Model Identification and Data Analysis
暫譯: 模型識別與數據分析

Sergio Bittanti

  • 出版商: Wiley
  • 出版日期: 2019-04-02
  • 售價: $4,770
  • 貴賓價: 9.5$4,532
  • 語言: 英文
  • 頁數: 416
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 1119546362
  • ISBN-13: 9781119546368
  • 相關分類: Data Science
  • 海外代購書籍(需單獨結帳)

商品描述

This book is about constructing models from experimental data. It covers a range of topics, from statistical data prediction to Kalman filtering, from black-box model identification to parameter estimation, from spectral analysis to predictive control.

Written for graduate students, this textbook offers an approach that has proven successful throughout the many years during which its author has taught these topics at his University.

The book:

  • Contains accessible methods explained step-by-step in simple terms
  • Offers an essential tool useful in a variety of fields, especially engineering, statistics, and mathematics
  • Includes an overview on random variables and stationary processes, as well as an introduction to discrete time models and matrix analysis
  • Incorporates historical commentaries to put into perspective the developments that have brought the discipline to its current state
  • Provides many examples and solved problems to complement the presentation and facilitate comprehension of the techniques presented

商品描述(中文翻譯)

這本書是關於從實驗數據構建模型的。它涵蓋了一系列主題,從統計數據預測到卡爾曼濾波,從黑箱模型識別到參數估計,從頻譜分析到預測控制。

本書是為研究生撰寫的,提供了一種在作者多年於大學教授這些主題的過程中證明成功的方法。

本書的特色:
- 包含以簡單術語逐步解釋的易於理解的方法
- 提供在多個領域中有用的基本工具,特別是在工程、統計和數學方面
- 包括隨機變數和平穩過程的概述,以及離散時間模型和矩陣分析的介紹
- 融入歷史評論,以便將學科的發展置於當前狀態的背景中
- 提供許多範例和已解決的問題,以補充內容並促進對所呈現技術的理解

作者簡介

SERGIO BITTANTI is Emeritus Professor of Model Identification and Data Analysis (MIDA) at the Politecnico di Milano, Milan, Italy, where his intense activity of research and teaching has attracted the attention of many young researchers.

He started teaching the course of MIDA years ago, with just a few students. Today the course is offered in various sections with about one thousand students.

He has organized a number of workshops and conferences, and has served as member of the Program Committee of more than 70 international congresses.

He has for many years been associated with the National Research Council (CNR) of Italy and is a member of the Academy of Science and Literature of Milan (Istituto Lombardo - Accademia di Scienze e Lettere).

He received many awards, in particular the title of Ambassador of the city of Milan and the medal of the President of the Italian Republic for the IFAC World Congress held in Milan in 2011 with a record number of attendees from 73 Countries.

Website: http: //home.deib.polimi.it/bittanti/

作者簡介(中文翻譯)

**SERGIO BITTANTI** 是意大利米蘭理工大學(Politecnico di Milano)模型識別與數據分析(MIDA)名譽教授,他在研究和教學方面的積極活動吸引了許多年輕研究者的注意。
他多年前開始教授MIDA課程,當時只有幾名學生。如今,該課程在不同的班級中開設,約有一千名學生。
他組織了多場研討會和會議,並擔任超過70個國際會議的程序委員會成員。
多年來,他與意大利國家研究委員會(CNR)有著密切的合作,並且是米蘭科學與文學學院(Istituto Lombardo - Accademia di Scienze e Lettere)的成員。
他獲得了許多獎項,特別是米蘭市大使的稱號,以及意大利共和國總統頒發的獎章,以表彰他在2011年於米蘭舉辦的IFAC世界大會上的貢獻,該大會創下了來自73個國家的參加者人數紀錄。
網站: http://home.deib.polimi.it/bittanti/