Author Verification: Basic Stacked Generalization Applied To Predictions from a Set of Heterogeneous Learners - Notebook for PAN at CLEF 2015

Conference object English OPEN
Moreau , Erwan; Jayapal , Arun; Lynch , Gerard; Vogel , Carl;
(2015)
  • Publisher: CEUR
  • Subject: genetic algorithm | stacked generalization | author verification | [ INFO.INFO-TT ] Computer Science [cs]/Document and Text Processing | ensemble methods

International audience; In this paper we present the system we submitted to the PAN 2015 competition for the author verification task. We consider the task as a supervised classification problem, where each case in a dataset is an instance. Our approach combines the out... View more
  • References (13)
    13 references, page 1 of 2

    1. Blei, D.M., Ng, A.Y., Jordan, M.I.: Latent dirichlet allocation. In: Journal of Machine Learning Research. vol. 3, pp. 993-1022 (March 2003)

    2. Cappellato, L., Ferro, N., Halvey, M., Kraaij, W. (eds.): Working Notes for CLEF 2014 Conference, Sheffield, UK, September 15-18, 2014, CEUR Workshop Proceedings, vol. 1180. CEUR-WS.org (2014), http://ceur-ws.org/Vol-1180

    3. Khonji, M., Iraqi, Y.: A slightly-modified gi-based author-verifier with lots of features (ASGALF). In: Cappellato et al. [2], pp. 977-983, http://ceur-ws.org/Vol-1180

    4. Koppel, M., Seidman, S.: Automatically identifying pseudepigraphic texts. In: Proceedings of the 2013 Conference on Empirical Methods in Natural Language Processing, EMNLP 2013, 18-21 October 2013, Grand Hyatt Seattle, Seattle, Washington, USA, A meeting of SIGDAT, a Special Interest Group of the ACL. pp. 1449-1454. ACL (2013)

    5. Koppel, M., Winter, Y.: Determining if two documents are written by the same author. Journal of the Association for Information Science and Technology 65(1), 178-187 (2014)

    6. Mayor, C., Gutierrez, J., Toledo, A., Martinez, R., Ledesma, P., Fuentes, G., Meza, I.: A single author style representation for the author verification task. In: CLEF 2014 Evaluation Labs and Workshop-Online Working Notes (2014)

    7. Moreau, E., Jayapal, A., Vogel, C.: Author Verification: Exploring a Large set of Parameters using a Genetic Algorithm - Notebook for PAN at CLEF 2014. In: Linda Cappellato, Nicola Ferro, M.H., Kraaij, W. (eds.) Working Notes for CLEF 2014 Conference. vol. 1180, p. 12. CEUR Workshop Proceedings, Sheffiled, United Kingdom (Sep 2014)

    8. Peñas, A., Rodrigo, A.: A simple measure to assess non-response. In: Proceedings of the 49th Annual Meeting of the ACL: Human Language Technologies. pp. 1415-1424. Association for Computational Linguistics, Portland, Oregon, USA (June 2011), http://www.aclweb.org/anthology/P11-1142

    9. Phan, X.H., Nguyen, C.T.: . gibbslda++: A c/c++ implementation of latent dirichlet allocation (lda). http://gibbslda.sourceforge.net/ (2007)

    10. Seidman, S.: Authorship verification using the impostors method. In: CLEF 2013 Evaluation Labs and Workshop-Online Working Notes (2013)

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