Establish a patent risk prediction model for emerging technologies using deep learning and data augmentation

YC Chi, HC Wang - Advanced Engineering Informatics, 2022 - Elsevier
Technology patents are considered the source and bedrock of emerging technologies.
Patents create value in any enterprise. However, obtaining patents is time consuming …

[HTML][HTML] Patent acquisitions in the healthcare industry: An analysis of learning mechanisms

C Giglio, GS Vocaturo, R Palmieri - International Journal of …, 2023 - mdpi.com
The healthcare industry at large is used as a case study to suggest a methodological
technique for evaluating patent citation networks to analyze cross-country …

Using Patent Analytics in Additive Manufacturing Evaluation for Monitoring and Forecasting Business Niches

VV Somonov, AS Nikolaev, SV Murashova… - Computer Science On …, 2023 - Springer
This article presents a study of the applying patent analytics to predict the state and manage
complex projects in the field of additive manufacturing market carried out with the help of big …

Identifying promising technologies using patents: A retrospective feature analysis and a prospective needs analysis on outlier patents

K Song, K Kim, S Lee - Technological Forecasting and Social Change, 2018 - Elsevier
This study suggests a patent-based methodology for identifying emerging technologies by
combining a retrospective technological feature analysis and a prospective market-needs …

[HTML][HTML] Assessing future technological impacts of patents based on the classification algorithms in machine learning: The case of electric vehicle domain

F Han, S Zhang, J Yuan, L Wang - Plos one, 2022 - journals.plos.org
Introduction Identifying the technologies that will drive technological changes over the
coming years is important for the optimal allocation of firms' R&D resources and the …

Patents as indicators for knowledge generation and diffusion in mechanical engineering and green biotechnology: A first assessment

P Neuhäusler, R Frietsch - 2013 - econstor.eu
This study includes two expert reports, which are based on each other. At the core of the first
expertise is the analysis of the patent application structures within the technological field of …

A literature review on the state-of-the-art in patent analysis

A Abbas, L Zhang, SU Khan - World Patent Information, 2014 - Elsevier
The rapid growth of patent documents has called for the development of sophisticated patent
analysis tools. Currently, there are various tools that are being utilized by organizations for …

Mapping the technological landscape of emerging industry value chain through a patent lens: An integrated framework with deep learning

G Xu, F Dong, J Feng - IEEE transactions on engineering …, 2020 - ieeexplore.ieee.org
Recent research applies patent autoclassification using machine learning to map the
technological landscape of an industry value chain. However, when these methods are …

[HTML][HTML] Introducing DynaPTI–constructing a dynamic patent technology indicator using text mining and machine learning

M Freunek, M Niggli - Frontiers in Artificial Intelligence, 2023 - frontiersin.org
Patent data is an established source of information for both scientific research and corporate
intelligence. Yet, most patent-based technology indicators fail to consider firm-level …

Technology mapping using patent literature for supply chain management

AK Mittal, B Mirdha - International Journal of Logistics …, 2007 - inderscienceonline.com
Patent documents are a major source of technical and commercial information on technical
progress, market trend and proprietary ownership. In the last few years, it has become …