Chapter 1: Information and information-processing

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Presentation transcript:

Chapter 1: Information and information-processing

Moving away from behaviorism Latent learning  idea of information pick-up and storage Place learning  idea of information specifically about the environment (rather than the organism’s own movements) Language  idea of hierarchical, rather than serial, organization [also emerges from Lashley’s analysis of behavior] Cognitive Science  José Luis Bermúdez / Cambridge University Press 2010

Lashley on serial order Sequential organization is key to human and animal behavior Locomotion Planned behaviors Language Rejected idea that sequential organization is the result of associative chaining Cognitive Science  José Luis Bermúdez / Cambridge University Press 2010

Types of evidence • Movement can occur even when sensory feedback is interrupted • Some movement sequences are too quick for elements to be triggered by preceding elements • Errors in behavior suggest high-level organization • Context-sensitivity of behaviors [e.g. /rajt/ in “The mill-wright on my right thinks it right that some conventional rite should symbolize the right of every man to write as he pleases”] Cognitive Science  José Luis Bermúdez / Cambridge University Press 2010

Basic motor plans Goal Selection of effector Trajectory of effector Muscle coordination Sensory feedback and fine-tuning Cognitive Science  José Luis Bermúdez / Cambridge University Press 2010

Problems These plans obviously draw upon information about the body and about the environment. How is this information stored? How are the plans themselves “coded”? What sort of “processing” is involved in the execution of a plan? Cognitive Science  José Luis Bermúdez / Cambridge University Press 2010

The big picture Cognitive science grew out of these basic ideas • organisms pick up and process information about the environment [distal, rather than proximal] • they make plans that exploit this information Developing these ideas was made much easier by two mathematical theories • the theory of information • the theory of computation Cognitive Science  José Luis Bermúdez / Cambridge University Press 2010

Shannon on information Cognitive Science  José Luis Bermúdez / Cambridge University Press 2010

Measuring information in bits A bit is the quantity of information required to distinguish 2 equally likely (and incompatible) states of affairs 1 bit of information is required to communicate the fact that a coin has landed heads 4 bits to communicate the winning ticket in a 16 ticket lottery Generally, when we have equally likely alternatives each with probability p, we require – log2(p) bits of information to identify which one holds Cognitive Science  José Luis Bermúdez / Cambridge University Press 2010

Miller’s magical number 7 Exploring the channel capacity of a perceiver (considered as a communication channel) Distinction between: span of absolute judgment span of immediate memory Both are circumscribed by the number 7 - but in different ways. Cognitive Science  José Luis Bermúdez / Cambridge University Press 2010

Span of absolute judgment Absolute judgments of unidimensional stimuli – e.g. categorizing colors or identifying pitches of sounds • as opposed to relative judgments (darker/lighter or higher/lower) Subjects are systematically limited in the number of bits of information that they can process • Limitation seems more or less constant across different sensory modalities Cognitive Science  José Luis Bermúdez / Cambridge University Press 2010

Pollack on identifying tones The auditory channel seems to be an information channel with a built-in information processing bottleneck – around 2.5 bits Cognitive Science  José Luis Bermúdez / Cambridge University Press 2010

Overcoming the bottleneck Increasing the number of dimensions along which objects are compared • discrimination gets cruder as number of dimensions increases • distinctive features distinguishing phonemes are binary • Making successive judgments in addition to simultaneous ones (as in language) – i.e. presenting a range of items successively and then asking the subject to make the identifications • short-term memory Cognitive Science  José Luis Bermúdez / Cambridge University Press 2010

The span of absolute memory The issue here is the number of items that can be immediately recalled Index of number of items that can be stored in short-term memory This is not the same as the span of immediate judgment – not a test of categorization Known that here too we have a limit of 7, more or less Cognitive Science  José Luis Bermúdez / Cambridge University Press 2010

The Hayes experiments show that the span of absolute memory is not constrained by the amount of information carried by the items that are being recalled Cognitive Science  José Luis Bermúdez / Cambridge University Press 2010

Chunking Exploits the distinction between Constraints upon absolute judgments Constraints upon short-term memory We can only hold 7 items in STM - but we can use chunking/recoding to hold far more than 7 bits of information Information is processed relative to a particular coding/format Cognitive Science  José Luis Bermúdez / Cambridge University Press 2010

Cognitive Science  José Luis Bermúdez / Cambridge University Press 2010

Information in information theory The mathematical theory of communication (1) Centred on concept of information channel (2) Studies how messages are encoded into signals and then transmitted to a receiver (3) Concerned primarily with information gain (defined probabilistically in terms of reduction of uncertainty) Cognitive Science  José Luis Bermúdez / Cambridge University Press 2010

Information in cognitive science Cognitive scientists are more concerned with how information is transformed (processed) than with how it is transmitted Information understood in terms of representations Major concern is how information-processing is physically implemented in particular mental architectures Cognitive Science  José Luis Bermúdez / Cambridge University Press 2010