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Communication Dans Un Congrès Année : 2013

A new on-line learning method for coping with recurring concepts: the ADACC system

Résumé

When the environment changes, as is increasingly the case when considering unending streams and long-life learning tasks, it is necessary to rely on on-line learning with the capability to adapt to changing conditions a.k.a. concept drifts. Previous works have focused on means to detect changes and to adapt to them. Ensemble methods relying on committees of base learners have been among the most successful approaches. In this paper, we introduce a new second-order learning mechanism that is able to detect relevant states of the environment in order to recognize recurring contexts and act pro-actively to concepts changes. Empirical comparisons with existing methods on well-known data sets show the advantage of the proposed algorithm.
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Dates et versions

hal-01565537 , version 1 (19-07-2017)

Identifiants

  • HAL Id : hal-01565537 , version 1
  • PRODINRA : 399107

Citer

Ghazal Jaber, Antoine Cornuéjols, Philippe Tarroux. A new on-line learning method for coping with recurring concepts: the ADACC system. 20. International Conference on Neural Information Processing (ICONIP 2013), Nov 2013, Daegu, South Korea. ⟨hal-01565537⟩
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