Echo at the LSHTC Pascal Challenge 2 - Archive ouverte HAL
Communication Dans Un Congrès Année : 2011

Echo at the LSHTC Pascal Challenge 2

Résumé

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.
Fichier principal
Vignette du fichier
Brouard-ECML2011_Pistou.pdf (93.21 Ko) Télécharger le fichier
Origine Fichiers produits par l'(les) auteur(s)
Loading...

Dates et versions

hal-00742646 , version 1 (16-10-2012)

Identifiants

  • HAL Id : hal-00742646 , version 1

Citer

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⟩
137 Consultations
244 Téléchargements

Partager

More