All the essential topics in information theory are covered in detail, including entropy, data compression, channel capacity, rate distortion, network information theory, and hypothesis testing. There are many textbooks introducing to probability and to information theory. I taught an introductory course on information theory to a small class. The fight for a human future at the new frontier of power. This book provides a good balance between words and equations. A history, a theory, a flood by james gleick, an introduction to.
The best books on information theory data science texts. Free information theory books download ebooks online. Lecture notes on information theory and coding mauro barni benedetta tondi 2012. As far as i know this was one of the starting points of the theory of markov chains.
It has over 400 examples of information graphics from around the world, covering data visualization in journalism, government, education, business, and more. Which is the best introductory book for information theory. Gray information systems laboratory electrical engineering department stanford university springerverlag new york c 1990 by springer verlag. Indeed the diversity and directions of their perspectives and interests shaped the direction of information theory. Discrete mathematics aims the aims of this course are to introduce the principles and applications of information theory. The last few years have witnessed the rapid development of network coding into a research eld of its own in information science. This book is ideal for an upperlevel undergraduate or graduate level introduction to probability for math, science, engineering and business students. Permission has been granted only for use in the original print version of the book. A listing in this section is not to be construed as an official recommendation of the ieee information theory society.
The first edition of the book is now a free download from internet archive. Written for an engineering audience, this book has a threefold purpose. This book is devoted to the theory of probabilistic information measures and. Diestel does cover a lot of material that west doesnt, but its covered at a more mathematically mature manner. A glossary for biological information theory and the. While the jones 2 book does not provide a basket full of lemmas and deep insight for doing research on quantifying information, it is a.
Diestel is a text that covers topics you should see if you are attending graph theory conferences. Information theory and coding j g daugman prerequisite courses. Concepts in quantum shannon theory chapter 1 quantum. The chapter ends with a section on the entropy rate of a.
Mackay outlines several courses for which it can be used including. Find the top 100 most popular items in amazon books best sellers. The emphasis throughout the book is on such basic concepts as sets, the. Do you have books you can recommend that deal with markov chains and language information theory. Information theory, inference and learning algorithms pdf. Information theory 112 of over 5,000 results for books. Diestel is a solid book, but it is not a beginner level book. Youll find more than 100 good books to read, organized by category. Start typing the title or the author of a book you like, and click on the link underneath which matches best. And this book always has been in my favorite book list that i like to use for teaching. Online shopping for information theory from a great selection at books store. Imagine your friend invites you to dinner for the first time. The course will study how information is measured in terms of probability and entropy, and the.
Deepak maran, kewei liu, rakshita nagalla, xiaohui guo. So, im not shy with recommending this book to astronomers with. I have found just one information management theory. Elements of information theory pdf 2nd edition of this fundamental textbook maintains the books tradition of clear, thoughtprovoking instruction. Folks frequently ask what are the books that changed your life. Examples of novel topics for an information theory text include asymptotic mean stationary sources, onesided sources as well as twosided sources, nonergodic sources, dcontinuous channels, and sliding block or stationary codes.
Devavrat shahs group at mits laboratory for information and decision systems lids specializes in analyzing how social networks process information. Elements of information theory 2nd edition pdf ready for ai. Some additional recommendation of the book has been made to answer offline inquiries. In a famously brief book, shannon prefaced his account of information theory for continuous variables with these words. The second edition of this fundamental textbook maintains the books tradition of clear, thoughtprovoking instruction.
This book is intended to provide a coherent and succinct account of information theory. What are some standard bookspapers on information theory. We will not attempt in the continuous case to obtain our results with the greatest generality, or with the extreme. Information theory a tutorial introduction o information. Town bans fast food, maybe fast casual, ww2 bomb in downtown berlin, bladeless windmills, more. This is a graduatelevel introduction to mathematics of information theory. It was originally proposed by claude shannon in 1948 to find fundamental limits on signal processing and communication operations such as data compression, in a landmark paper titled a mathematical theory of communication. This is entirely consistent with shannons own approach. The page is a reading list sharing the best books to read in various categories based on many hours of reading and research. Elements of information theory microsoft library overdrive. This is a reading list for people who dont have time for unimportant books. Extracareis taken in handlingjointdistributions withzeroprobability masses.
For detailed explanation of the approach and discussion of. Anyone can find a big list of books on information theory from amazonlibrary, but if you only have 23 choices, what will they be. Before answering, please see our policy on resource recommendation questions. I also recommend a first course in string theory, by barton zweibach, 1st or 2nd eds. Nassim nicholas taleb book recommendations list on. Browse other questions tagged bookrecommendation or ask your own. Textbooks in each category are sorted by alphabetical order of the first authors last name. A history, a theory, a flood by james gleick, an introduction to information theory. Information systems 4 a global text this book is licensed under a creative commons attribution 3. Information theory was invented by claude shannon and introduced in his classic book the mathematical theory of communication shannon and weaver, 1949. From a communication theory perspective it is reasonable to assume that the information is carried out either by signals or by symbols. A tutorial introduction, by me jv stone, published february 2015. Theory of motivated information management walid afifi and judith weiner, 2004.
It will be great if each reply would correspond to a single book, and it is highly encouraged to elaborate on why is the particular book or resource recommended, including the necessary background to read the book for graduate students, early undergrads, etc, the teaching style, the focus of the material, etc. Pierce, an engineer at bell labs in the 1940s, wrote an excellent introductory book about information theory, j. There have been some new books now that approach the subject from other perspectives. What are some good books on information theory and its. Explain the nature of the resource so that readers can decide which one is best suited for them rather than relying on the opinions of others. I used information and coding theory by jones and jones as the course book, and supplemented it with various material, including covers book already cited on this page. Entropy and information theory first edition, corrected robert m. A thorough introduction to information theory, which strikes a good balance between intuitive and technical. This book is an evolution from my book a first course in information theory published in 2002 when network coding was still at its infancy. Book elements of information theory harvard university. There are also some introductory essays on data visualization history and theory and data journalism. I did not read them shame on me, so i cant say if theyre good or not. It was the result of crucial contributions made by many distinct individuals, from a variety of backgrounds, who took his ideas and expanded upon them.
This is a list of recommended books, videos and web sites copied from the further readings section of my book on information theory given at the end of this. David recommends the book the information by james gleick. The best recommendation i can offer isnt for a book, but a series of video lectures. Inevitably, understanding information theory requires a degree of mathematical sophistication. Please write substantial answers that detail the style, content, and prerequisites of the book, paper or other resource. Information theory was not just a product of the work of claude shannon.
Book recommendations on quantum mechanics and quantum information processing with specific topics mentioned in the description hot network questions could somebody get temporarily stuckglued to a wall by way of energy or some other force. This area of study has become known as quantum shannon theory in the broader quantum information community, in order to distinguish this topic from other areas of study in quantum information science. Beginners learning artificial intelligence must read mathematics books recommendation with pdf download. Enter a book you like and the site will analyse our huge database of real readers favorite books to provide book recommendations and suggestions for what to read next. This note will cover both classical and modern topics, including information entropy, lossless data compression, binary hypothesis testing, channel coding, and lossy data compression. Pierce writes with an informal, tutorial style of writing, but does not flinch from presenting the fundamental theorems of information theory. In this text, we will use the terms quantum shannon theory and. Readers are provided once again with an instructive mix of mathematics, physics, statistics, and information theory. For further reading, here are some other readings that my professor did recommend. Several of the generalizations have not previously been treated in book form. Books recommendation on graph theory beginner level. The standard is neilson and chuang but it depends on what your background is.
If several similar results are shown, click the highest one. Useful identities and inequalities in information theory are derived and explained. A great tease full of history and ideas for further study is knots, mathematics with a twist, by alexei sossinskyyoull see that the knot theory built up by vortex atom physicists in the 19th century resembles todays string theory work. As claude shannon is considered as the father of information theory one can say that his land mark paper called a mathematical theory of communication is considered as the origin of information theory information age. The 100 best information theory books recommended by jeff atwood, andrew chen, rick klau, bret victor and nassim nicholas taleb.
When you arrive at the building where he lives you find that you. Gallager, information theory and reliable communication, wiley, 1968. Information theory this is a wikipedia book, a collection of wikipedia articles that can be easily saved, imported by an external electronic rendering service, and ordered as. I liked it as a good didactical approach to introduce my students to quantum mechanics to beginners with polarization states of photons as a simple 2d hilbert. Discover the best information theory in best sellers. Information theory information, entropy, communication, coding, bit, learning ghahramani, zoubin zoubin ghahramani university college london united kingdom definition information is the reduction of uncertainty. The notion of entropy, which is fundamental to the whole topic of. Information theory studies the quantification, storage, and communication of information. Beginners learning artificial intelligence must read.1226 978 843 1094 1402 1362 353 654 142 165 1431 1366 544 1461 124 814 1207 604 1346 587 1269 177 1139 7 1251 728 543 479 917 210 124 502 50 874 1347 667 649 825 168 588 941