Statistical and Machine-Learning Data Mining, Third Edition: Techniques for Better Predictive Modeling and Analysis of Big Data, Third Edition
暫譯: 統計與機器學習資料探勘(第三版):提升預測模型與大數據分析的技術(第三版)

Bruce Ratner

商品描述

The third edition of a bestseller, Statistical and Machine-Learning Data Mining: Techniques for Better Predictive Modeling and Analysis of Big Data is still the only book, to date, to distinguish between statistical data mining and machine-learning data mining. is a compilation of new and creative data mining techniques, which address the scaling-up of the framework of classical and modern statistical methodology, for predictive modeling and analysis of big data. SM-DM provides proper solutions to common problems facing the newly minted data scientist in the data mining discipline. Its presentation focuses on the needs of the data scientists (commonly known as statisticians, data miners and data analysts), delivering practical yet powerful, simple yet insightful quantitative techniques, most of which use the "old" statistical methodologies improved upon by the new machine learning influence.

商品描述(中文翻譯)

第三版的暢銷書《統計與機器學習資料探勘:提升預測模型與大數據分析的技術》至今仍是唯一一本區分統計資料探勘與機器學習資料探勘的書籍。這本書彙編了新的創意資料探勘技術,針對經典與現代統計方法論的框架擴展,進行大數據的預測建模與分析。SM-DM 為新晉資料科學家在資料探勘領域面臨的常見問題提供了適當的解決方案。其內容重點放在資料科學家的需求上(通常被稱為統計學家、資料探勘者和資料分析師),提供實用而強大、簡單而深刻的定量技術,其中大多數使用的是經過新機器學習影響改進的「舊」統計方法。