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2017 | OriginalPaper | Chapter

Research on Method of Technological Evolution Analysis Based on HLDA

Authors : Liang Chen, Xiaoping Lei, Guancan Yang, Jing Zhang

Published in: Advanced Multimedia and Ubiquitous Engineering

Publisher: Springer Singapore

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Abstract

This paper analyzes technological evolution from viewpoint of change in technology system. As knowledge base, which used to describe technology system conventionally, suffers from heavy dependency on domain experts, this paper replaces knowledge base with hierarchical topic model to analyze the evolution process of technology system. Specifically, we find frequent closed itemsets from terminologies in patent documents at first, then discover association rules and use them to measure the importance of terminologies and semantic relationship between terminologies, afterwards we clean terminologies in corpus and run HLDA model to describe technology system, finally, we analyze technological evolution via changes of technology system. An empirical research on Hard disk drive demonstrates the feasibility of this method.

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Metadata
Title
Research on Method of Technological Evolution Analysis Based on HLDA
Authors
Liang Chen
Xiaoping Lei
Guancan Yang
Jing Zhang
Copyright Year
2017
Publisher
Springer Singapore
Book
Advanced Multimedia and Ubiquitous Engineering

Print ISBN: 978-981-10-5040-4

Electronic ISBN: 978-981-10-5041-1

Copyright Year: 2017

DOI
https://doi.org/10.1007/978-981-10-5041-1_54

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