Sir David John Cameron MacKay FRS FInstP FICE (22 April 1967 – 14 April 2016) was a British physicist, mathematician, and academic. He was the Regius Professor of Engineering in the Department of Engineering at the University of Cambridge and from 2009 to 2014 was Chief Scientific Adviser to the UK Department of Energy and Climate Change (DECC). MacKay authored the book Sustainable Energy – Without the Hot Air.
Information theory and inference, taught together in this exciting textbook, lie at the heart of many important areas of modern technology - communication, signal processing, data mining, machine learning, pattern recognition, computational neuroscience, bioinformatics and cryptography. The book introduces theory in tandem with applications. Information theory is taught alongside practical communication systems such as arithmetic coding for data compression and sparse-graph codes for error-correction. Inference techniques, including message-passing algorithms, Monte Carlo methods and variational approximations, are developed alongside applications to clustering, convolutional codes, independent component analysis, and neural networks. Uniquely, the book covers state-of-the-art error-correcting codes, including low-density-parity-check codes, turbo codes, and digital fountain codes - the twenty-first-century standards for satellite communications, disk drives, and data broadcast. Richly illustrated, filled with worked examples and over 400 exercises, some with detailed solutions, the book is ideal for self-learning, and for undergraduate or graduate courses. It also provides an unparalleled entry point for professionals in areas as diverse as computational biology, financial engineering and machine learning.
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评分##图文并茂,但是有点废话太多,数学不严谨。
评分##读了一点,组会解散了,于是没有继续下去了,感觉这书讲得好 detail 啊。 组会在读的书之一。 水木 AI 版有人推荐,有电子版,有时间看一下。看章节标题似乎很不错的样子。
评分##学习信息论的时候,老师推荐的,然后就买来了。实例很多,习题也很经典,花费了一个学期看了一遍,感觉对信息论的理解完全高了好多个层次。
评分##好书好书太多了,还要继续读第三遍
评分 评分##我感觉啊,这本书写的条理很清晰,可是太简明扼要了好像,我读不懂。可我碰到的问题上面有介绍,我又没找到其它地方,我只有读这个,可我读不懂。我郁闷。
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