CSC310F Fall 2005 - Textbook and Other Readings
Textbook
The textbook for the class will likely be David Mackay's book,
Information Theory, Inference and Learning Algorithms.
The book is freely available online at
this
website.
Readings (tentative list, watch for updates)
- We will be covering material from Parts I, II, III of the book.
- Read chapter 1 for Lectures 1,2 and first tutorial. The material
in chapter 2 may be a helpful review but is not directly part of the
course content.
- Read Chapters 4, 5,6 in Mackay's book. (Lectures 3-11b).
- Read Chapters 8 and 9 in Mackay's book (starting with Lecture 12).
- Read Chapters 10,11,47,50 in Mackay's book.
Additional Material
- The famous
LZ77,
and
LZ78
papers.
- The 1987 paper Arithmetic Coding for Data Compression
by Witten, Neal, Cleary. is
here.
- Shannon's classic paper, A Mathematical Theory of
Communication is available
here.
- Huffman's famous 1952 paper, A Method for the Construction of
Minimum Redundancy Codes is available
here.
- The notes from a
short course given by David Mackay in 1995, out of which his book
eventually grew.
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