发帖
雷达卡
基本信息
【评 价】   (共 8 条) 参与评论 |
| 【作 者】Bishop, Christopher M. [同作者作品] |
| 【出 版 社】 Springer Verlag 【书 号】 0387310738 |
| 【上架时间】 2008-3-31 |
| 【出版日期】 2005 年7月 【页 码】 738 |
| 【所属分类】 | 原版代购 > 计算机 |
一本模式识别和机器学习领域较新的书. 其作者是经典书籍"Neural Networks for Pattern Recognition"的作者. 写作风格是通过清晰的思考和适当的实例来使读者尽可能达到理解.
The dramatic growth in practical applications for machine learning over the last ten years has been accompanied by many important developments in the underlying algorithms and techniques. For example, Bayesian methods have grown from a specialist niche to become mainstream, while graphical models have emerged as a general framework for describing and applying probabilistic techniques. The practical applicability of Bayesian methods has been greatly enhanced by the development of a range of approximate inference algorithms such as variational Bayes and expectation propagation, while new models based on kernels have had a significant impact on both algorithms and applications.
This completely new textbook reflects these recent developments while providing a comprehensive introduction to the fields of pattern recognition and machine learning. It is aimed at advanced undergraduates or first-year PhD students, as well as researchers and practitioners. No previous knowledge of pattern recognition or machine learning concepts is assumed. Familiarity with multivariate calculus and basic linear algebra is required, and some experience in the use of probabilities would be helpful though not essential as the book includes a self-contained introduction to basic probability theory.
The book is suitable for courses on machine learning, statistics, computer science, signal processing, computer vision, data mining, and bioinformatics. Extensive support is provided for course instructors, including more than 400 exercises, graded according to difficulty. Example solutions for a subset of the exercises are available from the book web site, while solutions for the remainder can be obtained by instructors from the publisher. The book is supported by a great deal of additional material, and the reader is encouraged to visit the book web site for the latest information.
ps:虽然论坛上数据挖掘版块已经有人发了此书，但售价太高，大部分朋友还是买不起的，正巧本人有此书，拿出来和大家共享，象征性收论坛币1.
附件：
Pattern Recognition and Machine Learning.pdf
(8.62 MB, 需要: 1 个论坛币)
————————————————————————————————————————————————————————
数据挖掘领域相关丛书系列导航：
之一：Computational Methods of Feature Selection
http://www.pinggu.org/bbs/thread-580906-1-1.html
之二：Encyclopedia Of Data Warehousing and Mining（2nd edition）
http://www.pinggu.org/bbs/thread-581974-1-1.html
之三：Pattern Recognition and Machine Learning
http://www.pinggu.org/bbs/thread-584359-1-1.html
之四：Clustering
http://www.pinggu.org/bbs/thread-472052-1-1.html
提升卡
置顶卡
沉默卡
变色卡
抢沙发
千斤顶
显身卡
京公网安备 11010802022788号
