A Mathematical Theory of Communication [pdf]

https://people.math.harvard.edu/~ctm/home/text/others/shannon/entropy/entropy.pdf

by luu • 2 years ago

298 52 2 years ago

people.math.harvard.edu

my holy book

ziofill• 2 years ago

I use this paper whenever I teach information theory. If you are mathematically inclined, I’d recommend you to read the demonstration of his two main theorems, it’s illuminating.

the_panopticon• 2 years ago

Another great read from Shannon https://archive.org/details/bstj28-4-656

mehulashah• 2 years ago

When you read this and think about the world he was in — it’s even more remarkable. How did he come up with it?

0823498723498722• 2 years ago

From playing 20 Questions and attempting to formalise it?

EDIT: actually the cryptography connection is more likely: Leibniz was XVII; who was it that was already using binary alternatives for steganography a few centuries earlier?

EDIT2: did entropy in p-chem come before or after Shannon?

EDIT3: well before; S = k_B ln Ω was 1877.

duped• 2 years ago

This is apocryphal, but it probably had something to do with dropping shells on Nazis - he was developing fire control systems for the US Navy around the time he developed the theorem, and only published several years after the War.

Allegedly he also derived Mason's Gain Formula around the same time but that was classified until Mason published it.

shalabhc• 2 years ago

While well known for this paper and "information theory", Shannon's master's thesis* is worth checking out as well. It demonstrated some equivalence between electrical circuits and boolean algebra, and was one of the key ideas that enabled digital computers.

* https://en.wikipedia.org/wiki/A_Symbolic_Analysis_of_Relay_a...

B1FF_PSUVM• 2 years ago

The funny thing is that, at the time, digital logic circuits were made with relays. For most of the XX century you could hear relays clacking away at street junctions, inside metal boxes controlling traffic lights.

Then you got bipolar junction transistors (BJTs), and most digital logic, such as ECL and TTL, was based on a different paradigm for a few decades.

Then came the MOS revolution, allowing for large scale integration. And it worked like relays used to, but Shannon's work was mostly forgotten by then.

mturmon• 2 years ago

Then you got bipolar junction transistors (BJTs), and most digital logic, such as ECL and TTL, was based on a different paradigm for a few decades.

I think the emphasis is misplaced here. It is true that a single BJT, when considered as a three terminal device, does not operate in the same “gated” way as a relay and a CMOS gate does.

But the BJT components still were integrated into chips, or assembled into standard design blocks that implemented recognizable Boolean operations, and synthesis of desired logical functions would use tools like Karnaugh maps that were (as I understand it) outgrowths of Shannon’s approach.

kragen5• 2 years ago

i don't think traffic light control systems were designed with boolean logic before shannon, nor were they described as 'logic' (or for that matter 'digital')

egl2021• 2 years ago

This is my candidate for the most influential master's thesis ever.

dbcurtis• 2 years ago

The fundamental problem of communication is that of reproducing at one point either exactly or approximately a message selected at another point. Frequently the messages have meaning...

This is my candidate for the sickest burn in a mathematical journal paper...

zhangsen• 2 years ago

“Information theory” might be a misnomer.

keepamovin3• 2 years ago

Why?

ShaneCurran• 2 years ago

Not many know about it, but this paper (written in 1948) stemmed from a lesser-known paper Shannon wrote in 1945 called "A Mathematical Theory of Cryptography"[0].

[0] https://evervault.com/papers/shannon

mercacona• 2 years ago

Wow! Could you suggest some extra bibliography that discusses this?

SatvikBeri• 2 years ago

Among other things, this paper is surprisingly accessible. You can give it to a beginner without much math background and they'll be able to understand it. I actually find it better than most modern books on information theory.

kouru225• 2 years ago

Always upvote Shannon

dilawar• 2 years ago

I find it incredible how "simple" were his theories and enormous impact they had. Is there anyone else who developed such seemingly "simple" theories?

robrenaud• 2 years ago

Newton.

ImageXav• 2 years ago

If anyone is on the fence about reading this, or worried about their ability to comprehend the content, I would tell you to go ahead and give it a chance. Shannon's writing is remarkably lucid and transparent. The jargon is minimal, and his exposition is fantastic.

As many other commentators has mentioned, it is impressive that such an approachable paper would lay the foundations for a whole field. I actually find that many subsequent textbooks seem to obfuscate the simplicity of the idea of entropy.

Two examples from the paper really stuck with me. In one, he discusses the importance of spaces for encoding language, something which I had never really considered before. In the second, he discusses how it is the redundancy of language that allows for crosswords, and that a less redundant language would make it harder to design these (unless we started making them 3D!). It made me think more deeply about communication as a whole.

jp42• 2 years ago

I am one of the few who is on the fence. This comment motivates me to give it try to this paper. Thanks ImageXav!

jessriedel• 2 years ago

Agreed. This is one of the all time great papers in that it both launched an entire field (information theory) and remains very accessible and pedagogical. A true gem.

Anon84• 2 years ago

He also creates the first (at least that I could find) instance of a auto-regressive (markovian) language model as a clarifying example in the first 10 pages :)

contingencies• 2 years ago

Two examples from the paper really stuck with me. In one, he discusses the importance of spaces for encoding language, something which I had never really considered before.

As a westerner who has studied quite a few writing systems this is kind of hard to interpret.

Verbally however, the timing of pauses are important in all languages I've learned. This would be a more coherent argument to place at the pan-lingual level than one related to written representation, which is pretty arbitrary (many languages have migrated scripts over the years, see for example the dual mode devanagari/arabic hindu/urdu divide, many other languages migrating to arabic, phagspa, vietnamese moving from chinese to french diacritics, etc.).

In the second, he discusses how it is the redundancy of language that allows for crosswords, and that a less redundant language would make it harder to design these (unless we started making them 3D!). It made me think more deeply about communication as a whole.

Yeah, good luck making a Chinese crossword. Not sure "redundancy" is the right term, however. Perhaps "frequent [even tediously repetitive?] glyph reuse".

kragen5• 2 years ago

my experience is that papers that lay the foundations for a whole field are usually very approachable. i'm not sure why this is:

- maybe being better at breaking new intellectual ground requires some kind of ability that can also be applied to explaining things? like maybe some people are just smarter than others, either inherently or as a result of their training and experience, in a way that generalizes to both tasks

- maybe the things that most strongly impede people from breaking new intellectual ground also impede them from explaining them clearly? candidates might include emotional insecurity, unthinking devotion to tradition, and intellectual vanity (wanting to look right rather than be right)

- maybe the people who suck at explaining their own ideas don't get access to the cutting-edge developments that they would need to break new intellectual ground? shannon had the great good fortune, for example, to spend a lot of the war at bell labs conducting cryptanalysis, rather than sleeping under a dunghill on the battlefield or on the assembly line making artillery shells

jdewerd• 2 years ago

Jargon and shared context are barriers for newbies. In a new field they simply don't exist yet. The avenues for accidentally excluding people (or intentionally but I like to be charitable) don't exist yet.

akvadrako• 2 years ago

I think it's because they are older and that led to less of the modern publication pressures.

You didn't need to publish if you didn't have something interesting to say and you could just make your point, without worrying about drowning in a sea of mediocrity.

0823498723498722• 2 years ago

...papers that lay the foundations for a whole field are usually very approachable

Might that be one of the motivations for NHA's "By studying the masters and not their pupils" strategy?

(very sorry: on top of other things I need to re-set up email but I still have a bit set for you!)

jamesrcole• 2 years ago

papers that lay the foundations for a whole field are usually very approachable. i'm not sure why this is

Kuhn talks about this in his works[1]. If I recall correctly, his argument is that when someone is creating a new field (new paradigm) there isn't pre-existing jargon to describe it in terms of, so it has to be described in accessible language.

It's once people start doing work inside the field that they start developing jargon and assuming things.

[1] I think it would have been The Structure of Scientific Revolutions, and/or possibly The Copernican Revolution

unnah• 2 years ago

Yet another possibility is that there actually are papers laying out foundations of potential new fields in impenetrable prose... and then no one understands those papers and they are promptly forgotten. One can only hope that someone else reinvents the ideas and explains them better.

teleforce• 2 years ago

Shannon is the closest equivalent to Einstein in contribution but for engineering fields.

He pioneered several foundational research in the engineering field including communication entropy, cryptography, chess engine, robotic intelligence, digital boolean, LLM and modern AI in general. An outstanding engineer, or engineer's engineer in a true sense of word.

keepamovin3• 2 years ago

I think it’s worth saying, thank you for such a great description of why Shannon’s writing is good, and how approachable his foundational papers are. I could’ve just upboted but it’s nice to know that what you’re doing really resonates with other people and they really appreciate your way of describing it. Thank you. Haha! :)

baq• 2 years ago

The jargon is minimal

Just pointing out the obvious here - it’s impossible to have any jargon in this paper since it literally created the field. Any jargon is necessarily invented later.

On the whole I agree: just go read the paper. While you’re at it, queue up Lamport’s The Part-Time Parliament of Paxos.

a_wild_dandan• 2 years ago

new jargon != any jargon

Plenty of STEM jargon existed which Shannon chose to not use.

loph• 2 years ago

Shannon did a lot more interesting things than just this paper.

If you become more interested in Claude Shannon, I recommend the biography "A Mind At Play"

https://en.wikipedia.org/wiki/A_Mind_at_Play

A very interesting person.

JoeDaDude2• 2 years ago

Agreed, One niche interest of mine is his treatment of board games and the machines he built to play them.

https://boardgamegeek.com/geeklist/143233/claude-shannon-the...

pid-1• 2 years ago

As an undergrad I struggled to understand why log was used to measure information. Could not find a reason in any textbook.

Took a deep breath and decided to download and read this paper. Surprise, surprise: it's super approachable and the reasoning for using log is explained on the first page.

FarhadG• 2 years ago

I recently went through two books: (1) Fortune's Formula and (2) A Man for All Markets. They both impressed upon me a deep appreciation for Shannon's brilliant mind.

Curious if there are any great resources/books you'd recommend on Information Theory.

fat_cantor• 2 years ago

Cover & Thomas

JoeDaDude2• 2 years ago

An Introduction to Information Theory Symbols, Signals & Noise By John Robinson Pierce

https://www.google.com/books/edition/An_Introduction_to_Info...

chrispeel• 2 years ago

* The Idea Factory (https://en.wikipedia.org/wiki/The_Idea_Factory) includes info on Kelly (https://en.wikipedia.org/wiki/Kelly_criterion) as well as Shannon.

* A Mind at Play (https://en.wikipedia.org/wiki/A_Mind_at_Play) is a bio of Shannon. I think a much better bio could be written, but this is all we have.

* "Information Theory" by Cover and Thomas is a mathematical introduction to information theory. This is a technical book, and is very different than the books above.

If you haven't yet done so, read Shannon's paper as linked above

groovimus• 2 years ago

Shannon's original paper on the topic was written during WWII and I believe it was classified and is much more concise as an introduction. After that, he and Weaver put together the famous and much more comprehensive 1948 paper which expanded into the noisy coding theorem. Meanwhile his original paper ("Communication in the Presence of Noise") was published in 1949, possibly after declassification. I highly recommend reading it first, taking maybe an hour to read. Another terrific intro is a chapter of a book by Bruce Carlson: "Communication Systems: An Introduction to Signals and Noise..." I have a scan of the chapter linked here: https://drive.google.com/file/d/0B9oyGOnmkS7GTFlmQ2F1RWNFd28...

aragonite• 2 years ago

The LaTeX code can be found at [1] (.tar.gz) or by clicking the 'directory' link towards the bottom of page [2].

[1] https://web.archive.org/web/20080516051043/http://cm.bell-la...

[2] https://web.archive.org/web/20080516051043/http://cm.bell-la...

intalentive• 2 years ago

Shannon:Kolmogorov::LLMs:minds

A Mathematical Theory of Communication [pdf]

Related Stories