圖書標籤: 數據挖掘 機器學習 Data-Mining 計算機 計算機科學 互聯網 個性化推薦 信息檢索
发表于2024-06-07
Data Mining pdf epub mobi txt 電子書 下載 2024
The increasing volume of data in modern business and science calls for more complex and sophisticated tools. Although advances in data mining technology have made extensive data collection much easier, it's still always evolving and there is a constant need for new techniques and tools that can help us transform this data into useful information and knowledge. Since the previous edition's publication, great advances have been made in the field of data mining. Not only does the third of edition of Data Mining: Concepts and Techniques continue the tradition of equipping you with an understanding and application of the theory and practice of discovering patterns hidden in large data sets, it also focuses on new, important topics in the field: data warehouses and data cube technology, mining stream, mining social networks, and mining spatial, multimedia and other complex data. Each chapter is a stand-alone guide to a critical topic, presenting proven algorithms and sound implementations ready to be used directly or with strategic modification against live data. This is the resource you need if you want to apply today's most powerful data mining techniques to meet real business challenges.
* Presents dozens of algorithms and implementation examples, all in pseudo-code and suitable for use in real-world, large-scale data mining projects. * Addresses advanced topics such as mining object-relational databases, spatial databases, multimedia databases, time-series databases, text databases, the World Wide Web, and applications in several fields. *Provides a comprehensive, practical look at the concepts and techniques you need to get the most out of your data
Jiawei Han(韓傢煒),是伊利諾伊大學厄巴納-尚佩恩分校計算機科學係的Bliss教授。他因知識發現和數據挖掘研究方麵的貢獻而獲得許多奬勵,包括ACM SIGKDD創新奬(2004)、IEEE計算機學會技術成就奬(2005)和IEEE W.Wallace McDowell奬(2009)。他是ACM和IEEE會士。他還擔任《ACM Transactions on Knowledge Discovery from Data》的執行主編(2006—2011)和許多雜誌的編委,包括《IEEE Transactions on Knowledge and Data Engineering》和《Data Mining Knowledge Discovery》。
擁有加拿大康考迪亞大學計算機科學碩士學位,現在加拿大西濛弗雷澤大學從事博士後研究工作。
綜閤性很強的一本書。可以作為基礎學習或者查閱。有一些僞代碼,很有啓發性但是在大數據時代很多算法的分布式實現還要去看源碼,例如mllib, mahout。 對數據倉庫,olap server的講解蠻不錯的。畢竟dm和dw的關係很密切。此外,fpgrow算法講解很到位
評分膜UIUC的數據挖掘大佬
評分膜UIUC的數據挖掘大佬
評分重溫下Jiawei Han的這本經典數據挖掘教材
評分The most verbose textbook I've read in a while.
对于刚入门数据挖掘的人来说,这书绝对会让你感觉自己是个折翼的天使。,因为一开始就各种各样的理论扑面而来,而对于那些经典的算法却只是做一个感性的介绍,并没有那种流程图式的清晰解说。总之就是,不易上手。 但是在这种不面善的情况,为什么该书却被国内外...
評分浙大的王灿老师的讲课视频: http://www.businessanalysis.cn/viewthread.php?tid=13320&extra=&page=1 韩家炜自己的讲课视频: http://v.youku.com/v_playlist/ct250f1903290o1p0
評分对于刚入门数据挖掘的人来说,这书绝对会让你感觉自己是个折翼的天使。,因为一开始就各种各样的理论扑面而来,而对于那些经典的算法却只是做一个感性的介绍,并没有那种流程图式的清晰解说。总之就是,不易上手。 但是在这种不面善的情况,为什么该书却被国内外...
評分 評分Data Mining pdf epub mobi txt 電子書 下載 2024