Jekyll2023-02-08T10:43:09+00:00https://proceedings.mlr.press/v74/feed.xmlProceedings of Machine Learning ResearchProceedings of the First International Workshop on Learning with Imbalanced Domains: Theory and Applications
Held in ECML-PKDD, Skopje, Macedonia on 22 September 2017
Published as Volume 74 by the Proceedings of Machine Learning Research on 11 October 2017.
Volume Edited by:
Luís Torgo
Bartosz Krawczyk
Paula Branco
Nuno Moniz
Series Editors:
Neil D. Lawrence
Mark Reid
PMLRSampling a Longer Life: Binary versus One-class classification Revisited2017-10-11T00:00:00+00:002017-10-11T00:00:00+00:00https://proceedings.mlr.press/v74/bellinger17a[{"given"=>"Colin", "family"=>"Bellinger"}, {"given"=>"Shiven", "family"=>"Sharma"}, {"given"=>"Osmar R.", "family"=>"Zaı̈ane"}, {"given"=>"Nathalie", "family"=>"Japkowicz"}]SMOGN: a Pre-processing Approach for Imbalanced Regression2017-10-11T00:00:00+00:002017-10-11T00:00:00+00:00https://proceedings.mlr.press/v74/branco17a[{"given"=>"Paula", "family"=>"Branco"}, {"given"=>"Luís", "family"=>"Torgo"}, {"given"=>"Rita P.", "family"=>"Ribeiro"}]Effect of Data Imbalance on Unsupervised Domain Adaptation of Part-of-Speech Tagging and Pivot Selection Strategies2017-10-11T00:00:00+00:002017-10-11T00:00:00+00:00https://proceedings.mlr.press/v74/cui17a[{"given"=>"Xia", "family"=>"Cui"}, {"given"=>"Frans", "family"=>"Coenen"}, {"given"=>"Danushka", "family"=>"Bollegala"}]Unsupervised Classification of Speaker Profiles as a Point Anomaly Detection Task2017-10-11T00:00:00+00:002017-10-11T00:00:00+00:00https://proceedings.mlr.press/v74/fayet17a[{"given"=>"Cedric", "family"=>"Fayet"}, {"given"=>"Arnaud", "family"=>"Delhay"}, {"given"=>"Damien", "family"=>"Lolive"}, {"given"=>"Pierre-François", "family"=>"Marteau"}]Predicting Defective Engines using Convolutional Neural Networks on Temporal Vibration Signals2017-10-11T00:00:00+00:002017-10-11T00:00:00+00:00https://proceedings.mlr.press/v74/g%C3%BCnnemann17a[{"given"=>"Nikou", "family"=>"Günnemann"}, {"given"=>"Jürgen", "family"=>"Pfeffer"}]Tunable Plug-In Rules with Reduced Posterior Certainty Loss in Imbalanced Datasets2017-10-11T00:00:00+00:002017-10-11T00:00:00+00:00https://proceedings.mlr.press/v74/krasanakis17a[{"given"=>"Emmanouil", "family"=>"Krasanakis"}, {"given"=>"Eleftherios", "family"=>"Spyromitros-Xioufis"}, {"given"=>"Symeon", "family"=>"Papadopoulos"}, {"given"=>"Yiannis", "family"=>"Kompatsiaris"}]Dealing with the task of imbalanced, multidimensional data classification using ensembles of exposers2017-10-11T00:00:00+00:002017-10-11T00:00:00+00:00https://proceedings.mlr.press/v74/ksieniewicz17a[{"given"=>"Paweł", "family"=>"Ksieniewicz"}, {"given"=>"Michał", "family"=>"Woźniak"}]Evaluation of Ensemble Methods in Imbalanced Regression Tasks2017-10-11T00:00:00+00:002017-10-11T00:00:00+00:00https://proceedings.mlr.press/v74/moniz17a[{"given"=>"Nuno", "family"=>"Moniz"}, {"given"=>"Paula", "family"=>"Branco"}, {"given"=>"Luís", "family"=>"Torgo"}]Stacked-MLkNN: A stacking based improvement to Multi-Label k-Nearest Neighbours2017-10-11T00:00:00+00:002017-10-11T00:00:00+00:00https://proceedings.mlr.press/v74/pakrashi17a[{"given"=>"Arjun", "family"=>"Pakrashi"}, {"given"=>"Brian", "family"=>"Mac Namee"}]Controlling Imbalanced Error in Deep Learning with the Log Bilinear Loss2017-10-11T00:00:00+00:002017-10-11T00:00:00+00:00https://proceedings.mlr.press/v74/resheff17a[{"given"=>"Yehezkel S.", "family"=>"Resheff"}, {"given"=>"Amit", "family"=>"Mandelbom"}, {"given"=>"Daphna", "family"=>"Weinshall"}]