Machine Learning in Pure Mathematics and Theoretical Physics

Yang-Hui He

  • 出版商: World Scientific Pub
  • 出版日期: 2023-07-13
  • 售價: $5,790
  • 貴賓價: 9.5$5,501
  • 語言: 英文
  • 頁數: 420
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 1800613695
  • ISBN-13: 9781800613690
  • 相關分類: Machine Learning物理學 Physics
  • 海外代購書籍(需單獨結帳)

商品描述

The terms 'machine learning', 'pure mathematics and theoretical physics' may first appear to be topics in two very different categories in mathematics and computer science, yet in the past five years, we have seen many articles published that combined machine learning techniques in the search for patterns using big data. The aim of this book, a first of its kind, is to collect research and survey articles from many experts in this emerging collaboration between theoretical mathematicians and computer scientists on topics ranging from combinatorics to number theory, to geometry, to quantum field theory and string theory.This book is put together with PhD students in mind as well as seasoned researchers, as a reference book for collection of publications that cross between mathematics and computer science.

商品描述(中文翻譯)

「機器學習」、「純數學和理論物理學」這兩個詞彙在數學和計算機科學中可能看起來是兩個非常不同的主題,然而在過去的五年中,我們看到許多文章發表了結合機器學習技術在大數據中尋找模式的研究。這本書的目的是收集來自許多專家的研究和調查文章,這些專家在理論數學家和計算機科學家之間的合作中涉及了從組合學到數論、幾何學、量子場論和弦理論等各種主題。這本書是為博士生和經驗豐富的研究人員而編寫的,作為一本跨越數學和計算機科學領域的出版物集合的參考書。