrating the distribution of the echo scores of the training documents for each class. Another improvement concerns the management of the relative importance of bottom-up and top-down propagation which we make vary with the class.
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https://hal.archives-ouvertes.fr/hal-00742646
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Submitted on : Tuesday, October 16, 2012 - 5:26:29 PM
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Christophe Brouard. Echo at the LSHTC Pascal Challenge 2. Joint ECML/PKDD PASCAL Workshop on Large-Scale Hierarchical Classification (LSHC2), Sep 2011, Athens, Greece. pp.49-57. ⟨hal-00742646⟩

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