The Rise and Rise of Interdisciplinary Research: Understanding the Interaction Dynamics of Three Major Fields - Physics, Mathematics and Computer Science

被引:3
|
作者
Hazra, Rima [1 ]
Singh, Mayank [2 ]
Goyal, Pawan [1 ]
Adhikari, Bibhas [1 ]
Mukherjee, Animesh [1 ]
机构
[1] Indian Inst Technol, Kharagpur, W Bengal, India
[2] Indian Inst Technol, Gandhinagar, India
关键词
Interdisciplinarity; Computer science; Mathematics; Temporal bucket signatures;
D O I
10.1007/978-3-030-34058-2_8
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The distinction between sciences is becoming increasingly more artificial - an approach from one area can be easily applied to the other. More exciting research nowadays is happening perhaps at the interfaces of disciplines like Physics, Mathematics and Computer Science. How do these interfaces emerge and interact? For instance, is there a specific pattern in which these fields cite each other? In this article, we investigate a collection of more than 1.2 million papers from three different scientific disciplines - Physics, Mathematics, and Computer Science. We show how over a timescale the citation patterns from the core science fields (Physics, Mathematics) to the applied and fast-growing field of Computer Science have drastically increased. Further, we observe how certain subfields in these disciplines are shrinking while others are becoming tremendously popular. For instance, an intriguing observation is that citations from Mathematics to the subfield of machine learning in Computer Science in recent times are exponentially increasing.
引用
收藏
页码:71 / 77
页数:7
相关论文
共 7 条
  • [1] Modeling interdisciplinary interactions among physics, mathematics and computer science
    Hazra, Rima
    Singh, Mayank
    Goyal, Pawan
    Adhikari, Bibhas
    Mukherjee, Animesh
    [J]. JOURNAL OF PHYSICS-COMPLEXITY, 2023, 4 (04):
  • [2] Citation interactions among computer science fields: a quantitative route to the rise and fall of scientific research
    Chakraborty, Tanmoy
    Sikdar, Sandipan
    Ganguly, Niloy
    Mukherjee, Animesh
    [J]. SOCIAL NETWORK ANALYSIS AND MINING, 2014, 4 (01) : 1 - 18
  • [3] Computer Science Fields as Ground-truth Communities: Their Impact, Rise and Fall
    Chakraborty, Tanmoy
    Sikdar, Sandipan
    Tammana, Vihar
    Ganguly, Niloy
    Mukherjee, Animesh
    [J]. 2013 IEEE/ACM INTERNATIONAL CONFERENCE ON ADVANCES IN SOCIAL NETWORKS ANALYSIS AND MINING (ASONAM), 2013, : 432 - 439
  • [4] RISE: an open-source architecture for interdisciplinary and reproducible human-robot interaction research
    Gross, Andre
    Schuetze, Christian
    Brandt, Mara
    Wrede, Britta
    Richter, Birte
    [J]. FRONTIERS IN ROBOTICS AND AI, 2023, 10
  • [5] Interdisciplinary Research Program to Inspire Underrepresented Undergraduate Students in Science, Technology, Engineering and Mathematics (STEM) Fields
    Hiteshue, E.
    Irvin, K.
    Lanzerotti, M.
    Hochheiser, S.
    Geselowitz, M.
    Langley, D.
    Martin, R.
    Cerny, C. L.
    Paul, B.
    Chattopadhyay, B.
    [J]. 2015 5TH IEEE INTEGRATED STEM EDUCATION CONFERENCE (ISEC), 2015, : 70 - 75
  • [6] Interdisciplinary Dynamics in COVID-19 Research: Examining the Role of Computer Science and Collaboration Patterns
    Li, Yunfan
    Liu, Shiyong
    Zeng, An
    Wu, Jun
    Zhang, Jiayu
    Zhang, Weiwei
    Li, Sheng
    [J]. SYSTEMS, 2024, 12 (04):