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  • 2017

    Background Check: A General Technique to Build More Reliable and Versatile Classifiers

    Perello-Nieto, M., Filho, T. M. S., Kull, M. & Flach, P., Mar 2017, 2016 IEEE 16th International Conference on Data Mining (ICDM 2016): Proceedings of a meeting held 12-15 December 2016, Barcelona, Spain. Institute of Electrical and Electronics Engineers (IEEE), p. 1143-1148 6 p. 7837963. (Proceedings of the IEEE International Conference on Data Mining (ICDM)).

    Research output: Chapter in Book/Report/Conference proceedingConference Contribution (Conference Proceeding)

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    4 Citations (Scopus)
    475 Downloads (Pure)
  • Beta calibration: a well-founded and easily implemented improvement on logistic calibration for binary classifiers

    Kull, M., De Menezes E Silva Filho, T. & Flach, P., 1 Apr 2017, Proceedings of the 20th International Conference on Artificial Intelligence and Statistics (AISTATS 2017). Journal of Machine Learning Research, 9 p. (JMLR Workshop and Conference Proceedings; vol. 54).

    Research output: Chapter in Book/Report/Conference proceedingConference Contribution (Conference Proceeding)

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    305 Downloads (Pure)
  • 2016

    Declaratively Capturing Local Label Correlations with Multi-Label Trees

    Al-Otaibi, R. M., Kull, M. & Flach, P. A., Aug 2016, Proceedings of the 22nd European Conference on Artificial Intelligence (ECAI-2016), Including Prestigious Applications of Intelligent Systems (PAIS-2016). Kaminka, G. A., Fox, M., Bouquet, P., Hüllermeier, E., Dignum, V., Dignum, F. & van Harmelen, F. (eds.). IOS Press, p. 1467-1475 9 p. (Frontiers in Artificial Intelligence and Applications; vol. 285).

    Research output: Chapter in Book/Report/Conference proceedingConference Contribution (Conference Proceeding)

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    4 Citations (Scopus)
    211 Downloads (Pure)
  • Fast unsupervised online drift detection using incremental Kolmogorov-Smirnov test

    Dos Reis, D., Flach, P., Matwin, S. & Batista, G., 13 Aug 2016, Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery (ACM), p. 1545-1554 10 p.

    Research output: Chapter in Book/Report/Conference proceedingConference Contribution (Conference Proceeding)

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    42 Citations (Scopus)
    441 Downloads (Pure)
  • Reframing in Frequent Pattern Mining

    Ahmed, C. F., Samiullah, M., Lachiche, N., Kull, M. & Flach, P. A., Apr 2016, 2015 IEEE 27th International Conference on Tools with Artificial Intelligence (ICTAI 2015): Proceedings of a meeting held 9-11 November 2015 at Vietri sul Mare, Italy. Institute of Electrical and Electronics Engineers (IEEE), p. 799-806 8 p. (Proceedings of the IEEE International Conference on Tools with Artificial Intelligence (ICTAI)).

    Research output: Chapter in Book/Report/Conference proceedingConference Contribution (Conference Proceeding)

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    4 Citations (Scopus)
    290 Downloads (Pure)
  • Subgroup Discovery with Proper Scoring Rules

    Song, H., Kull, M., Flach, P. & Kalogridis, G., 2016, Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2016, Riva del Garda, Italy, September 19-23, 2016, Proceedings, Part II. Springer, p. 492-510 19 p. (Lecture Notes in Computer Science; vol. 9852).

    Research output: Chapter in Book/Report/Conference proceedingConference Contribution (Conference Proceeding)

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    2 Citations (Scopus)
    335 Downloads (Pure)
  • 2015

    Model Reuse with Subgroup Discovery

    Song, H. & Flach, P., 7 Dec 2015, Proceedings of the ECML/PKDD 2015 Discovery Challenges: co-located with European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD 2015). CEUR-WS, 14 p. (CEUR Workshop Proceedings; vol. 1526).

    Research output: Chapter in Book/Report/Conference proceedingConference Contribution (Conference Proceeding)

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    79 Downloads (Pure)
  • Multi-label classification by label clustering based on covariance

    Al-Otaibi, R., Kull, M. & Flach, P., 8 Oct 2015, Proceedings of the ECMLPKDD 2015 Doctoral Consortium. Aalto University, p. 43-52 10 p. (Aalto University Publication Series).

    Research output: Chapter in Book/Report/Conference proceedingConference Contribution (Conference Proceeding)

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    112 Downloads (Pure)
  • Novel Decompositions of Proper Scoring Rules for Classification: Score Adjustment as Precursor to Calibration

    Kull, M. & Flach, P. A., 2015, Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2015, Porto, Portugal, September 7-11, 2015, Proceedings, Part I. Appice, A., Pereira Rodrigues, P., Santos Costa, V., Soares, C., Gama, J. & Jorge, A. (eds.). Springer International Publishing AG, Vol. 1. p. 68-85 18 p. (Lecture Notes in Computer Science; vol. 9284).

    Research output: Chapter in Book/Report/Conference proceedingConference Contribution (Conference Proceeding)

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    12 Citations (Scopus)
    426 Downloads (Pure)
  • Precision-Recall-Gain Curves: PR Analysis Done Right

    Flach, P. & Kull, M., 7 Dec 2015, Advances in Neural Information Processing Systems 28. Cortes, C., Lawrence, N. D., Lee, D. D., Sugiyama, M. & Garnett, R. (eds.). Massachusetts Institute of Technology (MIT) Press, Vol. 1. p. 838-846 9 p.

    Research output: Chapter in Book/Report/Conference proceedingConference Contribution (Conference Proceeding)

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    1509 Downloads (Pure)
  • Versatile Decision Trees for Learning Over Multiple Contexts

    Al-Otaibi, R., B.C. Prudencio, R., Kull, M. & Flach, P., 29 Aug 2015, Machine Learning and Knowledge Discovery in Databases. Springer Verlag, Vol. 9284 . p. 184-199 16 p. (Lecture Notes in Computer Science).

    Research output: Chapter in Book/Report/Conference proceedingConference Contribution (Conference Proceeding)

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    6 Citations (Scopus)
    273 Downloads (Pure)
  • 2014

    LaCova: A Tree-Based Multi-Label Classifier using Label Covariance as Splitting Criterion

    Al-Otaibi, R. M., Kull, M. & Flach, P. A., 2014, International Conference on Machine Learning and Applications (ICMLA). Detroit, MI: IEEE Computer Society, Vol. 1. p. 74 79 p.

    Research output: Chapter in Book/Report/Conference proceedingConference Contribution (Conference Proceeding)

    4 Citations (Scopus)
  • Rate-constrained ranking and the rate-weighted AUC

    Millard, L. A. C., Flach, P. A. & Higgins, J. P. T., 1 Jan 2014, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Calders, T., Esposito, F., Hullermeier, E. & Meo, R. (eds.). PART 2 ed. Springer Verlag, Vol. 8725 LNAI. p. 386-403 18 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 8725 LNAI, no. PART 2).

    Research output: Chapter in Book/Report/Conference proceedingConference Contribution (Conference Proceeding)

    4 Citations (Scopus)
  • Rate-oriented point-wise confidence bounds for ROC curves

    Millard, L. A. C., Kull, M. & Flach, P. A., 1 Jan 2014, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Calders, T., Esposito, F., Hullermeier, E. & Meo, R. (eds.). PART 2 ed. Springer Berlin Heidelberg, Vol. 8725 LNAI. p. 404-421 18 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 8725 LNAI, no. PART 2).

    Research output: Chapter in Book/Report/Conference proceedingConference Contribution (Conference Proceeding)

    3 Citations (Scopus)
  • Reliability Maps: A Tool to Enhance Probability Estimates and Improve Classification Accuracy (Best paper award)

    Kull, M. & Flach, P. A., 1 Sep 2014, Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2014, Nancy, France, September 15-19, 2014. Proceedings, Part II. Calders, T., Esposito, F., Hullermeier, E. & Meo, R. (eds.). Springer Berlin Heidelberg, p. 18-33 16 p. (Lecture Notes in Artificial Intelligence; vol. 8725).

    Research output: Chapter in Book/Report/Conference proceedingConference Contribution (Conference Proceeding)

    Open Access
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    9 Citations (Scopus)
    337 Downloads (Pure)