Review on emerging research topics with key-route main path analysis

The fast development of the emerging research topics field results in hundreds of theoretical and empirical publications. However, to our knowledge, there is no comprehensive and objective literature review on this field until now. To this end, a citation network consisting of 1607 papers between 1965 and early 2019 is explored to discover the knowledge diffusion trajectory of the emerging research topics field by the key-route main path analysis approach, armed with the traversal weight of search path link count. From the convergence–divergence patterns in the local and global main paths, the development of emerging research topics field can be divided into three different stages: the emergence, exploration and development stages. In the meanwhile, several research drifts can also be observed: (1) from citation-based approaches to machine learning based ones, (2) from the measurement to the identification, and (3) from the papers to the patents. Finally, the directions of future research are suggested.

[1]  Ge Cheng,et al.  Forecasting emerging technologies: A supervised learning approach through patent analysis , 2017 .

[2]  Alan L. Porter,et al.  Analysing the theoretical roots of technology emergence: an evolutionary perspective , 2019, Scientometrics.

[3]  Henry G. Small,et al.  Co-citation in the scientific literature: A new measure of the relationship between two documents , 1973, J. Am. Soc. Inf. Sci..

[4]  Wolfgang Glänzel,et al.  Using ‘core documents’ for detecting and labelling new emerging topics , 2011, Scientometrics.

[5]  Ping Xie.  Study of international anticancer research trends via co-word and document co-citation visualization analysis , 2015, Scientometrics.

[6]  Katy Börner,et al.  Mixed-indicators model for identifying emerging research areas , 2011, Scientometrics.

[7]  Alba Santa Soriano,et al.  Bibliometric analysis to identify an emerging research area: Public Relations Intelligence—a challenge to strengthen technological observatories in the network society , 2018, Scientometrics.

[8]  Woo Hyoung Lee,et al.  How to identify emerging research fields using scientometrics: An example in the field of Information Security , 2008, Scientometrics.

[9]  Hila Becker,et al.  Hip and trendy: Characterizing emerging trends on Twitter , 2011, J. Assoc. Inf. Sci. Technol..

[10]  Alan L. Porter,et al.  An approach to identify emergent topics of technological convergence: A case study for 3D printing , 2019, Technological Forecasting and Social Change.

[11]  Chao-Chan Wu,et al.  Using patent analyses to monitor the technological trends in an emerging field of technology: a case of carbon nanotube field emission display , 2009, Scientometrics.

[12]  Jaewoo Kang,et al.  Aggregative and stochastic model of main path identification: a case study on graphene , 2013, Scientometrics.

[13]  Kuan-Yu Chen,et al.  Hot Topic Extraction Based on Timeline Analysis and Multidimensional Sentence Modeling , 2007, IEEE Transactions on Knowledge and Data Engineering.

[14]  Qi Wang,et al.  A bibliometric model for identifying emerging research topics , 2017, J. Assoc. Inf. Sci. Technol..

[15]  Quan Z. Sheng,et al.  Multi-views on Nature Index of Chinese academic institutions , 2018, Scientometrics.

[16]  ZhaoDangzhi,et al.  The knowledge base and research front of information science 2006-2010 , 2014 .

[17]  Eelko Huizingh,et al.  Corporate Foresight : An Emerging Field with a Rich Tradition , 2022 .

[18]  Jianhua Hou,et al.  The structure and dynamics of cocitation clusters: A multiple-perspective cocitation analysis , 2010, J. Assoc. Inf. Sci. Technol..

[19]  Ben Shneiderman,et al.  Visual overviews for discovering key papers and influences across research fronts , 2009, J. Assoc. Inf. Sci. Technol..

[20]  Kevin W. Boyack,et al.  Creation of a highly detailed, dynamic, global model and map of science , 2014, J. Assoc. Inf. Sci. Technol..

[21]  Naoki Shibata,et al.  Comparative study on methods of detecting research fronts using different types of citation , 2009, J. Assoc. Inf. Sci. Technol..

[22]  Olle Persson,et al.  The Intellectual Base and Research Fronts of JASIS 1986-1990 , 1994, J. Am. Soc. Inf. Sci..

[23]  Bo Jarneving,et al.  A comparison of two bibliometric methods for mapping of the research front , 2005, Scientometrics.

[24]  Christian Weismayer,et al.  Identifying emerging research fields: a longitudinal latent semantic keyword analysis , 2017, Scientometrics.

[25]  Kwangsoo Kim,et al.  Monitoring emerging technologies for technology planning using technical keyword based analysis from patent data , 2017 .

[26]  Andrei Mogoutov,et al.  Data search strategy for science and technology emergence: A scalable and evolutionary query for nanotechnology tracking , 2007 .

[27]  Yoshiyuki Takeda,et al.  Detecting emerging research fronts based on topological measures in citation networks of scientific publications , 2008 .

[28]  Xiang Liu,et al.  Collective dynamics in knowledge networks: Emerging trends analysis , 2013, J. Informetrics.

[29]  Mohanad Halaweh,et al.  Emerging Technology: What is it , 2013 .

[30]  Yu-Wei Chang,et al.  Evolution of research subjects in library and information science based on keyword, bibliographical coupling, and co-citation analyses , 2015, Scientometrics.

[31]  John S. Liu,et al.  Technological barriers and research trends in fuel cell technologies: A citation network analysis , 2014 .

[32]  Daniele Rotolo,et al.  Emerging Technology , 2001 .

[33]  Munan Li,et al.  An exploration to visualise the emerging trends of technology foresight based on an improved technique of co-word analysis and relevant literature data of WOS , 2017, Technol. Anal. Strateg. Manag..

[34]  Yoshiyuki Takeda,et al.  Optics: a bibliometric approach to detect emerging research domains and intellectual bases , 2009, Scientometrics.

[35]  Armando Calabrese,et al.  Sustainability-oriented service innovation: An emerging research field , 2018, Journal of Cleaner Production.

[36]  Kevin W. Boyack,et al.  Using global mapping to create more accurate document-level maps of research fields , 2011, J. Assoc. Inf. Sci. Technol..

[37]  Andreas Strotmann,et al.  Evolution of research activities and intellectual influences in information science 1996-2005: Introducing author bibliographic-coupling analysis , 2008, J. Assoc. Inf. Sci. Technol..

[38]  Norman P. Hummon,et al.  Connectivity in a citation network: The development of DNA theory☆ , 1989 .

[39]  James A. Evans,et al.  Large teams develop and small teams disrupt science and technology , 2019, Nature.

[40]  Russell J. Funk,et al.  A Dynamic Network Measure of Technological Change , 2017, Manag. Sci..

[41]  Henry G. Small,et al.  Emerging research fronts in science and technology: patterns of new knowledge development , 2009, Scientometrics.

[42]  Yajiong Xue,et al.  IT outsourcing research from 1992 to 2013: A literature review based on main path analysis , 2016, Inf. Manag..

[43]  Vladimir Batagelj,et al.  The emergence of a field: a network analysis of research on peer review , 2017, Scientometrics.

[44]  Aiko Hibino,et al.  Trends in research foci in life science fields over the last 30 years monitored by emerging topics , 2010, Scientometrics.

[45]  John S. Liu,et al.  Exploring the research fronts and main paths of literature: a case study of shareholder activism research , 2016, Scientometrics.

[46]  Bart Verspagen,et al.  Mapping Technological Trajectories as Patent citation Networks: a Study on the History of Fuel Cell Research , 2007, Adv. Complex Syst..

[47]  Alan L. Porter,et al.  Emergence scoring to identify frontier R&D topics and key players , 2019, Technological Forecasting and Social Change.

[48]  Olivier Glassey,et al.  Exploring the weak signals of starts-ups as a folksonomic system , 2009, Technol. Anal. Strateg. Manag..

[49]  Alan L. Porter,et al.  Technological Emergence Indicators Using Emergence Scoring , 2017, 2017 Portland International Conference on Management of Engineering and Technology (PICMET).

[50]  N. R Smalheiser,et al.  Predicting emerging technologies with the aid of text-based data mining: the micro approach , 2001 .

[51]  H. Small,et al.  Identifying emerging topics in science and technology , 2014 .

[52]  Vladimir Batagelj,et al.  Pajek - Program for Large Network Analysis , 1999 .

[53]  Kevin W. Boyack,et al.  Characterizing the emergence of two nanotechnology topics using a contemporaneous global micro-model of science , 2014 .

[54]  Chaomei Chen,et al.  A scientometric review of emerging trends and new developments in recommendation systems , 2015, Scientometrics.

[55]  Show-Ling Jang,et al.  Emerging firms in an emerging field: an analysis of patent citations in electronic-paper display technology , 2011, Scientometrics.

[56]  Stefan Kuhlmann,et al.  The tentative governance of emerging science and technology—A conceptual introduction , 2019, Research Policy.

[57]  B. Verspagen,et al.  Knowledge flows : analyzing the core literature of innovation, entrepreneurship and science and technology studies , 2012 .

[58]  S. L. Sangam.  P. S. Nagpaul, K. C. Garg, B. M. Gupta, Editors Emerging Trends in Scientometrics: Essays in Honour of Dr. Ashok Jain , 2004, Scientometrics.

[59]  John S. Liu,et al.  A few notes on main path analysis , 2019, Scientometrics.

[60]  Alan L. Porter,et al.  Emerging technologies: quantitative identification and measurement , 2010, Technol. Anal. Strateg. Manag..

[61]  Ivan Jaric,et al.  Relative age of references as a tool to identify emerging research fields with an application to the field of ecology and environmental sciences , 2014, Scientometrics.

[62]  Bo Jarneving,et al.  Bibliographic coupling and its application to research-front and other core documents , 2007, J. Informetrics.

[63]  Hannes Toivanen.  The shift from theory to innovation: the evolution of Brazilian research frontiers 2005–2011 , 2014, Technol. Anal. Strateg. Manag..

[64]  Fredrik Åström,et al.  Changes in the LIS research front: Time-sliced cocitation analyses of LIS journal articles, 1990-2004 , 2007, J. Assoc. Inf. Sci. Technol..

[65]  Lutz Bornmann,et al.  Disruptive papers published in Scientometrics , 2019, Scientometrics.

[66]  Alan L. Porter,et al.  An indicator of technical emergence , 2018, Scientometrics.

[67]  Yi-Ning Tu,et al.  Indices of novelty for emerging topic detection , 2012, Inf. Process. Manag..

[68]  Maria Angela Campelo de Melo,et al.  Services for People Innovation Park – Planning Methodologies , 2013 .

[69]  John S. Liu,et al.  An integrated approach for main path analysis: Development of the Hirsch index as an example , 2012, J. Assoc. Inf. Sci. Technol..

[70]  Chengliang Liu,et al.  Mapping intellectual structures and dynamics of transport geography research: a scientometric overview from 1982 to 2014 , 2016, Scientometrics.

[71]  Vladimir Batagelj,et al.  Efficient Algorithms for Citation Network Analysis , 2003, ArXiv.

[72]  B. C. Griffith,et al.  The Structure of Scientific Literatures I: Identifying and Graphing Specialties , 1974 .

[73]  Andreas Strotmann,et al.  The knowledge base and research front of information science 2006–2010: An author cocitation and bibliographic coupling analysis , 2014, J. Assoc. Inf. Sci. Technol..

[74]  Gary G. Yen,et al.  Time line visualization of research fronts , 2003, J. Assoc. Inf. Sci. Technol..

[75]  Brij Mohan Gupta,et al.  Networks of scientific papers: A comparative analysis of co-citation, bibliographic coupling and direct citation , 1977 .

[76]  Jing Ma,et al.  Identifying the main paths of information diffusion in online social networks , 2016 .

[77]  Pierre Azoulay.  Small research teams ‘disrupt’ science more radically than large ones , 2019, Nature.

[78]  Claire François,et al.  Identification and characterisation of technological topics in the field of Molecular Biology , 2010, Scientometrics.

[79]  Shuo Xu,et al.  Emerging research topics detection with multiple machine learning models , 2019, J. Informetrics.

[80]  Daniel A. Levinthal,et al.  The Emergence of Emerging Technologies , 2002 .

[81]  Oh-Jin Kwon,et al.  Early identification of emerging technologies: A machine learning approach using multiple patent indicators , 2018 .

[82]  Mark R. Wilson,et al.  Adaptive technology for e-learning: principles and case studies of an emerging field , 2007, J. Assoc. Inf. Sci. Technol..

[83]  Raghu Garud,et al.  Research Note - Mapping the Field of Virtual Work: A Cocitation Analysis , 2010, Inf. Syst. Res..

[84]  Chaomei Chen,et al.  CiteSpace II: Detecting and visualizing emerging trends and transient patterns in scientific literature , 2006, J. Assoc. Inf. Sci. Technol..

[85]  Carlos Castillo-Chavez,et al.  Population modeling of the emergence and development of scientific fields , 2008, Scientometrics.

[86]  Kevin W. Boyack,et al.  Co-citation analysis, bibliographic coupling, and direct citation: Which citation approach represents the research front most accurately? , 2010 .

[87]  John S. Liu,et al.  Data envelopment analysis 1978-2010: A citation-based literature survey , 2013 .