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Top2. Distinction Between Adaptation And Cognition
The idea of adaptation may be traced back to the pioneering work of Widrow and associates at Stanford University, California. In particular, Widrow and Hoff (19xx) described an adaptive filter, consisting of the following components:
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Linear combiner, which is equipped with a set of free parameters.
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Comparator, which measures the difference between an externally supplied desired response and the actual output of the linear combiner produced in response to an input signal.
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Control mechanism, which adjusts the parameters of the linear combiner so as to minimize the error signal in some statistical sense.
We may therefore offer the following definition:
Adaptation is a signal-processing paradigm, with a built-in mechanism, which adjusts the free parameters of a typically linear filter of finite-duration impulse response in accordance with statistical variations of the environment.
In direct contrast, we define cognition as follows:
Cognition is an information-processing paradigm with a built-in mechanism, which enables a dynamic system to learn from the experience gained through continued interactions with its environment.
Note that in cognition we speak of information processing rather than signal processing as in the case of adaptation.
Top3. The Five Principles Of Cognitive Dynamic Systems
For a dynamic system to be cognitive in the true sense of the word, it has to satisfy the five basic principles of human cognition (Haykin, 2011). The five principles are:
The fifth principle, language, provides the means for effective and efficient communications between the different parts constituting the cognitive dynamic system. With the language being outside the scope of this paper, the discussion will be focused entirely on principles (i) through (iv).