Research on Evaluation Method of Enterprise Technology Diversity Based on NLP

This paper proposes a new method for evaluating the technological diversity of enterprises through NLP. In analyzing the new method, three commonly used vectorization methods (BOW, TF-IDF, Word2Vec) and seven similarity indicators are analyzed and compared, and then the new method is validated based on one set of solutions, which includes direct and indirect tests.

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Publication Details

Published
2024-12-20
DOI
https://doi.org/10.1109/dsit61374.2024.10881437
Primary Topic
E-commerce and Technology Innovations
Type
article
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article

Research on Evaluation Method of Enterprise Technology Diversity Based on NLP

Yitong Liu
E-commerce and Technology Innovations
article

Research on Evaluation Method of Enterprise Technology Diversity Based on NLP

Yitong Liu
article en

Abstract

This paper proposes a new method for evaluating the technological diversity of enterprises through NLP. In analyzing the new method, three commonly used vectorization methods (BOW, TF-IDF, Word2Vec) and seven similarity indicators are analyzed and compared, and then the new method is validated based on one set of solutions, which includes direct and indirect tests.

Sichuan University (CN)
Industry, innovation and infrastructure
Openalex Percentile: Top 49%
E-commerce and Technology Innovations
DOISourceOpenAlex
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Research on Evaluation Method of Enterprise Technology Diversity Based on NLP — Yitong Liu · (2024) | TGRS Research Map | TGRS