RapidMiner : Data Mining Use Cases and Business Analytics Applications (Hardcover)
暫譯: RapidMiner:資料探勘案例與商業分析應用(精裝版)
Markus Hofmann , Ralf Klinkenberg
- 出版商: CRC
- 出版日期: 2013-10-25
- 售價: $1,650
- 貴賓價: 9.8 折 $1,617
- 語言: 英文
- 頁數: 525
- 裝訂: Hardcover
- ISBN: 1482205491
- ISBN-13: 9781482205497
-
相關分類:
Data-mining
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商品描述
Powerful, Flexible Tools for a Data-Driven World
As the data deluge continues in today’s world, the need to master data mining, predictive analytics, and business analytics has never been greater. These techniques and tools provide unprecedented insights into data, enabling better decision making and forecasting, and ultimately the solution of increasingly complex problems.
Learn from the Creators of the RapidMiner Software
Written by leaders in the data mining community, including the developers of the RapidMiner software, RapidMiner: Data Mining Use Cases and Business Analytics Applications provides an in-depth introduction to the application of data mining and business analytics techniques and tools in scientific research, medicine, industry, commerce, and diverse other sectors. It presents the most powerful and flexible open source software solutions: RapidMiner and RapidAnalytics. The software and their extensions can be freely downloaded at www.RapidMiner.com.
Understand Each Stage of the Data Mining Process
The book and software tools cover all relevant steps of the data mining process, from data loading, transformation, integration, aggregation, and visualization to automated feature selection, automated parameter and process optimization, and integration with other tools, such as R packages or your IT infrastructure via web services. The book and software also extensively discuss the analysis of unstructured data, including text and image mining.
Easily Implement Analytics Approaches Using RapidMiner and RapidAnalytics
Each chapter describes an application, how to approach it with data mining methods, and how to implement it with RapidMiner and RapidAnalytics. These application-oriented chapters give you not only the necessary analytics to solve problems and tasks, but also reproducible, step-by-step descriptions of using RapidMiner and RapidAnalytics. The case studies serve as blueprints for your own data mining applications, enabling you to effectively solve similar problems.
商品描述(中文翻譯)
強大且靈活的工具,適用於數據驅動的世界
隨著當今世界數據洪流的持續,掌握數據挖掘、預測分析和商業分析的需求從未如此迫切。這些技術和工具提供了前所未有的數據洞察,促進更好的決策和預測,最終解決日益複雜的問題。
向 RapidMiner 軟體的創作者學習
本書由數據挖掘社群的領導者撰寫,包括 RapidMiner 軟體的開發者,RapidMiner: Data Mining Use Cases and Business Analytics Applications 提供了數據挖掘和商業分析技術及工具在科學研究、醫學、工業、商業及其他多個領域應用的深入介紹。它展示了最強大且靈活的開源軟體解決方案:RapidMiner 和 RapidAnalytics。這些軟體及其擴展可以在 www.RapidMiner.com 自由下載。
理解數據挖掘過程的每個階段
本書和軟體工具涵蓋了數據挖掘過程的所有相關步驟,從數據加載、轉換、整合、聚合和可視化,到自動特徵選擇、自動參數和過程優化,以及與其他工具的整合,例如 R 套件或通過網路服務與您的 IT 基礎設施整合。本書和軟體還廣泛討論了非結構化數據的分析,包括文本和影像挖掘。
輕鬆使用 RapidMiner 和 RapidAnalytics 實施分析方法
每一章都描述了一個應用案例,如何使用數據挖掘方法來處理它,以及如何使用 RapidMiner 和 RapidAnalytics 實施這些方法。這些以應用為導向的章節不僅提供了解決問題和任務所需的分析工具,還提供了可重複的逐步描述,指導您使用 RapidMiner 和 RapidAnalytics。案例研究作為您自己數據挖掘應用的藍圖,使您能夠有效解決類似的問題。
