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Application of Punitive Damages in Intellectual Property Law in Complex Network Environment

Many IP (intellectual property) will also be infringed, and it will become more and more serious, causing huge economic losses to people or groups who own IP. If punitive damages can be made for intentional but intentional infringement of IP, it will help to stop intentional infringement of IP, and...

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Detalles Bibliográficos
Autor principal: Mu, Xiangming
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9481348/
https://www.ncbi.nlm.nih.gov/pubmed/36120155
http://dx.doi.org/10.1155/2022/4806045
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author Mu, Xiangming
author_facet Mu, Xiangming
author_sort Mu, Xiangming
collection PubMed
description Many IP (intellectual property) will also be infringed, and it will become more and more serious, causing huge economic losses to people or groups who own IP. If punitive damages can be made for intentional but intentional infringement of IP, it will help to stop intentional infringement of IP, and it can also give due compensation to the obligee's loss. Based on this, this paper analyzes the introduction and implementation of punitive damages in IP law. In this paper, a relatively efficient text classification method is realized by using the method of deep learning and model design. Similar texts in the training set are grouped into a group, and each group is considered as a common text vector. Then, a threshold is set to deal with clusters higher than the threshold, and the training set is reformed. Through the experimental results, the feature extraction effect of this model is improved, the classification accuracy is constantly improved, and the final convergence rate of this model reaches 95%. It has been verified that the system can realize the automatic classification of basic Chinese patent texts.
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spelling pubmed-94813482022-09-17 Application of Punitive Damages in Intellectual Property Law in Complex Network Environment Mu, Xiangming J Environ Public Health Research Article Many IP (intellectual property) will also be infringed, and it will become more and more serious, causing huge economic losses to people or groups who own IP. If punitive damages can be made for intentional but intentional infringement of IP, it will help to stop intentional infringement of IP, and it can also give due compensation to the obligee's loss. Based on this, this paper analyzes the introduction and implementation of punitive damages in IP law. In this paper, a relatively efficient text classification method is realized by using the method of deep learning and model design. Similar texts in the training set are grouped into a group, and each group is considered as a common text vector. Then, a threshold is set to deal with clusters higher than the threshold, and the training set is reformed. Through the experimental results, the feature extraction effect of this model is improved, the classification accuracy is constantly improved, and the final convergence rate of this model reaches 95%. It has been verified that the system can realize the automatic classification of basic Chinese patent texts. Hindawi 2022-09-09 /pmc/articles/PMC9481348/ /pubmed/36120155 http://dx.doi.org/10.1155/2022/4806045 Text en Copyright © 2022 Xiangming Mu. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Mu, Xiangming
Application of Punitive Damages in Intellectual Property Law in Complex Network Environment
title Application of Punitive Damages in Intellectual Property Law in Complex Network Environment
title_full Application of Punitive Damages in Intellectual Property Law in Complex Network Environment
title_fullStr Application of Punitive Damages in Intellectual Property Law in Complex Network Environment
title_full_unstemmed Application of Punitive Damages in Intellectual Property Law in Complex Network Environment
title_short Application of Punitive Damages in Intellectual Property Law in Complex Network Environment
title_sort application of punitive damages in intellectual property law in complex network environment
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9481348/
https://www.ncbi.nlm.nih.gov/pubmed/36120155
http://dx.doi.org/10.1155/2022/4806045
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