[HTML][HTML] Natural language processing for innovation search–Reviewing an emerging non-human innovation intermediary

J Just - Technovation, 2024 - Elsevier
Applying artificial intelligence (AI), especially natural language processing (NLP), to harness
large amounts of information from patent databases, online communities, social media, or …

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 …

Technology opportunity analysis using hierarchical semantic networks and dual link prediction

Z Liu, J Feng, L Uden - Technovation, 2023 - Elsevier
Technology opportunity analysis using network analysis and link prediction has attracted the
interest of both academia and industry. However, there are several unresolved issues with …

From technology opportunities to ideas generation via cross-cutting patent analysis: Application of generative topographic mapping and link prediction

Z Liu, J Feng, L Uden - Technological Forecasting and Social Change, 2023 - Elsevier
Technology opportunity analysis (TOA) with ideas generation has been recognized an
important activity to remain competitive and lead the industry in the future. However, there …

Keyword selection and processing strategy for applying text mining to patent analysis

H Noh, Y Jo, S Lee - Expert Systems with Applications, 2015 - Elsevier
Previous studies have applied various methodologies to analyze patent data for technology
management, given the advances in data analysis techniques available. In particular, efforts …

Novelty-focused patent mapping for technology opportunity analysis

C Lee, B Kang, J Shin - Technological Forecasting and Social Change, 2015 - Elsevier
Patent maps are an effective means of discovering potential technology opportunities.
However, this method has been of limited use in practice since defining and interpreting …

Technological opportunity discovery for technological convergence based on the prediction of technology knowledge flow in a citation network

I Park, B Yoon - Journal of informetrics, 2018 - Elsevier
As technological convergence has recently become a mainstream innovation trend,
technological opportunities need to be explored in heterogeneous technology fields. Most of …

Navigating a product landscape for technology opportunity analysis: A word2vec approach using an integrated patent-product database

C Lee, D Jeon, JM Ahn, O Kwon - Technovation, 2020 - Elsevier
Technology opportunity analysis has been the subject of many prior studies, although most
of them have focused on discovering new technology ideas in a single narrow domain. This …

A novelty detection patent mining approach for analyzing technological opportunities

J Wang, YJ Chen - Advanced Engineering Informatics, 2019 - Elsevier
Early opportunity identification is critical for technology-based firms seeking to develop
technology or product strategies for competitive advantage in the future. This research …

Identifying opportunities for sustainable business models in manufacturing: Application of patent analysis and generative topographic mapping

J Feng, Z Liu, L Feng - Sustainable production and consumption, 2021 - Elsevier
Early identification of business opportunities is critical for technology-based manufacturers
seeking to develop new sustainable business models (SBMs) for future competitive …