Web 2.0 applications provide a rich user experience, but the parts you can't see are just as important-and impressive. They use powerful techniques to process information intelligently and offer features based on patterns and relationships in data. Algorithms of the Intelligent Web shows readers how to use the same techniques employed by household names like Google Ad Sense, Ne...
Web 2.0 applications provide a rich user experience, but the parts you can't see are just as important-and impressive. They use powerful techniques to process information intelligently and offer features based on patterns and relationships in data. Algorithms of the Intelligent Web shows readers how to use the same techniques employed by household names like Google Ad Sense, Netflix, and Amazon to transform raw data into actionable information.
Algorithms of the Intelligent Web is an example-driven blueprint for creating applications that collect, analyze, and act on the massive quantities of data users leave in their wake as they use the web. Readers learn to build Netflix-style recommendation engines, and how to apply the same techniques to social-networking sites. See how click-trace analysis can result in smarter ad rotations. All the examples are designed both to be reused and to illustrate a general technique- an algorithm-that applies to a broad range of scenarios.
As they work through the book's many examples, readers learn about recommendation systems, search and ranking, automatic grouping of similar objects, classification of objects, forecasting models, and autonomous agents. They also become familiar with a large number of open-source libraries and SDKs, and freely available APIs from the hottest sites on the internet, such as Facebook, Google, eBay, and Yahoo.
作者简介
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Dr. Haralambos (Babis) Marmanis is a pioneer in the adoption of machine learning techniques for industrial solutions, and also a world expert in supply management. He has about twenty years of experience in developing professional software. Currently, he is the director of R&D and chief architect, for expense management solutions, at Emptoris, Inc. Babis holds a Ph.D. in applie...
Dr. Haralambos (Babis) Marmanis is a pioneer in the adoption of machine learning techniques for industrial solutions, and also a world expert in supply management. He has about twenty years of experience in developing professional software. Currently, he is the director of R&D and chief architect, for expense management solutions, at Emptoris, Inc. Babis holds a Ph.D. in applied mathematics from Brown University, an M.S. degree in theoretical and applied mechanics from the University of Illinois at Urbana-Champaign, and B.S. and M.S. degrees in civil engineering from the Aristotle University of Thessaloniki in Greece. He was the recipient of the Sigma Xi award for innovative research in 2000, and he is the author of numerous publications in peer-reviewed international scientific journals, conferences, and technical periodicals.
Dmitry Babenko is the lead for the data warehouse infrastructure at Emptoris, Inc. He is a software engineer and architect with 13 years of experience in the IT industry. He has designed and built a wide variety of applications and infrastructure frameworks for banking, insurance, supply-chain management, and business intelligence companies. He received a M.S. degree in computer science from Belarussian State University of Informatics and Radioelectronics.
the similarity matrix is symmetrical. This simply means that if user A is similarity to user B with a similarity value X then user B will be similar to user A with a similarity value equal to X. (查看原文)
Bell and Keorren are leading the Netflix prize competitioin (at the time of this writing), and their assessment was the following: "we found no perfect models. Instead, our best results came from combining predictions of models that complemented each other." (查看原文)
陈钢
电子工业出版社2011版
neverland
jiekdou
电子工业出版社2011版
0 有用 出版人侠少 2011-06-10 22:15:22
正在读这本书的中译本，是阿稳和陈钢译的，看得过程如沐春风。原稿很有特点，除了这个很难得的主题，以及别无分号的方法论（虽然定位为初级，但国内绝大多数业者都需要看），更主要的是他教学的思路很独特。最让我印象深刻的是译稿的质量，真得是许久未见的佳作！
0 有用 Nussknacker 2011-07-12 06:52:51
这种书里使劲贴什么代码...注意品味...
0 有用 fastzhong 2011-03-08 18:09:51
很不错，但是距离好的实现还是有一大段距离，摸索中前进吧。
0 有用 Acoustic Life 2013-01-31 23:41:08
很不错的科普，但是不够系统全面，只有一些例子
0 有用 ize 2015-09-05 00:24:35
这种风格的书真心不是我的菜。
0 有用 codepiano 2018-01-06 18:41:43
简略介绍了一些常用的算法和技术，需要一些数学背景知识，讲的不详细
0 有用 ize 2015-09-05 00:24:35
这种风格的书真心不是我的菜。
0 有用 ruxming_晓鸣 2013-05-25 19:25:37
Great book in to Intelligence.
0 有用 Acoustic Life 2013-01-31 23:41:08
很不错的科普，但是不够系统全面，只有一些例子
0 有用 Nussknacker 2011-07-12 06:52:51
这种书里使劲贴什么代码...注意品味...