Publications

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2017

1.

Jörg Wicker; Stefan Kramer

The Best Privacy Defense is a Good Privacy Offense: Obfuscating a Search Engine User's Profile Journal Article

Data Mining and Knowledge Discovery, 2017, ISSN: 1573-756X.

Abstract | Links | BibTeX | Altmetric | Tags: adversarial learning, data mining, machine learning, personalized ads, privacy, reinforcement learning, search engines, web mining

2.

Diogo Latino; Jörg Wicker; Martin Gütlein; Emanuel Schmid; Stefan Kramer; Kathrin Fenner

Eawag-Soil in enviPath: a new resource for exploring regulatory pesticide soil biodegradation pathways and half-life data Journal Article

Environmental Science: Process & Impact, 2017.

Abstract | Links | BibTeX | Altmetric | Tags: biodegradation, cheminformatics, computational sustainability, enviPath, metabolic pathways

2016

3.

Atif Raza; Jörg Wicker; Stefan Kramer

Trading Off Accuracy for Efficiency by Randomized Greedy Warping Inproceedings

Proceedings of the 31st Annual ACM Symposium on Applied Computing, pp. 883-890, ACM, New York, NY, USA, 2016, ISBN: 978-1-4503-3739-7.

Abstract | Links | BibTeX | Altmetric | Tags: data mining, dynamic time warping, time series

4.

Jonathan Williams; Christof Stönner; Jörg Wicker; Nicolas Krauter; Bettina Derstorff; Efstratios Bourtsoukidis; Thomas Klüpfel; Stefan Kramer

Cinema audiences reproducibly vary the chemical composition of air during films, by broadcasting scene specific emissions on breath Journal Article

Scientific Reports, 6 , 2016.

Abstract | Links | BibTeX | Altmetric | Tags: breath analysis, causality, cinema data mining, data mining, emotional response analysis, movie analysis, smell of fear, time series

5.

Jörg Wicker; Kathrin Fenner; Stefan Kramer

A Hybrid Machine Learning and Knowledge Based Approach to Limit Combinatorial Explosion in Biodegradation Prediction Incollection

Lässig, Jörg; Kersting, Kristian; Morik, Katharina (Ed.): Computational Sustainability, pp. 75-97, Springer International Publishing, Cham, 2016, ISBN: 978-3-319-31858-5.

Abstract | Links | BibTeX | Altmetric | Tags: biodegradation, cheminformatics, computational sustainability, enviPath, machine learning, metabolic pathways, multi-label classification

6.

Jörg Wicker; Andrey Tyukin; Stefan Kramer

A Nonlinear Label Compression and Transformation Method for Multi-Label Classification using Autoencoders Inproceedings

Bailey, James; Khan, Latifur; Washio, Takashi; Dobbie, Gill; Huang, Zhexue Joshua; Wang, Ruili (Ed.): The 20th Pacific Asia Conference on Knowledge Discovery and Data Mining (PAKDD), pp. 328-340, Springer International Publishing, Switzerland, 2016, ISBN: 978-3-319-31753-3.

Abstract | Links | BibTeX | Altmetric | Tags: autoencoders, machine learning, maniac, multi-label classification

7.

Jörg Wicker; Tim Lorsbach; Martin Gütlein; Emanuel Schmid; Diogo Latino; Stefan Kramer; Kathrin Fenner

enviPath - The Environmental Contaminant Biotransformation Pathway Resource Journal Article

Nucleic Acid Research, 44 (D1), pp. D502-D508, 2016.

Abstract | Links | BibTeX | Altmetric | Tags: biodegradation, cheminformatics, computational sustainability, enviPath, linked data, metabolic pathways, multi-label classification

2015

8.

Andrey Tyukin; Stefan Kramer; Jörg Wicker

Scavenger - A Framework for the Efficient Evaluation of Dynamic and Modular Algorithms Inproceedings

Bifet, Albert; May, Michael; Zadrozny, Bianca; Gavalda, Ricard; Pedreschi, Dino; Cardoso, Jaime; Spiliopoulou, Myra (Ed.): Machine Learning and Knowledge Discovery in Databases, pp. 325-328, Springer International Publishing, 2015, ISBN: 978-3-319-23460-1.

Abstract | Links | BibTeX | Altmetric | Tags: autoencoders, distributed processing, framework, large-scale, Scavenger

9.

Jörg Wicker; Nicolas Krauter; Bettina Derstorff; Christof Stönner; Efstratios Bourtsoukidis; Thomas Klüpfel; Jonathan Williams; Stefan Kramer

Cinema Data Mining: The Smell of Fear Inproceedings

Proceedings of the 21st ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 1235-1304, ACM ACM, New York, NY, USA, 2015, ISBN: 978-1-4503-3664-2.

Abstract | Links | BibTeX | Altmetric | Tags: atmospheric chemistry, breath analysis, causality, cinema data mining, data mining, emotional response analysis, movie analysis, smell of fear, time series

2014

10.

Andrey Tyukin; Stefan Kramer; Jörg Wicker

BMaD - A Boolean Matrix Decomposition Framework Inproceedings

Calders, Toon; Esposito, Floriana; Hüllermeier, Eyke; Meo, Rosa (Ed.): Machine Learning and Knowledge Discovery in Databases, pp. 481-484, Springer Berlin Heidelberg, 2014, ISBN: 978-3-662-44844-1.

Abstract | Links | BibTeX | Altmetric | Tags: BMaD, Boolean matrix decomposition, data mining, framework, modular

2013

11.

Jörg Wicker

Large Classifier Systems in Bio- and Cheminformatics PhD Thesis

Technische Universität München, 2013.

Abstract | Links | BibTeX | Tags: biodegradation, bioinformatics, cheminformatics, computational sustainability, data mining, machine learning, metabolic pathways, multi-label classification, multi-relational learning, OpenTox, predictive toxicology

2012

12.

Jörg Wicker; Bernhard Pfahringer; Stefan Kramer

Multi-label Classification Using Boolean Matrix Decomposition Inproceedings

Proceedings of the 27th Annual ACM Symposium on Applied Computing, pp. 179–186, ACM, Trento, Italy, 2012, ISBN: 978-1-4503-0857-1.

Abstract | Links | BibTeX | Altmetric | Tags: associations, BMaD, Boolean matrix decomposition, machine learning, multi-label classification

2010

13.

Barry Hardy; Nicki Douglas; Christoph Helma; Micha Rautenberg; Nina Jeliazkova; Vedrin Jeliazkov; Ivelina Nikolova; Romualdo Benigni; Olga Tcheremenskaia; Stefan Kramer; Tobias Girschick; Fabian Buchwald; Jörg Wicker; Andreas Karwath; Martin Gütlein; Andreas Maunz; Haralambos Sarimveis; Georgia Melagraki; Antreas Afantitis; Pantelis Sopasakis; David Gallagher; Vladimir Poroikov; Dmitry Filimonov; Alexey Zakharov; Alexey Lagunin; Tatyana Gloriozova; Sergey Novikov; Natalia Skvortsova; Dmitry Druzhilovsky; Sunil Chawla; Indira Ghosh; Surajit Ray; Hitesh Patel; Sylvia Escher

Collaborative development of predictive toxicology applications Journal Article

Journal of Cheminformatics, 2 (1), pp. 7, 2010, ISSN: 1758-2946.

Abstract | Links | BibTeX | Altmetric | Tags: cheminformatics, framework, linked data, OpenTox, predictive toxicology

14.

Jörg Wicker; Kathrin Fenner; Lynda Ellis; Larry Wackett; Stefan Kramer

Predicting biodegradation products and pathways: a hybrid knowledge- and machine learning-based approach Journal Article

Bioinformatics, 26 (6), pp. 814-821, 2010.

Abstract | Links | BibTeX | Altmetric | Tags: biodegradation, cheminformatics, computational sustainability, enviPath, machine learning

15.

Jörg Wicker; Lothar Richter; Stefan Kramer

SINDBAD and SiQL: Overview, Applications and Future Developments Incollection

Džeroski, Sašo; Goethals, Bart; Panov, Panče (Ed.): Inductive Databases and Constraint-Based Data Mining, pp. 289-309, Springer New York, 2010, ISBN: 978-1-4419-7737-3.

Abstract | Links | BibTeX | Altmetric | Tags: cinema data mining, inductive databases, machine learning, SINDBAD

2008

16.

Lothar Richter; Jörg Wicker; Kristina Kessler; Stefan Kramer

An Inductive Database and Query Language in the Relational Model Inproceedings

Proceedings of the 11th International Conference on Extending Database Technology: Advances in Database Technology, pp. 740–744, ACM, Nantes, France, 2008, ISBN: 978-1-59593-926-5.

Abstract | Links | BibTeX | Altmetric | Tags: data mining, inductive databases, machine learning, query languages, SINDBAD

17.

Jörg Wicker; Kathrin Fenner; Lynda Ellis; Larry Wackett; Stefan Kramer

Machine Learning and Data Mining Approaches to Biodegradation Pathway Prediction Inproceedings

Bridewell, Will; Calders, Toon; de Medeiros, Ana Karla; Kramer, Stefan; Pechenizkiy, Mykola; Todorovski, Ljupco (Ed.): Proceedings of the Second International Workshop on the Induction of Process Models at ECML PKDD 2008, 2008.

Links | BibTeX | Tags: biodegradation, cheminformatics, computational sustainability, data mining, enviPath, machine learning, metabolic pathways

18.

Jörg Wicker; Lothar Richter; Kristina Kessler; Stefan Kramer

SINDBAD and SiQL: An Inductive Database and Query Language in the Relational Model Inproceedings

Daelemans, Walter; Goethals, Bart; Morik, Katharina (Ed.): Machine Learning and Knowledge Discovery in Databases, pp. 690-694, Springer Berlin Heidelberg, 2008, ISBN: 978-3-540-87480-5.

Abstract | Links | BibTeX | Altmetric | Tags: data mining, inductive databases, machine learning, query languages, SINDBAD

19.

Jörg Wicker; Christoph Brosdau; Lothar Richter; Stefan Kramer

SINDBAD SAILS: A service architecture for inductive learning schemes Inproceedings

Proceedings of the First Workshop on Third Generation Data Mining: Towards Service-Oriented Knowledge Discovery, 2008.

Abstract | BibTeX | Tags: data mining, inductive databases, linked data, machine learning, query languages, SINDBAD

2006

20.

Stefan Kramer; Volker Aufschild; Andreas Hapfelmeier; Alexander Jarasch; Kristina Kessler; Stefan Reckow; Jörg Wicker; Lothar Richter

Inductive Databases in the Relational Model: The Data as the Bridge Inproceedings

Bonchi, Francesco; Boulicaut, Jean-François (Ed.): Knowledge Discovery in Inductive Databases, pp. 124-138, Springer Berlin Heidelberg, 2006, ISBN: 978-3-540-33292-3.

Abstract | Links | BibTeX | Altmetric | Tags: data mining, inductive databases, machine learning, query languages, SINDBAD