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Emotional Concept Development

Claes Strannegård (Institutionen för tillämpad informationsteknologi, Avdelningen för kognition och kommunikation (Chalmers) ; Institutionen för filosofi, lingvistik och vetenskapsteori) ; Simone Cirillo (Institutionen för tillämpad informationsteknologi (Chalmers)) ; Johan Wessberg
Lecture Notes in Computer Science. Artificial General Intelligence: 8th International Conference, AGI 2015, AGI 2015, Berlin, Germany, July 22-25, 2015, Proceedings /eds. Bieger, Jordi, Ben Goertzel, and Alexey Potapov (0302-9743). Vol. 9205 (2015), p. 362-372.
[Konferensbidrag, refereegranskat]

Artificial emotions of different varieties have been used for controlling behavior, e.g. in cognitive architectures and reinforcement learning models. We propose to use artificial emotions for a different purpose: controlling concept development. Dynamic networks with mechanisms for adding and removing nodes are more flexible than networks with a fixed topology, but if memories are added whenever a new situation arises, then these networks will soon grow out of proportion. Therefore there is a need for striking a balance that ideally ensures that only the most useful memories will be formed and preserved in the long run. Humans have a tendency to form and preserve memories of situations that are repeated frequently or experienced as emotionally intense (strongly positive or strongly negative), while removing memories that do not meet these criteria. In this paper we present a simple network model with artificial emotions that imitates these mechanisms.

Nyckelord: Autonomous agent, Concept development, Emotion



Denna post skapades 2015-11-02. Senast ändrad 2016-11-01.
CPL Pubid: 225168

 

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Institutioner (Chalmers)

Institutionen för tillämpad informationsteknologi, Avdelningen för kognition och kommunikation (Chalmers) (2011-2017)
Institutionen för filosofi, lingvistik och vetenskapsteori (GU)
Institutionen för tillämpad informationsteknologi (Chalmers) (2003-2017)
Institutionen för neurovetenskap och fysiologi, sektionen för fysiologi (GU)

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