Recent Developments in Data Science and Business Analytics: Proceedings of the International Conference on Data Science and Business Analytics (Icdsba
暫譯: 數據科學與商業分析的最新發展：國際數據科學與商業分析會議（Icdsba）論文集
Tavana, Madjid, Patnaik, Srikanta
- 出版商: Springer
- 出版日期: 2019-02-09
- 售價: $6,930
- 貴賓價: 9.5 折 $6,584
- 語言: 英文
- 頁數: 505
- 裝訂: Quality Paper - also called trade paper
- ISBN: 3030102599
- ISBN-13: 9783030102593
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相關分類:
Data Science
海外代購書籍(需單獨結帳)
商品描述
This edited volume is brought out from the contributions of the research papers presented in the International Conference on Data Science and Business Analytics (ICDSBA- 2017), which was held during September 23-25 2017 in ChangSha, China. As we all know, the field of data science and business analytics is emerging at the intersection of the fields of mathematics, statistics, operations research, information systems, computer science and engineering. Data science and business analytics is an interdisciplinary field about processes and systems to extract knowledge or insights from data. Data science and business analytics employ techniques and theories drawn from many fields including signal processing, probability models, machine learning, statistical learning, data mining, database, data engineering, pattern recognition, visualization, descriptive analytics, predictive analytics, prescriptive analytics, uncertainty modeling, big data, data warehousing, data compression, computer programming, business intelligence, computational intelligence, and high performance computing among others. The volume contains 55 contributions from diverse areas of Data Science and Business Analytics, which has been categorized into five sections, namely: i) Marketing and Supply Chain Analytics; ii) Logistics and Operations Analytics; iii) Financial Analytics. iv) Predictive Modeling and Data Analytics; v) Communications and Information Systems Analytics. The readers shall not only receive the theoretical knowledge about this upcoming area but also cutting edge applications of this domains.
商品描述(中文翻譯)
這本編輯的專著是基於在2017年9月23日至25日於中國長沙舉行的國際數據科學與商業分析會議（ICDSBA-2017）上所發表的研究論文所編輯而成。眾所周知，數據科學和商業分析領域正處於數學、統計學、運籌學、資訊系統、計算機科學和工程等多個領域的交匯處。數據科學和商業分析是一個跨學科的領域，旨在從數據中提取知識或洞見。數據科學和商業分析採用來自多個領域的技術和理論，包括信號處理、概率模型、機器學習、統計學習、數據挖掘、數據庫、數據工程、模式識別、可視化、描述性分析、預測性分析、規範性分析、不確定性建模、大數據、數據倉儲、數據壓縮、計算機編程、商業智慧、計算智能以及高效能計算等。本書包含來自數據科學和商業分析不同領域的55篇貢獻，這些貢獻被分為五個部分，即：i) 行銷與供應鏈分析；ii) 物流與運營分析；iii) 財務分析；iv) 預測建模與數據分析；v) 通訊與資訊系統分析。讀者不僅將獲得有關這一新興領域的理論知識，還將了解該領域的前沿應用。
作者簡介
Dr. Tavana is a Senior Lecturer at Rutgers University and the Ecole Supérieure de Commerce Et Management in France. He has served as the President of Alpha Iota Delta (the International Honor Society for Decision Sciences and Information Systems). He has been a Visiting Scholar at the UCLA Anderson Graduate School of Management and held several Visiting Professorship positions in France, Switzerland, Korea, China, Ukraine, and Mexico.
Dr. Srikanta Patnaik is a Professor in the Department of Computer Science and Engineering, SOA University, Bhubaneswar, India. He received his Ph. D. (Engineering) in Computational Intelligence from Jadavpur University, India in 1999 and supervised 12 Ph. D. theses and more than 30 M. Tech theses in the areas of Machine Intelligence, Soft Computing Applications and Re-Engineering. Dr. Patnaik has published more than 60 research papers in international journals and conference proceedings. He is the author of 2 text books and edited 12 books and few invited book chapters, published by leading international publishers like Springer-Verlag, Kluwer Academic, etc.. Dr. Patnaik was the Principal Investigator of TAPTEC project "Building Cognition for Intelligent Robot" sponsored by the All India Council for Technical Education, New Delhi, and Major Research Project "Machine Learning and Perception using Cognition Methods" sponsored by the University Grant Commission. He is the Editor-in-Chief of International Journal of Information and Communication Technology and International Journal of Computational Vision and Robotics published from Inderscience Publishing House, England, and also Editor-in-chief of Book Series on "Modeling and Optimization in Science and Technology" published by Springer. Dr. Patnaik has also edited many proceedings volumes, all published by Springer.
作者簡介(中文翻譯)
Madjid Tavana 是拉薩爾大學商業分析的教授及林巴克傑出講座教授，並擔任商業系統與分析系的系主任。他同時在德國帕德博恩大學擔任商業資訊系的名譽教授。Tavana 博士是甘迺迪太空中心、約翰遜太空中心、斯坦尼斯太空中心的海軍研究實驗室及空軍研究實驗室的傑出研究員。他最近獲得了 NASA 頒發的著名太空行動獎。他擁有工商管理碩士（MBA）、專案管理資訊系統（PMIS）及管理資訊系統的博士學位，並在賓夕法尼亞大學沃頓商學院獲得戰略資訊系統的博士後文憑。他已出版 10 本書籍及 200 多篇國際學術期刊的研究論文。他是 Decision Analytics、International Journal of Applied Decision Sciences、International Journal of Management and Decision Making、International Journal of Knowledge Engineering and Data Mining、International Journal of Strategic Decision Sciences 及 International Journal of Enterprise Information Systems 的主編。
Tavana 博士是羅格斯大學及法國高等商業與管理學院的高級講師。他曾擔任國際決策科學與資訊系統榮譽學會 Alpha Iota Delta 的會長。他曾在加州大學洛杉磯分校安德森管理研究生院擔任訪問學者，並在法國、瑞士、韓國、中國、烏克蘭及墨西哥擔任多個訪問教授職位。
Dr. Srikanta Patnaik 是印度布巴內斯瓦爾 SOA 大學計算機科學與工程系的教授。他於 1999 年在印度賈達夫普爾大學獲得計算智能的工程博士學位，並指導了 12 篇博士論文及 30 多篇碩士論文，研究領域包括機器智能、軟計算應用及再工程。Patnaik 博士在國際期刊及會議論文集中發表了 60 多篇研究論文。他是 2 本教科書的作者，並編輯了 12 本書及幾篇受邀的書章，這些書籍由 Springer-Verlag、Kluwer Academic 等知名國際出版社出版。Patnaik 博士曾擔任 TAPTEC 項目「為智能機器人建立認知」的首席研究員，該項目由新德里的全印度技術教育委員會贊助，並擔任「使用認知方法的機器學習與感知」的重大研究項目的首席研究員，該項目由大學資助委員會贊助。他是國際資訊與通信技術期刊及國際計算視覺與機器人期刊的主編，這些期刊由英國 Inderscience 出版社出版，並且是由 Springer 出版的「科學與技術中的建模與優化」書系列的主編。Patnaik 博士還編輯了多本會議論文集，均由 Springer 出版。
