| Publikationstyp: | Konferenz: Paper |
| Art der Begutachtung: | Keine Angabe |
| Titel: | Classifying patent applications with ensemble methods |
| Autor/-in: | Benites de Azevedo e Souza, Fernando Malmasi, Shervin Zampieri, Marcos |
| Tagungsband: | Australasian language technology association workshop 2018 : proceedings of the workshop |
| Band(Heft): | 16 |
| Seite(n): | 89 |
| Seiten bis: | 92 |
| Angaben zur Konferenz: | 16th Annual Workshop of The Australasian Language Technology Association (ALTA 2018), Dunedin, New Zealand, 10-12 December 2018 |
| Erscheinungsdatum: | 2018 |
| Verlag / Hrsg. Institution: | Australasian Language Technology Association |
| ISSN: | 1834-7037 |
| Sprache: | Englisch |
| Fachgebiet (DDC): | 005: Computerprogrammierung, Programme und Daten 020: Bibliotheks- und Informationswissenschaft |
| Zusammenfassung: | We present methods for the automatic classification of patent applications using an annotated dataset provided by the organizers of the ALTA 2018 shared task - Classifying Patent Applications. The goal of the task is to use computational methods to categorize patent applications according to a coarse-grained taxonomy of eight classes based on the International Patent Classification (IPC). We tested a variety of approaches for this task and the best results, 0.778 micro-averaged F1-Score, were achieved by SVM ensembles using a combination of words and characters as features. Our team, BMZ, was ranked first among 14 teams in the competition. |
| URI: | https://arxiv.org/pdf/1811.04695.pdf https://digitalcollection.zhaw.ch/handle/11475/14671 |
| Volltext Version: | Publizierte Version |
| Lizenz (gemäss Verlagsvertrag): | Lizenz gemäss Verlagsvertrag |
| Departement: | School of Engineering |
| Organisationseinheit: | Institut für Informatik (InIT) |
| Enthalten in den Sammlungen: | Publikationen School of Engineering |
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Benites de Azevedo e Souza, F., Malmasi, S., & Zampieri, M. (2018). Classifying patent applications with ensemble methods [Conference paper]. Australasian Language Technology Association Workshop 2018 : Proceedings of the Workshop, 16, 89–92. https://arxiv.org/pdf/1811.04695.pdf
Benites de Azevedo e Souza, F., Malmasi, S. and Zampieri, M. (2018) ‘Classifying patent applications with ensemble methods’, in Australasian language technology association workshop 2018 : proceedings of the workshop. Australasian Language Technology Association, pp. 89–92. Available at: https://arxiv.org/pdf/1811.04695.pdf.
F. Benites de Azevedo e Souza, S. Malmasi, and M. Zampieri, “Classifying patent applications with ensemble methods,” in Australasian language technology association workshop 2018 : proceedings of the workshop, 2018, vol. 16, pp. 89–92. [Online]. Available: https://arxiv.org/pdf/1811.04695.pdf
BENITES DE AZEVEDO E SOUZA, Fernando, Shervin MALMASI und Marcos ZAMPIERI, 2018. Classifying patent applications with ensemble methods. In: Australasian language technology association workshop 2018 : proceedings of the workshop [online]. Conference paper. Australasian Language Technology Association. 2018. S. 89–92. Verfügbar unter: https://arxiv.org/pdf/1811.04695.pdf
Benites de Azevedo e Souza, Fernando, Shervin Malmasi, and Marcos Zampieri. 2018. “Classifying Patent Applications with Ensemble Methods.” Conference paper. In Australasian Language Technology Association Workshop 2018 : Proceedings of the Workshop, 16:89–92. Australasian Language Technology Association. https://arxiv.org/pdf/1811.04695.pdf.
Benites de Azevedo e Souza, Fernando, et al. “Classifying Patent Applications with Ensemble Methods.” Australasian Language Technology Association Workshop 2018 : Proceedings of the Workshop, vol. 16, Australasian Language Technology Association, 2018, pp. 89–92, https://arxiv.org/pdf/1811.04695.pdf.
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