IBM SPSS Modeler Cookbook
暫譯: IBM SPSS Modeler 食譜
Keith McCormick, Dean Abbott, Meta S. Brown, Tom Khabaza, Scott R. Mutchler
- 出版商: Packt Publishing
- 出版日期: 2013-10-25
- 售價: $2,300
- 貴賓價: 9.5 折 $2,185
- 語言: 英文
- 頁數: 382
- 裝訂: Paperback
- ISBN: 1849685460
- ISBN-13: 9781849685467
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相關分類:
SPSS
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商品描述
Over 60 practical recipes to achieve better results using the experts' methods for data mining
Overview
- Go beyond mere insight and build models than you can deploy in the day to day running of your business
- Save time and effort while getting more value from your data than ever before
- Loaded with detailed step-by-step examples that show you exactly how it’s done by the best in the business
In Detail
IBM SPSS Modeler is a data mining workbench that enables you to explore data, identify important relationships that you can leverage, and build predictive models quickly allowing your organization to base its decisions on hard data not hunches or guesswork.
IBM SPSS Modeler Cookbook takes you beyond the basics and shares the tips, the timesavers, and the workarounds that experts use to increase productivity and extract maximum value from data. The authors of this book are among the very best of these exponents, gurus who, in their brilliant and imaginative use of the tool, have pushed back the boundaries of applied analytics. By reading this book, you are learning from practitioners who have helped define the state of the art.
Follow the industry standard data mining process, gaining new skills at each stage, from loading data to integrating results into everyday business practices. Get a handle on the most efficient ways of extracting data from your own sources, preparing it for exploration and modeling. Master the best methods for building models that will perform well in the workplace.
Go beyond the basics and get the full power of your data mining workbench with this practical guide.
What you will learn from this book
- Use and understand the industry standard CRISP_DM process for data mining.
- Assemble data simply, quickly, and correctly using the full power of extraction, transformation, and loading (ETL) tools.
- Control the amount of time you spend organizing and formatting your data.
- Develop predictive models that stand up to the demands of real-life applications.
- Take your modeling to the next level beyond default settings and learn the tips that the experts use.
- Learn why the best model is not always the most accurate one.
- Master deployment techniques that put your discoveries to work making the most of your business’ most critical resources.
- Challenge yourself with scripting for ultimate control and automation - it’s easier than you think!
Approach
This is a practical cookbook with intermediate-advanced recipes for SPSS Modeler data analysts. It is loaded with step-by-step examples explaining the process followed by the experts.
Who this book is for
If you have had some hands-on experience with IBM SPSS Modeler and now want to go deeper and take more control over your data mining process, this is the guide for you. It is ideal for practitioners who want to break into advanced analytics.
商品描述(中文翻譯)
超過 60 個實用食譜,使用專家的方法來達成更好的資料挖掘結果
概述
- 超越單純的洞察,建立可以在日常業務運作中部署的模型
- 節省時間和精力,同時從資料中獲得比以往更多的價值
- 充滿詳細的逐步範例,清楚展示業界最佳實踐的操作方式
詳細內容
IBM SPSS Modeler 是一個資料挖掘工作台,讓您能夠探索資料、識別可以利用的重要關係,並快速建立預測模型,使您的組織能夠根據可靠的數據而非直覺或猜測來做出決策。
《IBM SPSS Modeler 食譜》將帶您超越基礎,分享專家用來提高生產力和從資料中提取最大價值的技巧、節省時間的方法和替代方案。本書的作者是這些專家的佼佼者,他們在工具的卓越和富有想像力的使用中,推動了應用分析的邊界。通過閱讀本書,您將向幫助定義最先進技術的實踐者學習。
遵循行業標準的資料挖掘流程,在每個階段獲得新技能,從加載資料到將結果整合進日常業務實踐。掌握從您自己的資料來源中提取資料的最有效方法,並為探索和建模做好準備。精通在工作場所表現良好的模型構建最佳方法。
超越基礎,充分發揮您的資料挖掘工作台的潛力,這本實用指南將幫助您。
您將從本書中學到什麼
- 使用並理解行業標準的 CRISP_DM 資料挖掘流程。
- 使用提取、轉換和加載 (ETL) 工具的全部功能,簡單、快速且正確地組合資料。
- 控制您花在組織和格式化資料上的時間。
- 開發能夠滿足現實應用需求的預測模型。
- 將您的建模提升到超越預設設定的下一個層次,學習專家使用的技巧。
- 了解為什麼最佳模型不一定是最準確的模型。
- 掌握部署技術,讓您的發現發揮作用,充分利用您業務中最關鍵的資源。
- 挑戰自己進行腳本編寫以獲得最終控制和自動化 - 這比您想的要簡單!
方法
這是一本針對 SPSS Modeler 資料分析師的實用食譜,包含中級到高級的範例。書中充滿逐步範例,解釋專家所遵循的過程。
本書適合誰
如果您已經有一些 IBM SPSS Modeler 的實作經驗,現在想更深入並對您的資料挖掘過程進行更多控制,那麼這本指南就是為您準備的。它非常適合希望進入高級分析的實踐者。