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Abu-Mostafa, Yaser Said (1983-05-23) Complexity of information extraction. http://resolver.caltech.edu/CaltechETD:etd-05142003-111719


Type of Document Dissertation
Author Abu-Mostafa, Yaser Said
URN etd-05142003-111719
Persistent URL http://resolver.caltech.edu/CaltechETD:etd-05142003-111719
Title Complexity of information extraction
Degree PhD
Option Electrical Engineering
Advisory Committee
Advisor Name Title
A. Kechris Committee Member
C. Mead Committee Member
D. Psaltis Committee Member
E. Posner Committee Member
H. Ryser Committee Member
R. McEliece Committee Member
R. Wilson Committee Member
Keywords
  • none
Date of Defense 1983-05-23
Availability unrestricted
Abstract
This thesis describes a mathematical theory that interrelates the basic concepts of complexity, cost, information and reliability. The accessibility of information, as opposed to its availability, is characterized. Universal bounds for complexity distribution, implementation cost and decision reliability are estimated. These bounds give rise to a methodology for any consistent definition of a complexity measure. The basic notions of pattern recognition and information theory are directly related to computational complexity.

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