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Commodity Algorithms and Data Structures In C++: Simple and Useful, by Dmytro Kedyk
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Algorithms and data structures are the core of computer science and an important tool in other fields like statistics. A commodity algorithm is like a commodity in economics: it's correct, easy to understand, applicable to many problems, efficient, and free of intellectual property claims. This book covers all commodity algorithms and data structures learned in an algorithms class and many that aren't including randomized algorithms, large number arithmetic, external memory algorithms, numerical methods, optimization, string algorithms, and data compression. Each algorithm and data structure is described clearly, completely, and concisely with text and full tested C++ code. Most descriptions have examples, illustrations, performance analysis, use cases, and suggestions for optimizations and extensions. Many topics in this book appear only in specialized books and papers, including garbage-collecting freelists, collections of random number generators and hash functions for different use cases, priority queues that allow indexing, cyclic redundancy check algorithm, simplex method for linear programming, efficient dictionaries for variable length keys, simulated annealing, Monte Carlo method, and algorithms for reinforcement learning. This is the book the author wishes he had when he started studying algorithms.
- Sales Rank: #3142053 in Books
- Published on: 2014-03-06
- Original language: English
- Number of items: 1
- Dimensions: 10.00" h x .57" w x 8.00" l, 1.12 pounds
- Binding: Paperback
- 250 pages
Most helpful customer reviews
2 of 2 people found the following review helpful.
Something different
By Linda
This short book is written in a somewhat unusual way. The cover is gorgeous, though I don't understand the bottom part. Exposition of all topics is very compact, but apparently complete and there is C++ code with almost every algorithm and data structure. Topic selection is also a bit unusual, for example I was hoping to see compact red-black tree code, but instead there is a one line mention of a study that found another tree data structure called treap superior to red-black tree along with detailed presentation of this data structure. I glanced at my copy of Knuth and saw that he plans to cover treap in his next edition, so maybe it is indeed a better choice.
Also for a 200-something page book it covers very many topics. There are chapters on Monte Carlo and external memory algorithms which I have not seen in other books. As such this book seems to be offering an original approach rather than create another copycat of Knuth/Cormen. There are no exercises or questions for readers in this book, but I am considering using it for the algorithm's class I will teach this fall.
There are specialized books for topics like machine learning and optimization, but this is the first book where I see clean C++ code for neural networks and the back-propagation math is somehow explained in one paragraph. Definitely a worthy addition to my computing book collection. Hopefully this one will force the Knuth/Cormen/Sedgewick/Weiss classics update their coverage.
1 of 1 people found the following review helpful.
Could have been an amazing algorithms book
By modern c++'ser
This could have potentially been one of the best algorithmic books. It covers a wide variety of topics including some non standard (but non the less important) topics that are otherwise not covered in any other book. The bonus is that it contains well written modern c++ code. So why the 2 stars ? Because the author makes no attempts to explain the topics in fullness, or even partially.
It seems that the author wanted to get the explanations part out of the way so he can code some more.
The sentences are incomplete and instead the author uses mathematical notations. The Author assumes that the reader understands many subtleties in math and CS (which is for the most part incorrect) and skips those explanations as well. So, if you have the patience to figure out yourself what the code in this book does (based on the title of the chapter) then you'll enjoy it. Otherwise, like in my case this book will decorate the shelf.
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