Time Series and Networks Analysis: A Hands-On Approach (MATLAB & Octave)
暫譯: 時間序列與網絡分析:實作方法(MATLAB 與 Octave)
Karakasidis, Theodoros, Charakopoulos, Avraam
- 出版商: Springer
- 出版日期: 2025-07-15
- 售價: $3,650
- 貴賓價: 9.5 折 $3,468
- 語言: 英文
- 頁數: 180
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 3031926277
- ISBN-13: 9783031926273
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相關分類:
Matlab、Data Science
海外代購書籍(需單獨結帳)
相關主題
商品描述
This textbook provides students with a hands-on introduction to time series analysis. Readers will learn the potential of the methods but also benefit from a step-by-step guide to apply them on simple data, as well as applications in real science in domains such as physics, environmental science, physics of fluids, simulation analysis etc. The authors emphasize application of the techniques and modern methodologies for time series analysis, using examples to demonstrate techniques introduced, including detailed, step-by-step solutions. Octave and Matlab are used as the computational environment for the applications, since the readers can find programs easily for many applications. The commands are clearly explained and the files are provided in the text and online.
商品描述(中文翻譯)
這本教科書為學生提供了時間序列分析的實作入門。讀者將學習這些方法的潛力,並受益於逐步指導,將其應用於簡單數據,以及在物理學、環境科學、流體物理學、模擬分析等真實科學領域的應用。作者強調技術的應用和現代時間序列分析方法,使用範例來展示所介紹的技術,包括詳細的逐步解決方案。Octave 和 Matlab 被用作應用的計算環境,因為讀者可以輕鬆找到許多應用的程式。命令被清楚地解釋,並且文本和線上提供了相關檔案。
作者簡介
Dr. Τh. Karakasidis is currently Professor of Applied Physics at the School of Sciences of the University of Thessaly, Greece, after serving for 15 years at the Department of Civil Engineering in the same University. Before joining the University of Thessaly, Dr. Karakasidis has worked for the French Atomic Energy Commission at the Nuclear Research Center of Saclay and Ecole Polytechnique (Paris). His primary research interests are: Computational Materials Science, atomistic and multiscale modeling and simulation, nanoscience and nanotechnology, statistical physics and system dynamics, time series analysis and machine learning. He received his B.S. in Physics at the Aristotle University of Thessaloniki, Greece (1989), his M.S. (1991) and his PhD in Physics (1995) from University Pierre et Marie Curie (Paris 6), France. He has also served as Visiting Professor in the University of Cyprus and Visiting researcher in the University Joseph Fourier Grenoble, France. He has been involved in several research programs funded by the European Union and the Greek Government. Dr. Karakasidis is the author of nearly 100 publications in international peer reviewed scientific journals, and 100 international and national conference papers and presentations. He has supervised several PhD students in the area of materials modeling and time series analysis. He has served as a reviewer in international scientific journals. He has taught several courses in Numeral Analysis, Numerical Modeling, Econophysics, Time series analysis and data analysis both in undergraduate and graduate level. He is co-author textbooks in Numerical Analysis and Academic Righting (in Greek) that are employed in many University Departments in Greece.
Dr. Avraam Charakopoulos is an engineer at Hellenic Tactical Air Force, and Postdoctoral Research Associate in the Department of Physics, School of Sciences, University of Thessaly, Greece. His research topics include analysis of dynamical systems in interdisciplinary research fields, linear and non-linear analysis of time series, computational statistics, complex network science analysis of univariate and multivariate time series and currently focused on machine learning and network data science. Some of his recent research characterizes the effects of complex network time series analysis with applications on computational and field data. From August 2010 to July 2015, he has been a PhD student in Civil Engineering at the University of Thessaly, Greece, where he obtained his PhD degree. He received a Bachelor's Degree from 1996 to 2000 in Engineering at the Hellenic Air Force Academy, his Master's Degree from 2005 to 2007 in Computational Engineering at the University of Thessaly. He is also active in the scientific field where he is author of publications in international peer-reviewed scientific journals and acts as reviewer in international scientific journals. His academic experience includes teaching Numerical Analysis Based on Matlab/Octave as Adjunct Lecturer at the Department of Civil Engineering of University of Thessaly).
作者簡介(中文翻譯)
德克拉卡西迪斯博士目前是希臘塞薩利大學科學學院的應用物理學教授,之前在該大學土木工程系任職15年。在加入塞薩利大學之前,德克拉卡西迪斯博士曾在法國原子能委員會的薩克雷核研究中心和巴黎高科(Ecole Polytechnique)工作。他的主要研究興趣包括:計算材料科學、原子級和多尺度建模與模擬、納米科學和納米技術、統計物理和系統動力學、時間序列分析和機器學習。他於1989年在希臘塞薩利大學獲得物理學學士學位,1991年獲得碩士學位,1995年在法國皮埃爾與瑪麗居里大學(巴黎6)獲得物理學博士學位。他還曾擔任塞浦路斯大學的訪問教授和法國格勒諾布爾的約瑟夫·傅里葉大學的訪問研究員。他參與了多個由歐盟和希臘政府資助的研究計劃。德克拉卡西迪斯博士在國際同行評審的科學期刊上發表了近100篇論文,以及100篇國際和國內會議論文和報告。他指導了多位在材料建模和時間序列分析領域的博士生,並擔任國際科學期刊的審稿人。他教授過多門課程,包括數值分析、數值建模、經濟物理、時間序列分析和數據分析,涵蓋本科和研究生層級。他是數值分析和學術寫作(希臘文)教科書的共同作者,這些書籍在希臘的許多大學系所中使用。
阿夫拉姆·查拉科普洛斯博士是希臘戰術空軍的工程師,並擔任希臘塞薩利大學科學學院物理系的博士後研究助理。他的研究主題包括跨學科研究領域中的動態系統分析、時間序列的線性和非線性分析、計算統計、複雜網絡科學對單變量和多變量時間序列的分析,目前專注於機器學習和網絡數據科學。他最近的一些研究特徵化了複雜網絡時間序列分析的效果,並應用於計算和現場數據。從2010年8月到2015年7月,他在希臘塞薩利大學的土木工程博士生,並獲得博士學位。他於1996年至2000年在希臘空軍學院獲得工程學學士學位,2005年至2007年在塞薩利大學獲得計算工程碩士學位。他在科學領域也很活躍,發表了多篇國際同行評審的科學期刊論文,並擔任國際科學期刊的審稿人。他的學術經驗包括在塞薩利大學土木工程系擔任兼任講師,教授基於Matlab/Octave的數值分析課程。