Chapter

Foundations of Intelligent Systems

Volume 2366 of the series Lecture Notes in Computer Science pp 574-582

Date:

Cooperation of Multiple Strategies for Automated Learning in Complex Environments

  • Floriana EspositoAffiliated withDipartimento di Informatica, Università di Bari
  • , Stefano FerilliAffiliated withDipartimento di Informatica, Università di Bari
  • , Nicola FanizziAffiliated withDipartimento di Informatica, Università di Bari
  • , Teresa Maria Altomare BasileAffiliated withDipartimento di Informatica, Università di Bari
  • , Nicola Di MauroAffiliated withDipartimento di Informatica, Università di Bari

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Abstract

This work presents a new version of the incremental learning system INTHELEX, whose multistrategy learning capabilities have been further enhanced. To improve effectiveness and efficiency of the learning process, pure induction and abduction have been augmented with abstraction and deduction. Some results proving the benefits that the addition of each strategy can bring are also reported. INTHELEX will be the learning component in the architecture of the EU project COLLATE, dealing with cultural heritage documents.