Machine Learning, Design of Experiments and Statistical Process Control Using MATLAB

Karter J.

Machine Learning, Design of Experiments and Statistical Process Control Using MATLAB
  • 出版商: CreateSpace Independ
  • 出版日期: 2016-10-13
  • 售價: $1,200
  • 貴賓價: 9.5 折 $1,140
  • 語言: 英文
  • 頁數: 258
  • 裝訂: Paperback
  • ISBN: 1539492389
  • ISBN-13: 9781539492382
  • 相關分類: Matlab、Machine Learning

    • 立即出貨(限量) (庫存=1)

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商品描述

The aim of this book is to work with Machine Learning, Design of Experiments and Statistical Process Control using MATLAB. The essential content is as follows: • “Supervised Learning (Machine Learning) Workflow and Algorithms” • “Classification Using Nearest Neighbors” • “Classification Trees and Regression Trees” • “Splitting Categorical Predictors” • “Ensemble Methods” • “Hidden Markov Models (HMM)” • “Design of Experiments” • “Full Factorial Designs” • “Fractional Factorial Designs” • “Response Surface Designs” • “D-Optimal Designs” • “Introduction to Statistical Process Control” • “Control Charts” • “Capability Studies”

商品描述(中文翻譯)

本書的目標是使用MATLAB進行機器學習、實驗設計和統計過程控制。主要內容如下：
• "監督式學習（機器學習）工作流程和算法"
• "使用最近鄰法進行分類"
• "分類樹和回歸樹"
• "分割類別預測變數"
• "集成方法"
• "隱藏馬可夫模型（HMM）"
• "實驗設計"
• "完全因子設計"
• "分數因子設計"
• "響應曲面設計"
• "D-最佳設計"
• "統計過程控制入門"
• "控制圖"
• "能力研究"

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