EE 477: Universal Schemes in Information Theory

EE 477: Universal Schemes in Information Theory

Stanford University

Fall 2011-2012


Contents:


Announcements


Course Description

How can information be represented, processed, stored, transmitted, decoded or predicted efficiently? How can noise be removed or reduced from it? What is the minimum amount to be stored so that it can be recovered within a specified fidelity? Recent decades have witnessed a fruitful interplay of ideas from information theory, statistics, probability and theoretical computer science, resulting in universal schemes: algorithms that perform such tasks essentially optimally, without knowledge of statistical properties of the data. Several of these algorithms have practical and graceful implementations, and are of wide current use. The course will focus on theoretical and algorithmic aspects of universal schemes. Emphasis will be placed on identifying common themes and on developing tools for constructing and for analyzing the performance of such schemes in a unified framework. These tools will be put to use and applied to a new problem in the final project.

A tentative syllabus can be found here.

Prerequisites:

References:

Material will be drawn from the current literature, papers in Link 1, Link 2 and Link 3, and from the following textbooks:

Course Info

Times and Location: Teaching staff:
Instructor: Tsachy Weissman
Office: Packard 256
Tel: 736-1418
Email: tsachy *AT* stanford.edu
Office hours: Thursday 1pm-2pm or by appointment.
Teaching Assistant: Vinith Misra
Office: Packard 251
Tel: 723-4544
Email: vinith *AT* stanford.edu
Office hours: Tuesday 1pm-2pm or by appointment
Project Assistant: Idoia Ochoa-Alvarez
Office: Packard 251
Tel: 723-4544
Email: iochoa *AT* stanford.edu
Office hours: Tuesday 4pm-6pm or by appointment
Administrative Associate: Kelly Yilmaz
Office: Packard 259
Tel: 723-4539
Email: yilmaz *AT* stanford.edu

Course Requirements

Grading will be based on homework sets(approximately biweekly), a lecture scribe, and a project. The weight of each part in determining the final grade will be announced early in the quarter.

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Last modified: 09/03/2011 01:35:11