ENG EC 517 - Introduction to Information TheoryPrereq

Institution:
Boston University
Subject:
Description:
ENG EC 381 or equivalent. Discrete memory-less stationary sources and channels; information measures on discrete and continuous alphabets and their properties: entropy, conditional entropy, relative entropy, mutual information, differential entropy; elementary constrained convex optimization; fundamental information inequalities: data-processing, and Fano's; block source coding with outage: weak law of large numbers, entropically typical sequences and typical sets, asymptotic equipartition property; block channel coding with and without cost constraints: jointly typical sequences, channel capacity, random coding, Shannon's channel coding theorem, introduction to practical linear block codes; rate-distortion theory: Shannon's block source coding theorem relative to a fidelity criterion; source and channel coding for Gaussian sources and channels and parallel Gaussian sources and channels (water-filling and reverse water-filling); Shannon's source-channel separation theorem for point-to-point communication; Lossless data compression: Kraft's inequality, Shannon's lossless source coding theorem, variable-length source codes including Huffman, Shannon-Fano-Elias, and arithmetic codes; applications; mini-course project. 4
Credits:
3.00
Credit Hours:
Prerequisites:
Corequisites:
Exclusions:
Level:
Instructional Type:
Lecture
Notes:
Additional Information:
Historical Version(s):
Institution Website:
Phone Number:
(617) 353-2000
Regional Accreditation:
New England Association of Schools and Colleges
Calendar System:
Semester

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