CSC310F Fall 2006 - Textbook and Other Readings
The textbook for the class will be David Mackay's book,
Information Theory, Inference and Learning Algorithms.
The book is freely available online at
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.
- Mike Luby's original paper on Digital
- A nice review paper on Digital
- Here's a link to the
Dasher Project homepage. This is the demo I showed in class.
- Moffat's 1990 paper Implementing PPM, with details
about tries, etc.
- The famous
- The 1988 paper Arithmetic Coding Revisited
by Moffat, Neal , Witten is
- The 1987 paper Arithmetic Coding for Data Compression
by Witten, Neal, Cleary is
- Shannon's classic paper, A Mathematical Theory of
Communication is available
- Huffman's famous 1952 paper, A Method for the Construction of
Minimum Redundancy Codes is available
- The notes from a
short course given by David Mackay in 1995, out of which his book
Course Information |
Lecture Schedule/Notes |
CSC310F - Information Theory || www.cs.toronto.edu/~roweis/csc310/