Frame Theory in Data Science
暫譯: 數據科學中的框架理論

Zhang, Zhihua, Jorgensen, Palle E. T.

Frame Theory in Data Science
  • 出版商: Springer
  • 出版日期: 2025-04-11
  • 售價: $6,480
  • 貴賓價: 9.5 折 $6,156
  • 語言: 英文
  • 頁數: 255
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 3031494857
  • ISBN-13: 9783031494857
  • 相關分類: Data Science

    • 海外代購書籍(需單獨結帳)

相關主題

商品描述

This book establishes brand-new frame theory and technical implementation in data science, with a special focus on spatial-scale feature extraction, network dynamics, object-oriented analysis, data-driven environmental prediction, and climate diagnosis. Given that data science is unanimously recognized as a core driver for achieving Sustainable Development Goals of the United Nations, these frame techniques bring fundamental changes to multi-channel data mining systems and support the development of digital Earth platforms. This book integrates the authors' frame research in the past twenty years and provides cutting-edge techniques and depth for scientists, professionals, and graduate students in data science, applied mathematics, environmental science, and geoscience.

商品描述(中文翻譯)

本書建立了全新的框架理論和技術實現於數據科學中，特別關注於空間尺度特徵提取、網絡動態、面向對象的分析、數據驅動的環境預測以及氣候診斷。考慮到數據科學被一致認可為實現聯合國可持續發展目標的核心驅動力，這些框架技術為多通道數據挖掘系統帶來了根本性的變化，並支持數位地球平台的發展。本書整合了作者過去二十年的框架研究，為數據科學、應用數學、環境科學和地球科學的科學家、專業人士及研究生提供了前沿技術和深度。

作者簡介

Zhihua Zhang is a Taishan Distinguished Professor at Shandong University, China and is leading an interdisciplinary big data mining research group. His long-standing researches focus on big data, climate change mechanisms, environmental evolution and sustainability. He has published 8 books (2 with Elsevier, 5 with Springer, and 1 with DeGruyter) and more than 70 articles. He is a chief editor, associate editor, or editorial board member of many global known journals on applied mathematics, climate and environmental science, as well as the first-track chair and plenary speaker of Mediterranean Geosciences Union Annual Meeting.
Palle E.T. Jorgensen is a Professor at the University of Iowa. His prior academic/teaching positions include the University of Pennsylvania, Stanford University, and Aarhus University (Denmark.) He has authored more than 300 highly cited research papers, and more than 10 books. He has received numerous honors and awards, including in 2018 Jorgensen being the NSF/CBMS speaker, giving 10 lectures; titled Harmonic Analysis: Smooth and Non-smooth, published as vol. 128, in the AMS/CBMS book series. He is a frequent invited speaker, giving colloquium and conference presentations at universities in the US, and around the World.

作者簡介(中文翻譯)

張志華是中國山東大學的泰山特聘教授，並領導一個跨學科的大數據挖掘研究小組。他長期以來的研究重點包括大數據、氣候變化機制、環境演變和可持續性。他已出版8本書（2本與Elsevier合作，5本與Springer合作，1本與DeGruyter合作）以及70多篇文章。他是多本全球知名期刊的主編、副編輯或編輯委員會成員，這些期刊涵蓋應用數學、氣候與環境科學，並且是地中海地球科學聯盟年會的首席主席和全體會議演講者。

帕勒·E.T.·約根森是愛荷華大學的教授。他之前的學術/教學職位包括賓夕法尼亞大學、史丹佛大學和丹麥的奧胡斯大學。他已發表300多篇高被引的研究論文，以及10多本書籍。他獲得了眾多榮譽和獎項，包括在2018年擔任NSF/CBMS演講者，進行了10場講座，題為《調和分析：平滑與非平滑》，該書作為AMS/CBMS書系的第128卷出版。他經常受邀在美國及世界各地的大學進行座談會和會議演講。

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