Citation map · Study

SZodixStudyAcademic Library

Shelves Open access

Study · an open academic library·Metadata from OpenAlex (CC0)·Shelves·OpenAlex metadata, de-duplicated

Forecasting and analyzing technology development trends with self-attention and frequency enhanced LSTM

16 references·3 citing·54 second hopsampled

FromToDepth

this work references cited by second hop· second hop is a sample of the most-cited connections

References

2015Predicting the pattern of technology convergence using big-data technology on large-scale triadic patents223 cited
2016A novel approach to forecast promising technology through patent analysis205 cited
2019Expert biases in technology foresight. Why they are a problem and how to mitigate them162 cited
2022StockNet—GRU based stock index prediction133 cited
2020Machine-learning-based deep semantic analysis approach for forecasting new technology convergence128 cited
2018Exploring technology opportunities by visualizing patent information based on generative topographic mapping and link prediction122 cited
2022Characteristics and key trends of global electric vehicle technology development: A multi-method patent analysis99 cited
2018Anticipating technological convergence: Link prediction using Wikipedia hyperlinks93 cited
2011Development of a GTM-based patent map for identifying patent vacuums92 cited
2023Understanding innovation of new energy industry: Observing development trend and evolution of hydrogen fuel cell based on patent mining86 cited
2014Technology-driven roadmaps for identifying new product/market opportunities: Use of text mining and quality function deployment85 cited
2021Unraveling the capabilities that enable digital transformation: A data-driven methodology and the case of artificial intelligence84 cited
2018Identifying convergence fields and technologies for industrial safety: LDA-based network analysis

Only edges whose both ends are imported exist here. Widen the year window, or show the whole map. Back to the work

79 cited

2023Technology opportunity analysis using hierarchical semantic networks and dual link prediction78 cited

2011Identifying core technologies based on technological cross-impacts: An association rule mining (ARM) and analytic network process (ANP) approach72 cited

2022Two-stage technology opportunity discovery for firm-level decision making: GCN-based link-prediction approach67 cited

Cited by

2025A framework for technology opportunity discovery using GAT-based link prediction and network analysis14 cited
2025Translate patent vacancies into human-readable texts: Identifying technology opportunities with text embedding inversion6 cited
2025Identifying technology opportunities via technology landscape from the perspective of convergence degree: A case study of computer vision and wind power5 cited