A deep learning framework to early identify emerging technologies in large-scale outlier patents: An empirical study of CNC machine tool

Y Zhou, F Dong, Y Liu, L Ran - Scientometrics, 2021 - Springer
Radical novelty is one of the key characteristics of emerging technologies. This
characteristics makes emerging technologies as a quite different from established …

Early identification of emerging technologies: A machine learning approach using multiple patent indicators

C Lee, O Kwon, M Kim, D Kwon - Technological Forecasting and Social …, 2018 - Elsevier
Patent citation analysis is considered a useful tool for identifying emerging technologies.
However, the outcomes of previous methods are likely to reveal no more than current key …

Generic knowledge strategies in the US pharmaceutical industry

P Bierly, A Chakrabarti - Knowledge and Strategy, 2009 - api.taylorfrancis.com
The purpose of this study is to identih, groups of firms with similar generic knowledge
strategies, determine how these strategies change over time, and compare profit margins of …

Measuring technological capability and performance

JE Coombs, PE Bierly III - R&D Management, 2006 - Wiley Online Library
The relation between technological capability and firm performance is more complex than
what is generally assumed. Researchers have not been able to consistently find empirical …

Patent citations as a tool for analysing the early stages of convergence

M Karvonen, T Kässi - Technological Forecasting and Social Change, 2013 - Elsevier
The objective of this paper is to enhance understanding of the evolution of convergence.
Previous research has shown that the technological interfaces between distinct industries …

Internal vs. external learning in new product development: effects on speed, costs and competitive advantage

EH Kessler, PE Bierly, S Gopalakrishnan - R&d Management, 2000 - Wiley Online Library
The purpose of this study was to investigate how different technology sourcing strategies
throughout the new product development process influenced innovation speed …

External technology sourcing and innovation performance in LMT sectors: An analysis based on the Taiwanese Technological Innovation Survey

KH Tsai, JC Wang - Research Policy, 2009 - Elsevier
This paper presents the strategies that low-and medium-technology (LMT) firms adopt to
generate technological innovation and investigates the impact of these approaches on the …

Speeding up the pace of new product development

EH Kessler, AK Chakrabarti - Journal of Product Innovation …, 1999 - Wiley Online Library
This study empirically investigates a wide array of factors that have been argued to
differentiate fast from slow innovation processes from the perspective of the research and …

Forecasting emerging technologies using data augmentation and deep learning

Y Zhou, F Dong, Y Liu, Z Li, JF Du, L Zhang - Scientometrics, 2020 - Springer
Deep learning can be used to forecast emerging technologies based on patent data.
However, it requires a large amount of labeled patent data as a training set, which is difficult …

Innovation speed in small and medium‐sized enterprises

MA Allocca, EH Kessler - Creativity and Innovation …, 2006 - Wiley Online Library
In this era of fast‐paced technological change companies are frequently forced to quickly
bring innovative products to a competitive marketplace. Small and medium‐sized …