Interactive and Dynamic Dashboard: Design Principles
暫譯: 互動式與動態儀表板:設計原則
Vadivel, A., Meena, K., Sumathy, P.
- 出版商: CRC
- 出版日期: 2024-12-31
- 售價: $5,500
- 貴賓價: 9.5 折 $5,225
- 語言: 英文
- 頁數: 288
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 1032745975
- ISBN-13: 9781032745978
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相關主題
商品描述
The text comprehensively discusses the representation of visual data and design principles of interactive and dynamic dashboards. It further covers the theoretical concept of inference and machine learning algorithms for making the concepts clear to the reader. The book illustrates important topics such as data testing a parametric hypothesis, data testing a non-parametric hypothesis, exploratory data analysis, outlier detection and interpretation.
This book:
- Covers various data analysis tools such as KNIME, RapidMiner, Rstudio, Grafana, and Redash.
- Discusses the theoretical concept of inference and machine learning algorithms for designing dynamic dashboards.
- Presents statistical modelling techniques with an emphasis on pattern mining, and pattern relationships.
- Explains the problem of efficient retrieval of similar time series in large databases to enrich the knowledge of the readers to effectively handle various real-time datasets.
- Illustrates dimensionality reduction techniques such as principal component analysis, linear discriminant analysis, singular value decomposition, and piecewise vector quantized approximation.
It is primarily written for senior undergraduates, graduate students, and academic researchers in the fields of electrical engineering, electronics and communications engineering, computer science and engineering, and information technology.
商品描述(中文翻譯)
這本書全面討論了視覺數據的表示以及互動和動態儀表板的設計原則。它進一步涵蓋了推論的理論概念和機器學習算法,以使讀者能夠清楚理解這些概念。書中闡述了重要主題,例如參數假設的數據檢驗、非參數假設的數據檢驗、探索性數據分析、異常值檢測和解釋。
這本書:
- 涵蓋了各種數據分析工具,如 KNIME、RapidMiner、Rstudio、Grafana 和 Redash。
- 討論了推論的理論概念和機器學習算法,以設計動態儀表板。
- 提出了統計建模技術,重點在於模式挖掘和模式關係。
- 解釋了在大型數據庫中有效檢索相似時間序列的問題,以增強讀者的知識,從而有效處理各種實時數據集。
- 說明了降維技術,如主成分分析、線性判別分析、奇異值分解和分段向量量化近似。
本書主要為電機工程、電子與通信工程、計算機科學與工程以及資訊科技領域的高年級本科生、研究生和學術研究人員所撰寫。
作者簡介
A. Vadivel received his master's degree in science from NITT. He pursued Masters in Technology and Doctorate of Philosophy from Indian Institute of Technology (IIT), Kharagpur, India. He had 13 years of Technical Experience in Network Engineering & Instrumentation Engineering in IIT-Kharagpur, and sixteen years of teaching experience. Currently he is working as Professor in Department of Artificial Intelligence and Data Science, GITAM School of Technology, GITAM University, Bengaluru, India. He has published papers in more than 120 international journals and conferences. His Research areas are Content-Based Image and Video Retrieval, Multimedia Information Retrieval from Distributed Environment, Medical Image Analysis, Object Tracking in Motion Video and Cognitive Science. He has received Young Scientist Award by Department of Science and Technology, Govt. of India in 2007, Indo-US Research Fellow Award by Indo-US Science and Technology Forum in 2008. Obama-Singh Knowledge Initiative Award in 2013. Under his guidance, five PhD were awarded, and five PhD scholars are pursuing their degree. He is recognized as research supervisor for GITAM University, National Institute of Technology (NIT), Trichy. He has four Indian patents to his credit.
K Meena received her PhD from Manonmaniam Sundaranar University in 2014. She completed her M.E degree in CSE and B.E degree in ECE from Manonmaniam Sundaranar University in the year 2009 and 2002 respectively. She had 20 years of teaching experience in various reputed organizations. Currently, she is working as Professor in the Department of Computer Science and Engineering, GITAM School of Technology, GITAM University, Bengaluru, India. She has published papers in more than 110 international journals and conferences. Her research areas are Biometrics, Machine learning for information retrieval, Computer vision, and Medical Data Analysis. Under her guidance, four PhD were awarded, and five PhD scholars are pursuing their degree. She is recognized as research supervisor for GITAM University, Vel Tech University and Anna University. She has 6 Indian Patents and 1 Australian Patents to her credit.
P. Sumathy received her master's degree and bachelor's degree from Bharathidasan University, Trichy She received her PhD from Gandhigram Rural Institute (Deemed to be University), Dindugal. She had 18 years of teaching experience in various reputed organizations. Currently she is working as Assistant Professor of Computer Science Engineering and Applications, Bharathidasan University. She has published papers in more than 70 international journals and conferences. Her Research areas are Content-Based Image and Video Retrieval, Multimedia Information Retrieval from Distributed Environment, Object Tracking in Motion Video and Cognitive Science. Under her guidance, two PhD were awarded, and five PhD scholars are pursuing their degree. She is recognized as research supervisor for Bharathidasan University.
Henry Selvaraj working as Professor in the Department of Electrical and Computer Engineering, University of Nevada, Las Vegas, USA. His research interests include Logic Synthesis, Digital Design, Programmable Devices, Artificial Intelligence, Multiple Valued Functions, Digital Signal Processing, Bio-medical Image Processing, Networks, Path Planning and Object Tracker in Video Sequence. He has 36 years of teaching and research experience. He guided five research scholars in various domains such as Artificial Intelligence, Digital design and video analytics.
P. Shanmugavadivu is currently the Professor and Head, Department of Computer Science and Applications, at The Gandhigram Rural Institute (Deemed to be University), and is involved in Teaching, Research, and Extension. She has 31 years of Academic experience and 22 years of research experience. Her research areas include Medical Image Analysis, Healthcare Analytics, Parallel Computing, Software Engineering and Content-Based Image Retrieval. Under her guidance, TEN PhDs were awarded; presently EIGHT Ph.D. scholars are pursuing their degree. She has published 51 research articles in International Journals and 87 International/National Conferences and 19 book chapters. She has authored two research books and three edited volumes. She serves as an Editorial Board Member of two Journals. She is sanctioned with funded major research projects of UGC, DST, ICMR and PMMMNMTT for an outlay of Rs.2.39 Cr. She serves as the coordinator for her department's funding schemes, under UGC-SAP DRS-I (Rs.40 Lakhs) and DST-FIST (Rs.45 Lakhs).
Shaila S.G. is a Professor and Chairperson for the Data Science Program in the Department of Computer Science & Engineering. She earned her PhD in Computer Science from National Institute of Technology, Tiruchirapalli, Tamil Nadu for her thesis on "Multimedia Information Retrieval in Distributed System". She has 17 years of experience in teaching & research in the concerned field. She has worked for Central Power Research Institute as a Trainee Engineer. Later, she worked as a Junior Research Fellow for a project funded by Dept. of Science and Technology (DST), India for a period of 3 years. She has also worked in Indo-US collaborated project in a Student Exchange program for "Obama-Singh Knowledge Initiative Program" in the University of Nevada (UNLV), Las Vegas, United States. She is a certified IBM trainer for the Business Intelligence. Her research areas are Data mining, Information Retrieval, Image Processing and Computational Neuroscience. She has published more than 45 research articles in reputed Journals and Conferences, books and book chapters. She has 11 Indian Patents and 2 Australian Patents.
作者簡介(中文翻譯)
A. Vadivel 於 NITT 獲得科學碩士學位。他在印度卡拉格普爾的印度理工學院 (IIT) 繼續攻讀技術碩士和哲學博士學位。他在 IIT-Kharagpur 擁有 13 年的網路工程和儀器工程的技術經驗,以及十六年的教學經驗。目前,他在印度班加羅爾的 GITAM 大學 GITAM 科技學院擔任人工智慧與數據科學系的教授。他在 120 多個國際期刊和會議上發表了論文。他的研究領域包括基於內容的影像和視頻檢索、分散環境中的多媒體資訊檢索、醫學影像分析、運動視頻中的物體追蹤和認知科學。他於 2007 年獲得印度科學與技術部的青年科學家獎,2008 年獲得印美科學與技術論壇的印美研究獎,2013 年獲得奧巴馬-辛格知識倡議獎。在他的指導下,五位博士生獲得學位,五位博士生正在攻讀學位。他被認可為 GITAM 大學和國立技術學院 (NIT) Trichy 的研究指導老師。他擁有四項印度專利。
K Meena 於 2014 年獲得 Manonmaniam Sundaranar 大學的博士學位。她於 2009 年和 2002 年分別在 Manonmaniam Sundaranar 大學獲得計算機科學與工程 (CSE) 的碩士學位和電子與通信工程 (ECE) 的學士學位。她在多個知名機構擁有 20 年的教學經驗。目前,她在印度班加羅爾的 GITAM 大學 GITAM 科技學院擔任計算機科學與工程系的教授。她在 110 多個國際期刊和會議上發表了論文。她的研究領域包括生物識別技術、資訊檢索的機器學習、計算機視覺和醫學數據分析。在她的指導下,四位博士生獲得學位,五位博士生正在攻讀學位。她被認可為 GITAM 大學、Vel Tech 大學和安娜大學的研究指導老師。她擁有 6 項印度專利和 1 項澳大利亞專利。
P. Sumathy 於 Bharathidasan 大學獲得碩士學位和學士學位,並在 Gandhigram Rural Institute (被認定為大學) 獲得博士學位。她在多個知名機構擁有 18 年的教學經驗。目前,她在 Bharathidasan 大學擔任計算機科學工程與應用的助理教授。她在 70 多個國際期刊和會議上發表了論文。她的研究領域包括基於內容的影像和視頻檢索、分散環境中的多媒體資訊檢索、運動視頻中的物體追蹤和認知科學。在她的指導下,兩位博士生獲得學位,五位博士生正在攻讀學位。她被認可為 Bharathidasan 大學的研究指導老師。
Henry Selvaraj 擔任美國內華達大學拉斯維加斯分校電氣與計算機工程系的教授。他的研究興趣包括邏輯合成、數位設計、可程式裝置、人工智慧、多值函數、數位信號處理、生物醫學影像處理、網路、路徑規劃和視頻序列中的物體追蹤。他擁有 36 年的教學和研究經驗。他在人工智慧、數位設計和視頻分析等多個領域指導了五位研究學者。
P. Shanmugavadivu 目前是甘地村大學 (被認定為大學) 計算機科學與應用系的教授及系主任,並參與教學、研究和擴展工作。她擁有 31 年的學術經驗和 22 年的研究經驗。她的研究領域包括醫學影像分析、醫療分析、平行計算、軟體工程和基於內容的影像檢索。在她的指導下,十位博士生獲得學位;目前有八位博士生正在攻讀學位。她在國際期刊上發表了 51 篇研究文章,並在 87 次國際/國內會議和 19 章書中發表。她撰寫了兩本研究書籍和三本編輯卷。她擔任兩本期刊的編輯委員會成員。她獲得了 UGC、DST、ICMR 和 PMMMNMTT 的資助重大研究項目,總金額為 2.39 億盧比。她擔任其系資助計畫的協調員,負責 UGC-SAP DRS-I (400 萬盧比) 和 DST-FIST (450 萬盧比)。
Shaila S.G 是計算機科學與工程系數據科學計畫的教授和主任。她在泰米爾納德邦的國立技術學院 Tiruchirapalli 獲得計算機科學博士學位,論文主題為「分散系統中的多媒體資訊檢索」。她在相關領域擁有 17 年的教學和研究經驗。她曾在中央電力研究所擔任實習工程師。之後,她在印度科學與技術部 (DST) 資助的項目中擔任初級研究員,工作了 3 年。她還參與了印美合作的「奧巴馬-辛格知識倡議計畫」的學生交流項目,於美國內華達大學 (UNLV) 工作。她是 IBM 商業智慧的認證培訓師。她的研究領域包括數據挖掘、資訊檢索、影像處理和計算神經科學。她在知名期刊和會議上發表了 45 篇以上的研究文章、書籍和書籍章節。她擁有 11 項印度專利和 2 項澳大利亞專利。