As with any burgeoning technology that enjoys commercial attention, the use of data mining is surrounded by a great deal of hype. Exaggerated reports tell of secrets that can be uncovered by setting algorithms loose on oceans of data. But there is no magic in machine learning, no hidden power, no alchemy. Instead there is an identifiable body of practical techniques that can extract useful information from raw data. This book describes these techniques and shows how they work. The book is a major revision of the first edition that appeared in 1999. While the basic core remains the same, it has been updated to reflect the changes that have taken place over five years, and now has nearly double the references. The highlights for the new edition include thirty new technique sections; an enhanced Weka machine learning workbench, which now features an interactive interface; comprehensive information on neural networks; a new section on Bayesian networks; plus much more; algorithmic methods at the heart of successful data mining-including tried and true techniques as well as leading edge methods; performance improvement techniques that work by transforming the input or output; and, downloadable Weka, a collection of machine learning algorithms for data mining tasks, including tools for data pre-processing, classification, regression, clustering, association rules, and visualization-in a new, interactive interface.
發表於2024-05-23
Data Mining 2024 pdf epub mobi 電子書 下載
這本書雖然標題是Data Mining,但是核心內容還是機器學習。我理解“數據挖掘”主要指的還是KDD,即基於數據庫的知識發現。在這個領域,基本的方法是聚類和關聯規則發現;而在機器學習領域,主要研究的是分類。 這本書的內容主要是分類,也有一部分聚類的內容,關聯規則發現基...
評分這本dm的書啃完瞭,覺得有點這個書有點“偏見”,怎麼理解呢 前麵的東西不錯哦,可是後半部分的Weka平颱我個人覺得翻翻就行瞭,要學還不如看看spss的書呢,前麵關於機器模型的建立的數學基礎要求的不是很高,所以很適閤一般沒有學過隨機過程的人看看,要是數學很牛的人,可以看...
評分我覺得,可以當作weka的使用手冊來看,但是比weka自帶的指南寫的好看。 算法部分的介紹很詳細。
評分 評分翻譯的不大好,譬如:指針與引用的"引用(reference)",被翻譯成"參考";JavaBean被翻譯為Java豆;異常的"拋齣"被翻譯為"丟棄".... 不過對於想學習Weka,研究Weka源碼的朋友來說,該書的算法介紹和軟件使用還是很不錯的.
圖書標籤: 數據挖掘 機器學習 DataMining 計算機 數據庫 計算機科學 人工智能 Data-Mining
我再次選擇瞭撤離,轉嚮RapidMiner
評分關於機器學習
評分機器學習入門經典
評分機器學習入門經典
評分我再次選擇瞭撤離,轉嚮RapidMiner
Data Mining 2024 pdf epub mobi 電子書 下載