Accepted Papers

92A Distribution Dependent and Independent Complexity Analysis of Manifold RegularizationAlexander Mey, Tom Viering and Marco LoogLearning theorytbatbatba
25Detection of Derivative Discontinuities in Observational DataDimitar Ninevski and Paul O'LearyLearning theorytbatbatba
90Making Learners (More) MonotoneTom Viering, Alexander Mey and Marco LoogLearning theorytbatbatba
28A Late-fusion Approach to Community Detection in Attributed NetworksChang Liu, Christine Largeron, Osmar Zaïane and Shiva Zamani GharaghooshiGraphs and networkstbatbatba
62A Principled Approach to Analyze Expressiveness and Accuracy of Graph Neural NetworksAsma Atamna, Nataliya Sokolovska and Jean-Claude CrivelloGraphs and networkstbatbatba
20Addressing the Resolution Limit and the Field of View Limit in Community MiningShiva Zamani Gharaghooshi, Osmar Zaïane, Christine Largeron, Mohammadmahdi Zafarmand and Chang LiuGraphs and networkstbatbatba
31Comparing the preservation of network properties by graph embeddingsRémi Vaudaine, Remy Cazabet and Christine LargeronGraphs and networkstbatbatba
23Interpretable Neuron Structuring with Graph Spectral RegularizationAlexander Tong, David van Dijk, Jay Stanley, Matthew Amodio, Kristina Yim, Rebecca Muhle, James Noonan, Guy Wolf and Smita KrishnaswamyGraphs and networkstbatbatba
27Orometric Methods in Bounded Metric DataMaximilian Stubbemann, Tom Hanika and Gerd StummeGraphs and networkstbatbatba
10Percolation-Based Detection of Anomalous Subgraphs in Complex NetworksCorentin Larroche, Johan Mazel and Stephan ClémençonGraphs and networkstbatbatba
63DO-U-Net for Segmentation and CountingToyah Overton and Allan TuckerDeep learningtbatbatba
54Dual Sequential Variational Autoencoders for Fraud DetectionAyman Alazizi, Amaury Habrard, Francois Jacquenet, Liyun He-Guelton and Frederic ObleDeep learningtbatbatba
43Estimating Uncertainty in Deep Learning for Reporting Confidence: An Application on Cell Type Prediction in Testes Based on ProteomicsBiraja Ghoshal, Cecilia Lindskog and Allan TuckerDeep learningtbatbatba
107Event Recognition based on Classification of Generated Image CaptionsAndrey Savchenko and Evgeny MyasnikovDeep learningtbatbatba
71Multivariate Time Series as Images: Imputation Using Convolutional Denoising AutoencoderAbdullah Al Safi, Christian Beyer, Vishnu Unnikrishnan and Myra SpiliopoulouDeep learningtbatbatba
113Towards evaluation of CNN performance in semantically meaningful latent spacesJeroen van Doorenmalen and Vlado MenkovskiDeep learningtbatbatba
8AVATAR - Machine Learning Pipeline Evaluation Using Surrogate ModelTien Dung Nguyen, Tomasz Maszczyk, Katarzyna Musial, Marc-André Zöller and Bogdan GabrysGeneral themes and applicationstbatbatba
6Adversarial attacks hidden in plain sightJan Philip Göpfert, André Artelt, Heiko Wersing and Barbara HammerGeneral themes and applicationstbatbatba
114Aleatoric and Epistemic Uncertainty with Random ForestsMohammad Hossein Shaker and Eyke HüllermeierGeneral themes and applicationstbatbatba
87Angle-based Crowding Degree Estimation for Many-Objective OptimizationYani Xue, Miqing Li and Xiaohui LiuGeneral themes and applicationstbatbatba
111Combining Machine Learning and Simulation to a Hybrid Modelling Approach: Current and Future DirectionsLaura von Rueden, Sebastian Mayer, Rafet Sifa, Jochen Garcke and Christian BauckhageGeneral themes and applicationstbatbatba
18Digital footprints of international migration on TwitterJisu Kim, Alina Sîrbu, Fosca Giannotti and Lorenzo GabrielliGeneral themes and applicationstbatbatba
104Human-to-AI Coach:Improving Human Inputs to AI SystemsJohannes SchneiderGeneral themes and applicationstbatbatba
34Master your Metrics with CalibrationWissam Siblini, Jordan Fréry, Liyun He-Guelton, Frédéric Oblé and Yi-Qing WangGeneral themes and applicationstbatbatba
100Discriminative Bias for Learning Probabilistic Sentential Decision DiagramsLaura Isabel Galindez Olascoaga, Wannes Meert, Nimish Shah, Guy Van den Broeck and Marian VerhelstClassification and regressiontbatbatba
15Efficient Batch-Incremental Classification Using UMAP for Evolving Data StreamsMaroua Bahri, Bernhard Pfahringer, Albert Bifet and Silviu ManiuClassification and regressiontbatbatba
77Improving Prediction with Causal Probabilistic VariablesAna Nogueira, Joao Gama and Carlos FerreiraClassification and regressiontbatbatba
68LiBRe: Label-Wise Selection of Base Learners in Binary Relevance for Multi-Label ClassificationMarcel Wever, Alexander Tornede, Felix Mohr and Eyke HüllermeierClassification and regressiontbatbatba
1Predicting Remaining Useful Life with Similarity-based PriorsYouri Soons, Remco Dijkman, Maurice Jilderda and Wouter DuivesteijnClassification and regressiontbatbatba
103Reconciling predictions in the regression setting: an application to bus travel time predictionJoão Mendes-Moreira and Mitra BaratchiClassification and regressiontbatbatba
91Transfer Learning by Learning Projections from Target to SourceAntoine Cornuéjols, Pierre-Alexandre Murena and Raphaël OlivierClassification and regressiontbatbatba
86Enhanced Word Embeddings for Anorexia Nervosa Detection on Social MediaDiana Ramírez-Cifuentes, Christine Largeron, Julien Tissier, Ana Freire and Ricardo Baeza-YatesNatural language processingtbatbatba
67Supervised Phrase-boundary EmbeddingsManni Singh, David Weston and Mark LeveneNatural language processingtbatbatba
30Towards Content Sensitivity AnalysisElena Battaglia, Livio Bioglio and Ruggero G PensaNatural language processingtbatbatba
58Actionable Subgroup Discovery and Urban Farm OptimizationAlexandre Millot, Romain Mathonat, Rémy Cazabet and Jean-Francois BoulicautPattern discoverytbatbatba
60Gibbs sampling subjectively interesting tilesAnes Bendimerad, Jefrey Lijffijt, Marc Plantevit, Céline Robardet and Tijl De BiePattern discoverytbatbatba
73GraphMDL: Graph Pattern Selection based on Minimum Description LengthFrancesco Bariatti, Peggy Cellier and Sébastien FerréPattern discoverytbatbatba
57Vouw: Geometric Pattern Mining using the MDL PrincipleMicky Faas and Matthijs van LeeuwenPattern discoverytbatbatba
26Widening for MDL-based Retail Signature DiscoveryClément Gautrais, Peggy Cellier, Matthijs van Leeuwen and Alexandre TermierPattern discoverytbatbatba
83A consensus approach to improve NMF document clusteringMickael Febrissy and Mohamed NadifClusteringtbatbatba
64Computing Vertex-Vertex Dissimilarities Using Random Trees: Application to Clustering in GraphsKevin Dalleau, Miguel Couceiro and Malika Smail-TabboneClusteringtbatbatba
22Enriched Weisfeiler-Lehman Kernel for Improved Graph Clustering of Source CodeFrank Höppner and Maximilian JahnkeClusteringtbatbatba
82Even Faster Exact k-Means ClusteringChristian BorgeltClusteringtbatbatba
79Ising-based Consensus Clustering on Specialized HardwareEldan Cohen, Avradip Mandal, Hayato Ushijima-Mwesigwa and Arnab RoyClusteringtbatbatba
55Overlapping Hierarchical Clustering (OHC)Ian Jeantet, Zoltan Miklos and David Gross-AmblardClusteringtbatbatba