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Deep Learning - How the Mind Overrides Experience (Hardcover)
Loot Price: R3,590
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Deep Learning - How the Mind Overrides Experience (Hardcover)
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Although the ability to retain, process, and project prior
experience onto future situations is indispensable, the human mind
also possesses the ability to override experience and adapt to
changing circumstances. Cognitive scientist Stellan Ohlsson
analyzes three types of deep, non-monotonic cognitive change:
creative insight, adaptation of cognitive skills by learning from
errors, and conversion from one belief to another, incompatible
belief. For each topic, Ohlsson summarizes past research,
re-formulates the relevant research questions, and proposes
information-processing mechanisms that answer those questions. The
three theories are based on the principles of redistribution of
activation, specialization of practical knowledge, and
re-subsumption of declarative information. Ohlsson develops the
implications of those mechanisms by scaling their effects with
respect to time, complexity, and social interaction. The book ends
with a unified theory of non-monotonic cognitive change that
captures the abstract properties that the three types of change
share.
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