Publications (8) IÑAKI ALBISUA GOÑI publications

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2013

  1. The quest for the optimal class distribution: An approach for enhancing the effectiveness of learning via resampling methods for imbalanced data sets

    Progress in Artificial Intelligence, Vol. 2, Núm. 1, pp. 45-63

2012

  1. Datuen birlaginketa adimentsua ikasketa automatikoan

    Ekaia: Euskal Herriko Unibertsitateko zientzi eta teknologi aldizkaria, Núm. 25, pp. 217-234

2011

  1. C4.5 Consolidation Process: An Alternative to IntelligentOversampling Methods in Class Imbalance Problems

    Advances in Artificial Intelligence: 14th Conference of the Spanish Association for Artificial Intelligence, CAEPIA 2011, La Laguna, Spain, November 7-11, 2011. Proceedings

  2. C4.5 consolidation process: An alternative to intelligent oversampling methods in class imbalance problems

    Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

2010

  1. Consolidated trees versus bagging when explanation is required

    Computing (Vienna/New York), Vol. 89, Núm. 3-4, pp. 113-145

  2. Obtaining optimal class distribution for decision trees: Comparative analysis of CTC and C4.5

    Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

  3. SEP/COP: An efficient method to find the best partition in hierarchical clustering based on a new cluster validity index

    Pattern Recognition, Vol. 43, Núm. 10, pp. 3364-3373

2009

  1. Histogram Based Payload Processing for Unsupervised Anomaly Detection Systems in Network Intrusion

    New Trends in Artificial Intelligence: 14th Portuguese Conference on Artificial Intelligence, EPIA 2009 Aveiro, October 12-15, 2009: Proceedings