Classificação e visualização de dados de patentes
Resumo
Este artigo descreve uma metodologia para auxiliar o processo de classificação de dados de patentes. Além da aplicação dos algoritmos de classificação e vetorização dos documentos, estão sendo investigadas técnicas de visualização para auxiliar em todas as etapas do processo de classificação.
Palavras-chave:
Aprendizagem de máquina, Ciência de dados
Referências
Dietterich, T. G. (1998) Approximate statistical tests for comparing supervised classification learning algorithms. Neural Computation, 10(7):1895–1923, 1998.
Fall, C. J.; Tórcsvári, A.; Benzineb, K.; Karetka, G. (2003) “Automated categorization in the international patent classification”, ACM SIGIRForum(37:1), pp. 10–25. URL http://portal.acm.org/citation.cfm?doid=945546.945547
Farias, H. C.; Bonfante, A. G.; Martins, C. A. (2020) Seleção de documentos baseado em centroides para classificação de patentes usando Word2Vec e KNN. Anais do XLVII Seminário Integrado de Software e Hardware (SEMISH), CSBC, 2021. DOI: https://doi.org/10.5753/semish.2021.
Farias, H. C.; Martins, C. A.; Francisco, R. S. (2021) Algoritmos de Classificação e Representação Word Embedding em Dados de Patentes. Proceedings 5th Conference on Information Systems in Latin America (ISLA 2021).
Grawe, M. F.; Martins, C. A.; Bonfante, A. G. (20217) Automated Patent Classification Using Word Embedding. 16th IEEE International Conference on Machine Learning and Applications (ICMLA), 2017, Cancun. DOI: 10.1109/ICMLA.2017.0127.
Jafery, W. A. Z. W. C., Omar, M. S. S., Ahmad, N. A., Ithnin, H. (2019) “Classification of Patents according to Industry 4.0 Pillars using Machine Learning Algorithms”, in 2019 6th International Conference on Research and Innovation in Information Systems (ICRIIS), IEEE.
Lyu, L.; Han, T. (2019) “A comparative study of Chinese patent literature automatic classification based on deep learning”, in Proceedings of the ACM/IEEE Joint Conference on Digital Libraries, vol. 2019-June, Institute of Electrical and Electronics Engineers Inc., vol. 2019-June.
Manning, C. D; Schutze, H. (1999) Foundations of statistical natural language processing. MIT Press, Cambridge, USA, 1999.
WIPO (2019). Guide to the International Patent Classification. Technical report. https://www.wipo.int/portal/en/index.html.
Whitehead, M.; Johnson, D. K. N. (2017) A Tool for Visualizing and Exploring Relationships among CancerRelated Patents. Proceedings of the Thirtieth International Florida Artificial Intelligence Research Society Conference 2017, Association for the Advancement of Artificial Intelligence (www.aaai.org), pages 235238, 2017.
Zhang, Q.; Segall, R. S.; Cao, M. (2011) Visual Analytics and Interactive Technologies: Data, Text and Web Mining Applications, IGI Global, Hershey, PA, 2011.
Fall, C. J.; Tórcsvári, A.; Benzineb, K.; Karetka, G. (2003) “Automated categorization in the international patent classification”, ACM SIGIRForum(37:1), pp. 10–25. URL http://portal.acm.org/citation.cfm?doid=945546.945547
Farias, H. C.; Bonfante, A. G.; Martins, C. A. (2020) Seleção de documentos baseado em centroides para classificação de patentes usando Word2Vec e KNN. Anais do XLVII Seminário Integrado de Software e Hardware (SEMISH), CSBC, 2021. DOI: https://doi.org/10.5753/semish.2021.
Farias, H. C.; Martins, C. A.; Francisco, R. S. (2021) Algoritmos de Classificação e Representação Word Embedding em Dados de Patentes. Proceedings 5th Conference on Information Systems in Latin America (ISLA 2021).
Grawe, M. F.; Martins, C. A.; Bonfante, A. G. (20217) Automated Patent Classification Using Word Embedding. 16th IEEE International Conference on Machine Learning and Applications (ICMLA), 2017, Cancun. DOI: 10.1109/ICMLA.2017.0127.
Jafery, W. A. Z. W. C., Omar, M. S. S., Ahmad, N. A., Ithnin, H. (2019) “Classification of Patents according to Industry 4.0 Pillars using Machine Learning Algorithms”, in 2019 6th International Conference on Research and Innovation in Information Systems (ICRIIS), IEEE.
Lyu, L.; Han, T. (2019) “A comparative study of Chinese patent literature automatic classification based on deep learning”, in Proceedings of the ACM/IEEE Joint Conference on Digital Libraries, vol. 2019-June, Institute of Electrical and Electronics Engineers Inc., vol. 2019-June.
Manning, C. D; Schutze, H. (1999) Foundations of statistical natural language processing. MIT Press, Cambridge, USA, 1999.
WIPO (2019). Guide to the International Patent Classification. Technical report. https://www.wipo.int/portal/en/index.html.
Whitehead, M.; Johnson, D. K. N. (2017) A Tool for Visualizing and Exploring Relationships among CancerRelated Patents. Proceedings of the Thirtieth International Florida Artificial Intelligence Research Society Conference 2017, Association for the Advancement of Artificial Intelligence (www.aaai.org), pages 235238, 2017.
Zhang, Q.; Segall, R. S.; Cao, M. (2011) Visual Analytics and Interactive Technologies: Data, Text and Web Mining Applications, IGI Global, Hershey, PA, 2011.
Publicado
10/11/2021
Como Citar
MARTINS, Claudia A.; FRANCISCO, Rafaela S.; FARIAS, Henrique C..
Classificação e visualização de dados de patentes. In: ESCOLA REGIONAL DE INFORMÁTICA DE MATO GROSSO (ERI-MT), 21. , 2021, Evento Online.
Anais [...].
Porto Alegre: Sociedade Brasileira de Computação,
2021
.
p. 116-119.
ISSN 2447-5386.
DOI: https://doi.org/10.5753/eri-mt.2021.18235.
