Randomness and Elements of Decision Theory Applied to Signals
暫譯: 隨機性與應用於信號的決策理論要素

Borda, Monica, Terebes, Romulus, Malutan, Raul

  • 出版商: Springer
  • 出版日期: 2022-12-11
  • 售價: $2,640
  • 貴賓價: 9.5$2,508
  • 語言: 英文
  • 頁數: 242
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 3030903168
  • ISBN-13: 9783030903169
  • 海外代購書籍(需單獨結帳)

相關主題

商品描述

This book offers an overview on the main modern important topics in random variables, random processes, and decision theory for solving real-world problems. After an introduction to concepts of statistics and signals, the book introduces many essential applications to signal processing like denoising, texture classification, histogram equalization, deep learning, or feature extraction.

The book uses MATLAB algorithms to demonstrate the implementation of the theory to real systems. This makes the contents of the book relevant to students and professionals who need a quick introduction but practical introduction how to deal with random signals and processes

商品描述(中文翻譯)

本書提供了隨機變數、隨機過程和決策理論等現代重要主題的概述,以解決現實世界中的問題。在介紹統計和信號的概念後,本書介紹了許多信號處理的基本應用,如去噪、紋理分類、直方圖均衡、深度學習或特徵提取。

本書使用 MATLAB 演算法來展示理論在實際系統中的實現。這使得本書的內容對於需要快速且實用介紹如何處理隨機信號和過程的學生和專業人士來說非常相關。

作者簡介

Monica BORDA received the Ph.D. degree from "Politehnica" University of Bucharest, Romania, in 1987. She has held faculty positions at the Technical University of Cluj-Napoca (TUC-N), Romania, where she is an Advisor for Ph.D. candidates since 2000. She is a Professor of Information Theory and Coding, Cryptography and Genomic Signal Processing with the Department of Communications, Faculty of Electronics, Telecommunications and Information Technology, TUC-N. She is also the Director of the Data Processing and Security Research Center, TUC-N. She has conducted research in coding theory, nonlinear signal and image processing, image watermarking, genomic signal processing and computer vision having authored and coauthored more than 100 research papers in referred national and international journals and conference proceedings. She is the author and coauthor of five books. Her research interests are in the areas of information theory and coding, signal, image, and genomic signal processing.

Romulus TEREBEȘ was born in Livada, Romania. He received the BSc degree in electronics and telecommunications from the Technical University of Cluj-Napoca (TUC-N), Cluj-Napoca, Romania, in 1994 and the Ph.D. degree from the University of Bordeaux 1, Talence, France, and TUC-N (co-advised Ph.D. thesis), in 2004. The subject of his Ph.D. thesis dealt with partial-derivative-equation-based image processing techniques. Dr. Terebes is currently an IEEE Signal Processing society member and professor with the Department of Communications, Faculty of Electronics, Telecommunications and Information Technology, TUC-N. His research interests are in the area of image processing and computer vision. His publication list includes 48 articles and proceeding papers indexed in the Web of Science, the Core Collection, 41 being also IEEE Xplore indexed.

Raul MĂLUȚAN received the B.Sc. degree in Telecommunications from Technical University of Cluj Napoca, Romania in 2004 and the PhD degree in Electronics and Telecommunications from Technical University of Cluj Napoca, Romania and in Informatics from Polytechnic University of Madrid, Spain in 2010. He is currently an Associate Professor with the Communications Department from Technical University of Cluj Napoca, Romania. He has authored more than 40 research articles published in ISI indexed journals, as book chapters and in peer-reviewed conferences. He is the co-author of 2 Romanian Patents. His research interests include high-order statistics, genomic processing, image processing, bioinformatics.

Ioana ILEA received in 2017 the PhD degree in Electronics and Telecommunications from the Technical University of Cluj-Napoca, Romania and in Automation, Computer-Integrated Manufacturing, Signal and Image, Cognitive Engineering from the University of Bordeaux, France. She is currently Assistant Professor with the Communications Department of the Technical University of Cluj-Napoca, Romania. Her research interests include signal and image processing, statistical modeling, and machine learning.

Mihaela CÎȘLARIU received the B.Sc. degree in Electronics from Technical University of Cluj-Napoca, Romania in 2008 and the PhD degree in Electronics and Telecommunications from Technical University of Cluj-Napoca, Romania in 2011. She is currently an Assistant Professor with the Communications Department from Technical University of Cluj-Napoca, Romania. Her current research interests include computational intelligence, artificial intelligence, image restoration, motion analysis, image classification, machine learning and computer vision.

Ștefania BĂRBURICEANU was born in Sinaia, Romania in 1993. She received a BSc in electronics and telecommunications in 2016 from the Technical University of Cluj-Napoca, Romania and a MSc in image and signal processing in 2018 from the University of Bordeaux, France, and the Technical University of Cluj-Napoca (double diploma). She is currently a PhD student; her thesis being focused on texture feature extraction and classification. From 2018 to 2020, she was a Research Assistant with the Communications Department of the Technical University of Cluj-Napoca. Since 2020, she has been an Assistant Professor at the same university. Her work experience also includes being a member in several research projects involving image classification problems. Her research interests are in image classification, machine-learning and artificial intelligence domains. She is an EURASIP member.

Andreia Valentina MICLEA was born on 1992 in Turda, Romania. She received the B.Sc. degree in Telecommunications from Technical University of Cluj Napoca, Romania in 2015 and the MSc in Image and Signal Processing in 2017 from the University of Bordeaux and Technical University of Cluj Napoca (double diploma). She is currently an Assistant Professor with the Communications Department from Technical University of Cluj Napoca, Romania. Hers research interests are in image classification, machine-learning and artificial intelligence domains.

 

作者簡介(中文翻譯)

Monica BORDA 於1987年獲得羅馬尼亞布加勒斯特「波利特尼卡」大學的博士學位。自2000年以來,她在羅馬尼亞克盧日-納波卡技術大學(TUC-N)擔任博士候選人的指導教授。她是TUC-N通訊系電子、電信與資訊技術學院的資訊理論與編碼、密碼學及基因信號處理教授。她同時也是TUC-N數據處理與安全研究中心的主任。她的研究領域包括編碼理論、非線性信號與影像處理、影像水印、基因信號處理及計算機視覺,並在國內外期刊及會議論文集中發表了超過100篇研究論文。她是五本書的作者及合著者。她的研究興趣涵蓋資訊理論與編碼、信號、影像及基因信號處理等領域。

Romulus TEREBEȘ 出生於羅馬尼亞的利瓦達。他於1994年在克盧日-納波卡技術大學(TUC-N)獲得電子與電信的學士學位,並於2004年在法國波爾多大學1和TUC-N(共同指導的博士論文)獲得博士學位。他的博士論文主題涉及基於偏微分方程的影像處理技術。Terebes博士目前是IEEE信號處理學會的成員,並在TUC-N通訊系擔任教授。他的研究興趣集中在影像處理和計算機視覺領域。他的出版物清單包括48篇在Web of Science核心合集上索引的文章和會議論文,其中41篇也被IEEE Xplore索引。

Raul MĂLUȚAN 於2004年在羅馬尼亞克盧日-納波卡技術大學獲得電信的學士學位,並於2010年在羅馬尼亞克盧日-納波卡技術大學和西班牙馬德里理工大學獲得電子與電信及資訊學的博士學位。他目前是羅馬尼亞克盧日-納波卡技術大學通訊系的副教授。他已發表超過40篇在ISI索引期刊上發表的研究文章,作為書籍章節及在同行評審的會議上發表。他是2項羅馬尼亞專利的共同作者。他的研究興趣包括高階統計、基因處理、影像處理及生物資訊學。

Ioana ILEA 於2017年在羅馬尼亞克盧日-納波卡技術大學獲得電子與電信的博士學位,並在法國波爾多大學獲得自動化、計算機整合製造、信號與影像、認知工程的博士學位。她目前是羅馬尼亞克盧日-納波卡技術大學通訊系的助理教授。她的研究興趣包括信號與影像處理、統計建模及機器學習。

Mihaela CÎȘLARIU 於2008年在羅馬尼亞克盧日-納波卡技術大學獲得電子的學士學位,並於2011年在羅馬尼亞克盧日-納波卡技術大學獲得電子與電信的博士學位。她目前是羅馬尼亞克盧日-納波卡技術大學通訊系的助理教授。她目前的研究興趣包括計算智能、人工智能、影像修復、運動分析、影像分類、機器學習及計算機視覺。

Ștefania BĂRBURICEANU 於1993年出生於羅馬尼亞的西納亞。她於2016年在羅馬尼亞克盧日-納波卡技術大學獲得電子與電信的學士學位,並於2018年在法國波爾多大學及克盧日-納波卡技術大學獲得影像與信號處理的碩士學位(雙學位)。她目前是博士生,論文專注於紋理特徵提取與分類。從2018年到2020年,她在克盧日-納波卡技術大學通訊系擔任研究助理。自2020年以來,她一直是該大學的助理教授。她的工作經驗還包括參與多個涉及影像分類問題的研究項目。她的研究興趣集中在影像分類、機器學習及人工智能領域。她是EURASIP的成員。

Andreia Valentina MICLEA 於1992年出生於羅馬尼亞的圖爾達。她於2015年在羅馬尼亞克盧日-納波卡技術大學獲得電信的學士學位,並於2017年在法國波爾多大學及克盧日-納波卡技術大學獲得影像與信號處理的碩士學位(雙學位)。她目前是羅馬尼亞克盧日-納波卡技術大學通訊系的助理教授。她的研究興趣集中在影像分類、機器學習及人工智能領域。