[HN Gopher] Information Theory: A Tutorial Introduction
___________________________________________________________________
Information Theory: A Tutorial Introduction
Author : teleforce
Score : 172 points
Date : 2021-06-26 15:52 UTC (7 hours ago)
(HTM) web link (arxiv.org)
(TXT) w3m dump (arxiv.org)
| jostmey wrote:
| I think of information theory as an entirely new branch of
| mathematics because it represents a new way of quantitatively
| thinking. Calculus provided a different way to think about
| problems separate from geometry. Information theory let's me
| think about problems _differently_.
| phonebucket wrote:
| Another fantastic (and free!) Information Theory resource is
| David MacKay's book, which also addresses aspects of Bayesian
| Statistics and Machine Learning:
| http://www.inference.org.uk/mackay/itila/
|
| It's among my favourite textbooks: you can feel his enthusiasm
| and personality through the pages. The world is a poorer place
| without him around.
| vmilner wrote:
| See also his video course:
|
| https://www.youtube.com/watch?v=BCiZc0n6COY
| elromulous wrote:
| Written some 60 years ago, Information Theory and Coding by
| Abramson[1] is an absolute gem for those looking to get into info
| theory. The cover book [2] being the more complete resource (and
| somewhat of a grad level defacto standard text).
|
| [1] https://www.amazon.com/Information-Theory-Coding-Norman-
| Abra...
|
| [2] https://www.amazon.com/Elements-Information-Theory-
| Telecommu...
| mcguire wrote:
| " _To mistake a binary digit for a bit is a category error. In
| this case, the category error is not as bad as mistaking marzipan
| for justice, but it is analogous to mistaking a pint-sized bottle
| for a pint of milk._ "
|
| That's well put.
| chrispeel wrote:
| Shannon's original paper "A Mathematical Theory of Communication"
| which introduced information theory is so accessible as to be
| useful as a tutorial itself:
|
| http://people.math.harvard.edu/~ctm/home/text/others/shannon...
| Swizec wrote:
| +1 for the original paper. I used it to pass my information
| theory class in college because it made more sense than the
| official materials and my lecture notes.
|
| It's a fantastic explanation of the theory.
| m-hilgendorf wrote:
| The edition with Weaver's introduction is also very good,
| especially if you would like the context and ramifications of
| Shannon's theory.
|
| https://pure.mpg.de/rest/items/item_2383164/component/file_2...
| haolez wrote:
| Except that some of the notation has changed a little. But it's
| insanely good and impactful for a piece that is only 8 pages
| long, if I remember correctly.
| anon_tor_12345 wrote:
| it's 55 pages
| haolez wrote:
| His master's thesis was much smaller, if I remember
| correctly. Gonna check with my ex teacher :)
| duped wrote:
| His master's thesis was on applying boolean algebra to
| the design of switching circuits, which was similarly
| groundbreaking (although discovered in parallel by
| another).
___________________________________________________________________
(page generated 2021-06-26 23:00 UTC)