A Use Case of Patent Classification Using Deep Learning with Transfer Learning
Patent classification is one of the areas in Intellectual Property Analytics (IPA), and a growing use case since the number of patent applications has been increasing worldwide. We propose using machine learning algorithms to classify Portuguese patents and evaluate the performance of transfer learn...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
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Sciendo
2022-08-01
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| Series: | Journal of Data and Information Science |
| Subjects: | |
| Online Access: | https://doi.org/10.2478/jdis-2022-0015 |
| _version_ | 1811280289886896128 |
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| author | Henriques Roberto Ferreira Adria Castelli Mauro |
| author_facet | Henriques Roberto Ferreira Adria Castelli Mauro |
| author_sort | Henriques Roberto |
| collection | DOAJ |
| description | Patent classification is one of the areas in Intellectual Property Analytics (IPA), and a growing use case since the number of patent applications has been increasing worldwide. We propose using machine learning algorithms to classify Portuguese patents and evaluate the performance of transfer learning methodologies to solve this task. |
| first_indexed | 2024-04-13T01:12:06Z |
| format | Article |
| id | doaj.art-5e3cc2d4cb94458f9df5e1897cd6f685 |
| institution | Directory Open Access Journal |
| issn | 2543-683X |
| language | English |
| last_indexed | 2024-04-13T01:12:06Z |
| publishDate | 2022-08-01 |
| publisher | Sciendo |
| record_format | Article |
| series | Journal of Data and Information Science |
| spelling | doaj.art-5e3cc2d4cb94458f9df5e1897cd6f6852022-12-22T03:09:07ZengSciendoJournal of Data and Information Science2543-683X2022-08-0173497010.2478/jdis-2022-0015A Use Case of Patent Classification Using Deep Learning with Transfer LearningHenriques Roberto0Ferreira Adria1Castelli Mauro2Campus de Campolide, Lisboa1070-312, PortugalCampus de Campolide, Lisboa1070-312, PortugalCampus de Campolide, Lisboa1070-312, PortugalPatent classification is one of the areas in Intellectual Property Analytics (IPA), and a growing use case since the number of patent applications has been increasing worldwide. We propose using machine learning algorithms to classify Portuguese patents and evaluate the performance of transfer learning methodologies to solve this task.https://doi.org/10.2478/jdis-2022-0015natural language processing (nlp)patent classificationtransfer learningbi-directional encoder representations for transformers (bert) |
| spellingShingle | Henriques Roberto Ferreira Adria Castelli Mauro A Use Case of Patent Classification Using Deep Learning with Transfer Learning Journal of Data and Information Science natural language processing (nlp) patent classification transfer learning bi-directional encoder representations for transformers (bert) |
| title | A Use Case of Patent Classification Using Deep Learning with Transfer Learning |
| title_full | A Use Case of Patent Classification Using Deep Learning with Transfer Learning |
| title_fullStr | A Use Case of Patent Classification Using Deep Learning with Transfer Learning |
| title_full_unstemmed | A Use Case of Patent Classification Using Deep Learning with Transfer Learning |
| title_short | A Use Case of Patent Classification Using Deep Learning with Transfer Learning |
| title_sort | use case of patent classification using deep learning with transfer learning |
| topic | natural language processing (nlp) patent classification transfer learning bi-directional encoder representations for transformers (bert) |
| url | https://doi.org/10.2478/jdis-2022-0015 |
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