[HTML][HTML] The state-of-the-art on Intellectual Property Analytics (IPA): A literature review on artificial intelligence, machine learning and deep learning methods for …

L Aristodemou, F Tietze - World Patent Information, 2018 - Elsevier
Big data is increasingly available in all areas of manufacturing and operations, which
presents an opportunity for better decision making and discovery of the next generation of …

Monolingual and multilingual topic analysis using LDA and BERT embeddings

Q Xie, X Zhang, Y Ding, M Song - Journal of Informetrics, 2020 - Elsevier
Analyzing research topics offers potential insights into the direction of scientific
development. In particular, analyzing multilingual research topics can help researchers …

An integrated approach for detecting and quantifying the topic evolutions of patent technology: A case study on graphene field

H Wu, H Yi, C Li - Scientometrics, 2021 - Springer
Comprehensive, in-depth and accurate analyses of patent technology topic evolutions
become increasingly significant since the analytical results can offer related personnel the …

Research on classification and similarity of patent citation based on deep learning

Y Lu, X Xiong, W Zhang, J Liu, R Zhao - Scientometrics, 2020 - Springer
This paper proposes a patent citation classification model based on deep learning, and
collects the patent datasets in text analysis and communication area from Google patent …

Bert-based latent semantic analysis (Bert-LSA): a case study on geospatial data technology and application trend analysis

Q Cheng, Y Zhu, J Song, H Zeng, S Wang, K Sun… - Applied Sciences, 2021 - mdpi.com
Geospatial data is an indispensable data resource for research and applications in many
fields. The technologies and applications related to geospatial data are constantly …

Organization-oriented technology opportunities analysis based on predicting patent networks: a case of Alzheimer's disease

J Ma, Y Pan, CY Su - Scientometrics, 2022 - Springer
This study aims to investigate how to test and assess the dichotomy of roles from an
organization-oriented perspective for technology opportunity analysis, in context of the …

Novel data structure and visualization tool for studying technology evolution based on patent information: The DTFootprint and the TechSpectrogram

E Perez-Molina, F Loizides - World Patent Information, 2021 - Elsevier
We introduce a new, bespoke data structure to analyze and visualize the evolution of a
technology. The technology under analysis is defined by a set of patents corresponding to a …

Identifying valuable patents: A deep learning approach

L Aristodemou - 2021 - repository.cam.ac.uk
Big data is increasingly available in all areas of manufacturing, which presents value for
enabling a competitive data-driven economy. Increased data availability presents an …

Novel mixed-encoding for forecasting patent grant duration

R Dutt, P Rathi, V Krishna - World Patent Information, 2021 - Elsevier
In an age when data is regarded as the most essential commodity, organizations are racing
to use it for better decision making. The quality of the patent portfolio is an important …

[PDF][PDF] 学科主题探测与演化分析: 多视角述评与展望

岑咏华, 王曰芬 - 情报学报, 2023 - qbxb.istic.ac.cn
摘要如何借助于有效的方法和途径在大量文献数据基础上对学科主题进行深入和精准的探测和
跟踪, 是以情报学科学计量领域为核心, 不同学科共同致力突破的热点和前沿研究问题 …