Conference Program

Conference opening

Sašo Džeroski, Petra Kralj Novak, Tomislav Šmuc

Duration: 15'

The CURE for Class Imbalance

Colin Bellinger, Paula Branco and Luis Torgo

Duration: 20'

Epistemic Uncertainty Sampling

Vu-Linh Nguyen, Sébastien Destercke and Eyke Huellermeier

Duration: 20'

Parameter-less Tensor Co-clustering

Elena Battaglia and Ruggero G. Pensa

Duration: 20'

Dataset Morphing to Analyze the Performance of Collaborative Filtering

André Correia, Carlos Soares and Alípio Jorge

Duration: 15'

Construction of Histogram with Variable Bin-width based on Change Point Detection

Takayasu Fushimi, Kiyoto Iwasaki, Seiya Okubo and Kazumi Saito

Duration: 15'

On the Trade-off Between Consistency and Coverage in Multi-label Rule Learning Heuristics

Michael Rapp, Eneldo Loza Mencía and Johannes Fürnkranz

Duration: 20'

A density estimation approach for detecting and explaining exceptional values in categorical data

Fabrizio Angiulli, Fabio Fassetti, Luigi Palopoli and Cristina Serrao

Duration: 20'

A Framework for Human-Centered Exploration of Complex Event Log Graphs

Martin Atzmueller, Stefan Bloemheuvel and Benjamin Klöpper

Duration: 20'

Neurodegenerative Disease Data Ontology

Ana Kostovska, Ilin Tolovski, Fatima Maikore, Larisa Soldatova and Pance Panov

Duration: 15'

Symbolic Graph Embedding using Frequent Pattern Mining

Blaž Škrlj, Nada Lavrač and Jan Kralj

Duration: 20'

Embedding to Reference t-SNE Space Addresses Batch-Effects in Single-Cell Classification

Pavlin Gregor Policar, Martin Strazar and Blaz Zupan

Duration: 20'

Deep Triplet-Driven Semi-Supervised Embedding Clustering

Dino Ienco and Ruggero G. Pensa

Duration: 20'

PhD Symposium & Late Breaking Contributions

Pitch talks and poster session

Chair: Tomislav Lipić

Duration: 110'

Layered Learning for Early Anomaly Detection: Predicting Critical Health Episodes

Vitor Cerqueira, Luis Torgo and Carlos Soares

Duration: 20'

Predicting thermal power consumption of the Mars Express satellite with data stream mining

Bozhidar Stevanoski, Dragi Kocev, Aljaž Osojnik, Ivica Dimitrovski and Saso Dzeroski

Duration: 20'

Ensemble Clustering For Novelty Detection In Data Streams

Kemilly Dearo Garcia, Elaine Ribeiro de Faria, Cláudio Rebelo de Sá, João Mendes-Moreira, Charu C. Aggarwal, André C.P.L.F de Carvalho and Joost N. Kok

Duration: 15'

Adaptive Long-term Ensemble Learning from Multiple High-dimensional Time-series

Samaneh Khoshrou and Mykola Pechenizkiy

Duration: 15'

Utilizing Hierarchies in Tree-based Online Structured Output Prediction

Aljaž Osojnik, Pance Panov and Saso Dzeroski

Duration: 15'

Ensemble-Based Feature Ranking for Semi-supervised Classification

Matej Petković, Saso Dzeroski and Dragi Kocev

Duration: 20'

Feature Selection for Analogy-Based Learning to Rank

Mohsen Ahmadi Fahandar and Eyke Hüllermeier

Duration: 15'

Variance-based Feature Importance in Neural Networks

Cláudio Rebelo de Sá

Duration: 15'

A Unified Approach to Biclustering Based on Formal Concept Analysis and Interval Pattern Structure

Nyoman Juniarta, Miguel Couceiro and Amedeo Napoli

Duration: 15'

A Sampling-based Approach for Discovering Subspace Clusters

Sandy Moens, Boris Cule and Bart Goethals

Duration: 15'

A Combinatorial Multi-Armed Bandit based method for Dynamic Consensus Community Detection in Temporal Networks

Domenico Mandaglio and Andrea Tagarelli

Duration: 20'

Resampling-based Framework for Unbiased Estimator of Node Centrality over Large Complex Network

Kazumi Saito, Kouzou Ohara, Masahiro Kimura and Hiroshi Motoda

Duration: 20'

Efficient and Accurate Non-exhaustive Pattern-based Change Detection in Dynamic Networks

Angelo Impedovo, Michelangelo Ceci and Toon Calders

Duration: 20'

Evolving social networks analysis via tensor decompositions: from global event detection towards local pattern discovery and specification

Sofia Fernandes, Hadi Fanaee-T and Joao Gama

Duration: 15'

Mining a maximum weighted set of disjoint submatrices

Vincent Branders, Guillaume Derval, Pierre Schaus and Pierre Dupont

Duration: 15'

KnowBots: Discovering Relevant Patterns in Chatbot Dialogues

Adriano Rivolli, Catarina Amaral, Luis Guardão, Cláudio Rebelo de Sá and Carlos Soares

Duration: 20'

Temporal analysis of adverse weather conditions affecting wheat production in Finland

Vladimir Kuzmanovski, Mika Sulkava, Taru Palosuo and Jaakko Hollmen

Duration: 15'

Main Factors Driving the Open Rate of Email Marketing Campaigns

Andreia Conceição and João Gama

Duration: 15'

Enhancing BMI-Based Student Clustering by Considering Fitness as Key Attribute

Erik Dovgan, Bojan Leskošek, Gregor Jurak, Gregor Starc, Maroje Sorić and Mitja Luštrek

Duration: 15'

Mining Patterns in Source Code using Tree Mining Algorithms

Hoang Son Pham, Siegfried Nijssen, Kim Mens, Dario Di Nucci, Tim Molderez, Coen De Roover, Johan Fabry and Vadim Zaytsev

Duration: 15'

Hyperparameter Importance for Image Classification by Residual Networks

Abhina Sharma, Jan N. van Rijn, Frank Hutter and Andreas Mueller

Duration: 20'

Cellular Traffic Prediction and Classification: a comparative evaluation of LSTM and ARIMA

Amin Azari, Panagiotis Papapetrou, Stojan Denic and Gunnar Peters

Duration: 20'

Fast Distance-based Anomaly Detection in Images Using an Inception-like Autoencoder

Natasa Sarafijanovic-Djukic and Jesse Davis

Duration: 20'

Integrating LSTMs with Online Density Estimation for the Probabilistic Forecast of Energy Consumption

Julian Vexler and Stefan Kramer

Duration: 15'

Fourier-based Parametrization of CNNs for Robust Time Series Forecasting

Sascha Krstanovic and Heiko Paulheim

Duration: 15'

On Recognizing Cats and Dogs in Chinese Paintings

Qianqian Gu and Ross King

Duration: 15'