How to develop data-driven technology roadmaps: The integration of topic modeling and link prediction

J Kim, Y Geum - Technological Forecasting and Social Change, 2021 - Elsevier
Technology roadmaps have been used as an important tool in strategic technology
planning, due to their strong advantages in linking technologies and markets. With the rise of …

A visual scanning of potential disruptive signals for technology roadmapping: investigating keyword cluster, intensity, and relationship in futuristic data

J Kim, Y Park, Y Lee - Technology Analysis & Strategic …, 2016 - Taylor & Francis
Technology roadmapping of today's era is necessarily based on comprehensive scanning of
various signals with the disruptive potential in future paths of market, product, and …

Development of data-driven technology roadmap considering dependency: An ARM-based technology roadmapping

Y Geum, HJ Lee, Y Lee, Y Park - Technological Forecasting and Social …, 2015 - Elsevier
The active incorporation of business data has become a vital process in the recent business
environment. Despite the potential utility of massive database, technology roadmap, a well …

Using patent information for designing new product and technology: keyword based technology roadmapping

S Lee, S Lee, H Seol, Y Park - R&d Management, 2008 - Wiley Online Library
With the rapid change in markets and technologies, it is becoming essential for firms to
develop new products constantly. This can most successfully be achieved by using …

Fundamentals of technology roadmapping

ML Garcia, OH Bray - 1997 - osti.gov
Technology planning is important for many reasons. Globally, companies are facing many
competitive problems. Technology roadmapping, a form of technology planning can help …

[HTML][HTML] A systematic review of industry-level applications of technology roadmapping: Evaluation and design propositions for roadmapping practitioners

S Chakraborty, EJ Nijssen, R Valkenburg - Technological Forecasting and …, 2022 - Elsevier
Technology roadmapping (TRM) has gained prominence in both firm-level and industry-
level applications, however, there is a lack of attention in the evolution of TRM processes in …

A hybrid visualisation model for technology roadmapping: bibliometrics, qualitative methodology and empirical study

Y Zhang, Y Guo, X Wang, D Zhu… - Technology Analysis & …, 2013 - Taylor & Francis
Technology roadmapping offers a flexible instrument to portray development status in
support of technology forecasting and assessment. This paper integrates bibliometrics with …

Logistics technology forecasting framework using patent analysis for technology roadmap

K Kwon, S Jun, YJ Lee, S Choi, C Lee - Sustainability, 2022 - mdpi.com
The rapid advancement of digital technologies has fundamentally changed the competitive
dynamics of the logistics industry. For players in the logistics industry, digitization has …

Topic analysis and forecasting for science, technology and innovation: Methodology with a case study focusing on big data research

Y Zhang, G Zhang, H Chen, AL Porter, D Zhu… - … forecasting and social …, 2016 - Elsevier
The number and extent of current Science, Technology & Innovation topics are changing all
the time, and their induced accumulative innovation, or even disruptive revolution, will …

Opportunity-driven technology roadmapping: The case of 5G mobile services

H Noh, K Kim, YK Song, S Lee - Technological Forecasting and Social …, 2021 - Elsevier
Given the increasing significance of technology-push strategy and market-driven strategy,
an integrated approach to technology roadmapping that considers both strategies in a …