A review of data analytics in technological forecasting

C Lee - Technological Forecasting and Social Change, 2021 - Elsevier
Technological forecasting (TF) has significantly benefited from data analytics over the past
decades. However, little effort has been made to present an overview of data analytics in TF …

A systematic literature review of mining weak signals and trends for corporate foresight

C Mühlroth, M Grottke - Journal of Business Economics, 2018 - Springer
Due to the ever-growing amount of data, computer-aided methods and systems to detect
weak signals and trends for corporate foresight are in increasing demand. To this day, many …

Deep learning for technical document classification

S Jiang, J Hu, CL Magee, J Luo - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
In large technology companies, the requirements for managing and organizing technical
documents created by engineers and managers have increased dramatically in recent …

Two-stage technology opportunity discovery for firm-level decision making: GCN-based link-prediction approach

M Park, Y Geum - Technological Forecasting and Social Change, 2022 - Elsevier
In this study, we propose a graph convolution network (GCN)-based patent-link prediction to
predict technology convergence. We address the limitations of previous works, which …

Patent value analysis using deep learning models—The case of IoT technology mining for the manufacturing industry

AJC Trappey, CV Trappey… - IEEE Transactions …, 2019 - ieeexplore.ieee.org
The R&D output and global commercialization of intellectual properties (IPs), especially
patents filed in many countries, have increased dramatically over the past decade. The …

Patent document clustering with deep embeddings

J Kim, J Yoon, E Park, S Choi - Scientometrics, 2020 - Springer
The analysis of scientific and technical documents is crucial in the process of establishing
science and technology strategies. One popular method for such analysis is for field experts …

Bridging trends and patents: Combining different data sources for the evaluation of innovation fields in blockchain technology

M Wustmans, T Haubold… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
The evaluation of various innovation fields of an emerging technology as well as their
potential impact on a certain market, region, industry, or target group is a part of an …

From technology opportunities to solutions generation via patent analysis: Application of machine learning-based link prediction

Z Wang, W Guo, H Shao, L Wang, Z Chang… - Advanced Engineering …, 2024 - Elsevier
Technology convergence represents a significant mode of technological innovation that is
widely prevalent across various industries. This innovative approach integrates multiple …

A personalized recommendation system for high-quality patent trading by leveraging hybrid patent analysis

W Du, Y Wang, W Xu, J Ma - Scientometrics, 2021 - Springer
Patents, as technological innovation with commercial values, play a significant role for
increasing enterprise and national competitiveness. Personalized recommendation in online …

Understanding the trends in blockchain domain through an unsupervised systematic patent analysis

G Zanella, CZ Liu, KKR Choo - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Patent analysis is crucial for technology monitoring, forecasting, and assessment, and
facilitates entrepreneurs and different stakeholder groups to develop forward-looking …