Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2017, Skopje, Macedonia, September 18–22, 2017, Proceedings, Part III

Front Matter ....Pages I-XXXV
Front Matter ....Pages 1-1
 A Novel Framework for Online Sales Burst Prediction  (Rui Chen, Jiajun Liu)....Pages 3-14
 Analyzing Granger Causality in Climate Data with Time Series Classification Methods  (Christina Papagiannopoulou, Stijn Decubber, Diego G. Miralles, Matthias Demuzere, Niko E. C. Verhoest, Willem Waegeman)....Pages 15-26
 Automatic Detection and Recognition of Individuals in Patterned Species  (Gullal Singh Cheema, Saket Anand)....Pages 27-38
 Boosting Based Multiple Kernel Learning and Transfer Regression for Electricity Load Forecasting  (Di Wu, Boyu Wang, Doina Precup, Benoit Boulet)....Pages 39-51
 CREST - Risk Prediction for Clostridium Difficile Infection Using Multimodal Data Mining  (Cansu Sen, Thomas Hartvigsen, Elke Rundensteiner, Kajal Claypool)....Pages 52-63
 DC-Prophet: Predicting Catastrophic Machine Failures in DataCenters  (You-Luen Lee, Da-Cheng Juan, Xuan-An Tseng, Yu-Ting Chen, Shih-Chieh Chang)....Pages 64-76
 Disjoint-Support Factors and Seasonality Estimation in E-Commerce  (Abhay Jha)....Pages 77-88
 Event Detection and Summarization Using Phrase Network  (Sara Melvin, Wenchao Yu, Peng Ju, Sean Young, Wei Wang)....Pages 89-101
 Generalising Random Forest Parameter Optimisation to Include Stability and Cost  (C. H. Bryan Liu, Benjamin Paul Chamberlain, Duncan A. Little, Ângelo Cardoso)....Pages 102-113
 Have It Both Ways—From A/B Testing to A&B Testing with Exceptional Model Mining  (Wouter Duivesteijn, Tara Farzami, Thijs Putman, Evertjan Peer, Hilde J. P. Weerts, Jasper N. Adegeest et al.)....Pages 114-126
 Koopman Spectral Kernels for Comparing Complex Dynamics: Application to Multiagent Sport Plays  (Keisuke Fujii, Yuki Inaba, Yoshinobu Kawahara)....Pages 127-139
 Modeling the Temporal Nature of Human Behavior for Demographics Prediction  (Bjarke Felbo, Pål Sundsøy, Alex ‘Sandy’ Pentland, Sune Lehmann, Yves-Alexandre de Montjoye)....Pages 140-152
 MRNet-Product2Vec: A Multi-task Recurrent Neural Network for Product Embeddings  (Arijit Biswas, Mukul Bhutani, Subhajit Sanyal)....Pages 153-165
 Optimal Client Recommendation for Market Makers in Illiquid Financial Products  (Dieter Hendricks, Stephen J. Roberts)....Pages 166-178
 Predicting Self-reported Customer Satisfaction of Interactions with a Corporate Call Center  (Joseph Bockhorst, Shi Yu, Luisa Polania, Glenn Fung)....Pages 179-190
 Probabilistic Inference of Twitter Users’ Age Based on What They Follow  (Benjamin Paul Chamberlain, Clive Humby, Marc Peter Deisenroth)....Pages 191-203
 Quantifying Heterogeneous Causal Treatment Effects in World Bank Development Finance Projects  (Jianing Zhao, Daniel M. Runfola, Peter Kemper)....Pages 204-215
 RSSI-Based Supervised Learning for Uncooperative Direction-Finding  (Tathagata Mukherjee, Michael Duckett, Piyush Kumar, Jared Devin Paquet, Daniel Rodriguez, Mallory Haulcomb et al.)....Pages 216-227
 Sequential Keystroke Behavioral Biometrics for Mobile User Identification via Multi-view Deep Learning  (Lichao Sun, Yuqi Wang, Bokai Cao, Philip S. Yu, Witawas Srisa-an, Alex D. Leow)....Pages 228-240
 Session-Based Fraud Detection in Online E-Commerce Transactions Using Recurrent Neural Networks  (Shuhao Wang, Cancheng Liu, Xiang Gao, Hongtao Qu, Wei Xu)....Pages 241-252
 SINAS: Suspect Investigation Using Offenders’ Activity Space  (Mohammad A. Tayebi, Uwe Glässer, Patricia L. Brantingham, Hamed Yaghoubi Shahir)....Pages 253-265
 Stance Classification of Tweets Using Skip Char Ngrams  (Yaakov HaCohen-kerner, Ziv Ido, Ronen Ya’akobov)....Pages 266-278
 Structural Semantic Models for Automatic Analysis of Urban Areas  (Gianni Barlacchi, Alberto Rossi, Bruno Lepri, Alessandro Moschitti)....Pages 279-291
 Taking It for a Test Drive: A Hybrid Spatio-Temporal Model for Wildlife Poaching Prediction Evaluated Through a Controlled Field Test  (Shahrzad Gholami, Benjamin Ford, Fei Fang, Andrew Plumptre, Milind Tambe, Margaret Driciru et al.)....Pages 292-304
 Unsupervised Signature Extraction from Forensic Logs  (Stefan Thaler, Vlado Menkovski, Milan Petkovic)....Pages 305-316
 Urban Water Flow and Water Level Prediction Based on Deep Learning  (Haytham Assem, Salem Ghariba, Gabor Makrai, Paul Johnston, Laurence Gill, Francesco Pilla)....Pages 317-329
 Using Machine Learning for Labour Market Intelligence  (Roberto Boselli, Mirko Cesarini, Fabio Mercorio, Mario Mezzanzanica)....Pages 330-342
Front Matter ....Pages 343-343
 Activity-Driven Influence Maximization in Social Networks  (Rohit Kumar, Muhammad Aamir Saleem, Toon Calders, Xike Xie, Torben Bach Pedersen)....Pages 345-348
 An AI Planning System for Data Cleaning  (Roberto Boselli, Mirko Cesarini, Fabio Mercorio, Mario Mezzanzanica)....Pages 349-353
 Comparing Hypotheses About Sequential Data: A Bayesian Approach and Its Applications  (Florian Lemmerich, Philipp Singer, Martin Becker, Lisette Espin-Noboa, Dimitar Dimitrov, Denis Helic et al.)....Pages 354-357
 Data-Driven Approaches for Smart Parking  (Fabian Bock, Sergio Di Martino, Monika Sester)....Pages 358-362
 Image Representation, Annotation and Retrieval with Predictive Clustering Trees  (Ivica Dimitrovski, Dragi Kocev, Suzana Loskovska, Sašo Džeroski)....Pages 363-367
 Music Generation Using Bayesian Networks  (Tetsuro Kitahara)....Pages 368-372
 Phenotype Inference from Text and Genomic Data  (Maria Brbić, Matija Piškorec, Vedrana Vidulin, Anita Kriško, Tomislav Šmuc, Fran Supek)....Pages 373-377
 Process-Based Modeling and Design of Dynamical Systems  (Jovan Tanevski, Nikola Simidjievski, Ljupčo Todorovski, Sašo Džeroski)....Pages 378-382
 QuickScorer: Efficient Traversal of Large Ensembles of Decision Trees  (Claudio Lucchese, Franco Maria Nardini, Salvatore Orlando, Raffaele Perego, Nicola Tonellotto, Rossano Venturini)....Pages 383-387
 Recent Advances in Kernel-Based Graph Classification  (Nils M. Kriege, Christopher Morris)....Pages 388-392
Front Matter ....Pages 393-393
 ASK-the-Expert: Active Learning Based Knowledge Discovery Using the Expert  (Kamalika Das, Ilya Avrekh, Bryan Matthews, Manali Sharma, Nikunj Oza)....Pages 395-399
 Delve: A Data Set Retrieval and Document Analysis System  (Uchenna Akujuobi, Xiangliang Zhang)....Pages 400-403
 Framework for Exploring and Understanding Multivariate Correlations  (Louis Kirsch, Niklas Riekenbrauck, Daniel Thevessen, Marcus Pappik, Axel Stebner, Julius Kunze et al.)....Pages 404-408
 Lit@EVE: Explainable Recommendation Based on Wikipedia Concept Vectors  (M. Atif Qureshi, Derek Greene)....Pages 409-413
 Monitoring Physical Activity and Mental Stress Using Wrist-Worn Device and a Smartphone  (Božidara Cvetković, Martin Gjoreski, Jure Šorn, Pavel Maslov, Mitja Luštrek)....Pages 414-418
 Tetrahedron: Barycentric Measure Visualizer  (Dariusz Brzezinski, Jerzy Stefanowski, Robert Susmaga, Izabela Szczȩch)....Pages 419-422
 TF Boosted Trees: A Scalable TensorFlow Based Framework for Gradient Boosting  (Natalia Ponomareva, Soroush Radpour, Gilbert Hendry, Salem Haykal, Thomas Colthurst, Petr Mitrichev et al.)....Pages 423-427
 TrajViz: A Tool for Visualizing Patterns and Anomalies in Trajectory  (Yifeng Gao, Qingzhe Li, Xiaosheng Li, Jessica Lin, Huzefa Rangwala)....Pages 428-431
 TrAnET: Tracking and Analyzing the Evolution of Topics in Information Networks  (Livio Bioglio, Ruggero G. Pensa, Valentina Rho)....Pages 432-436
 WHODID: Web-Based Interface for Human-Assisted Factory Operations in Fault Detection, Identification and Diagnosis  (Pierre Blanchart, Cédric Gouy-Pailler)....Pages 437-441
Back Matter ....Pages 443-448