2017

1.

Wicker, Jörg; Kramer, Stefan

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

In: Data Mining and Knowledge Discovery, 31 (5), pp. 1419-1443, 2017, ISSN: 1573-756X.

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

2.

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

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

In: Environmental Science: Process & Impact, 2017.

Abstract | Links | BibTeX | Altmetric | Tags: biodegradation, cheminformatics, enviPath, multi-label classification, REST, web services

2016

3.

Wicker, Jörg; Fenner, Kathrin; Kramer, Stefan

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

In: 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, metabolic pathways, multi-label classification

4.

Wicker, Jörg; Tyukin, Andrey; Kramer, Stefan

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

In: 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, label compression, multi-label classification

5.

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

enviPath - The Environmental Contaminant Biotransformation Pathway Resource Journal Article

In: 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

6.

Raza, Atif; Wicker, Jörg; Kramer, Stefan

Trading Off Accuracy for Efficiency by Randomized Greedy Warping Inproceedings

In: 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: dynamic time warping, time series

7.

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

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

In: Scientific Reports, 6 , 2016.

Abstract | Links | BibTeX | Altmetric | Tags: atmospheric chemistry, causality, cheminformatics, emotional response analysis, smell of fear, sof

2015

8.

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

Cinema Data Mining: The Smell of Fear Inproceedings

In: 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, emotional response analysis, movie analysis, smell of fear, sof, time series

9.

Tyukin, Andrey; Kramer, Stefan; Wicker, Jörg

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

In: 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

2014

10.

Tyukin, Andrey; Kramer, Stefan; Wicker, Jörg

BMaD -- A Boolean Matrix Decomposition Framework Inproceedings

In: 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: Boolean matrix decomposition, framework

2013

11.

Wicker, Jörg

Large Classifier Systems in Bio- and Cheminformatics PhD Thesis

Technische Universität München, 2013.

Abstract | Links | BibTeX | Tags: biodegradation, bioinformatics, cheminformatics, enviPath, multi-label classification, multi-relational learning, toxicity

2012

12.

Wicker, Jörg; Pfahringer, Bernhard; Kramer, Stefan

Multi-label Classification Using Boolean Matrix Decomposition Inproceedings

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

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

2010

13.

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

Collaborative development of predictive toxicology applications Journal Article

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

Abstract | Links | BibTeX | Altmetric | Tags: cheminformatics, REST, toxicity

14.

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

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

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

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

15.

Wicker, Jörg; Richter, Lothar; Kramer, Stefan

SINDBAD and SiQL: Overview, Applications and Future Developments Incollection

In: 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: inductive databases, query languages

2008

16.

Wicker, Jörg; Richter, Lothar; Kessler, Kristina; Kramer, Stefan

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

In: 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: inductive databases, query languages

17.

Richter, Lothar; Wicker, Jörg; Kessler, Kristina; Kramer, Stefan

An Inductive Database and Query Language in the Relational Model Inproceedings

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

Abstract | Links | BibTeX | Altmetric | Tags: inductive databases, query languages

18.

Wicker, Jörg; Brosdau, Christoph; Richter, Lothar; Kramer, Stefan

SINDBAD SAILS: A Service Architecture for Inductive Learning Schemes Inproceedings

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

Abstract | Links | BibTeX | Tags: inductive databases, query languages

19.

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

Machine Learning and Data Mining Approaches to Biodegradation Pathway Prediction Inproceedings

In: 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, enviPath, metabolic pathways

2006

20.

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

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

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

Abstract | Links | BibTeX | Altmetric | Tags: inductive databases, query languages