publications

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2018

Geilke, Michael; Karwath, Andreas; Frank, Eibe; Kramer, Stefan

Online estimation of discrete, continuous, and conditional joint densities using classifier chains Journal Article

Data Mining and Knowledge Discovery, 32 (3), pp. 561-603, 2018, ISSN: 1384-5810.

Abstract | Links | BibTeX | Tags: data mining, density estimation, machine learning, stream mining

2017

Karwath, Andreas ; Hubrich, Markus ; Kramer, Stefan

Convolutional Neural Networks for the Identification of Regions of Interests in PET Scans: A Study of Representation Learning for Diagnosing Alzheimer's Disease Conference

Artificial Intelligence in Medicine: 16th Conference on Artificial Intelligence in Medicine, AIME 2017, Vienna, Austria, June 21-24, 2017, Proceedings, Springer Springer International Publishing, Cham, 2017, ISBN: 978-3-319-59758-4.

Abstract | Links | BibTeX | Tags: alzheimer, deep learning, machine learning, medicine, visualization

2015

Geilke, Michael; Karwath, Andreas; Kramer, Stefan

Modeling recurrent distributions in streams using possible worlds Conference

2015 IEEE International Conference on Data Science and Advanced Analytics, DSAA 2015, IEEE, 2015, ISBN: 978-1-4673-8272-4.

Abstract | Links | BibTeX | Tags: density estimation, machine learning, possible worlds, stream mining

2014

Geilke, Michael; Karwath, Andreas; Kramer, Stefan

A probabilistic condensed representation of data for stream mining Conference

International Conference on Data Science and Advanced Analytics, DSAA 2014, IEEE, 2014.

Abstract | Links | BibTeX | Tags: density estimation, machine learning, stream mining

2013

Geilke, Michael; Frank, Eibe; Karwath, Andreas; Kramer, Stefan

Online Estimation of Discrete Densities Conference

IEEE 13th International Conference on Data Mining, ICDM 2013, IEEE, 2013, ISSN: 1550-4786.

Abstract | Links | BibTeX | Tags: density estimation, machine learning, stream mining

2012

Grzonka, Slawomir; Karwath, Andreas; Dijoux, Frederic; Burgard, Wolfram

Activity-Based Estimation of Human Trajectories Journal Article

IEEE Transactions on Robotics, 28 (1), pp. 234-245, 2012.

Abstract | Links | BibTeX | Tags: activity recognition, machine learning, simultaneous localization and mapping

2010

Grzonka, Slawomir; Dijoux, Frederic; Karwath, Andreas; Burgard, Wolfram

Mapping indoor environments based on human activity Conference

IEEE International Conference on Robotics and Automation, ICRA 2010, IEEE, 2010, ISBN: 978-1-4244-5038-1.

Abstract | Links | BibTeX | Tags: activity recognition, machine learning, simultaneous localization and mapping

Grzonka, Slawomir; Dijoux, Frederic; Karwath, Andreas; Burgard, Wolfram

Learning Maps of Indoor Environments Based on Human Activity Conference

Embedded Reasoning, Papers from the 2010 AAAI Spring Symposium, 2010.

Abstract | Links | BibTeX | Tags: activity recognition, localization, machine learning, mobile systems and mobility, simultaneous localization and mapping, social robotics

2009

Gütlein, Martin; Frank, Eibe; Hall, Mark A; Karwath, Andreas

Large-scale attribute selection using wrappers Conference

The IEEE Symposium on Computational Intelligence and Data Mining, CIDM 2009, IEEE, 2009, ISBN: 978-1-4244-2765-9.

Abstract | Links | BibTeX | Tags: crossvalidation, machine learning

2008

Karwath, Andreas; Kersting, Kristian; Landwehr, Niels

Boosting Relational Sequence Alignments Conference

The 8th IEEE International Conference on Data Mining, ICDM 2008, IEEE, 2008, ISBN: 978-0-7695-3502-9.

Abstract | Links | BibTeX | Tags: inductive logic programming, machine learning, relational learning, scientific knowledge

Kersting, Kristian; De Raedt, Luc ; Gutmann, Bernd; Karwath, Andreas; Landwehr, Niels

Relational Sequence Learning Book Chapter

Probabilistic Inductive Logic Programming - Theory and Applications, 4911 , pp. 28-55, Springer Verlag, Berlin Heidelberg, Germany, 2008, ISBN: 978-3-540-78651-1.

Abstract | Links | BibTeX | Tags: inductive logic programming, machine learning, relational learning, scientific knowledge

2007

King, Ross D; Karwath, Andreas; Clare, Amanda; Dehaspe, Luc

Logic and the Automatic Acquisition of Scientific Knowledge: An Application to Functional Genomics Conference

Computational Discovery of Scientific Knowledge, Introduction, Techniques, and Applications in Environmental and Life Sciences, 4660 , Lecture Notes in Computer Science Springer-Verlag Berlin Heidelberg Springer Verlag, Berlin Heidelberg, Germany, 2007, ISBN: 978-3-540-73919-7.

Abstract | Links | BibTeX | Tags: bioinformatics, data mining, inductive logic programming, machine learning, relational learning, scientific knowledge

2006

Karwath, Andreas; De Raedt, Luc

SMIREP: Predicting Chemical Activity from SMILES Journal Article

Journal of Chemical Information and Modeling, 46 (6), pp. 2432 - 2444, 2006.

Abstract | Links | BibTeX | Tags: cheminformatics, graph mining, machine learning, QSAR, relational learning, scientific knowledge

Clare, Amanda; Karwath, Andreas; Ougham, Helen; King, Ross D

Functional bioinformatics for Arabidopsis thaliana Journal Article

Bioinformatics, 22 (9), pp. 1130-1136, 2006.

Abstract | Links | BibTeX | Tags: bioinformatics, data mining, inductive logic programming, machine learning, relational learning, scientific knowledge

2005

Stolle, Christian; Karwath, Andreas; De Raedt, Luc

CLASSIC'CL: an integrated ILP system Conference

Proc. 8th International Conference of Discovery Science, DS 2005, 3735 , Lecture Notes in Artificial Intelligence Springer, 2005, ISBN: 978-3-540-29230-2, (Conference).

Abstract | Links | BibTeX | Tags: data mining, machine learning, relational learning

2004

Bringmann, Björn; Karwath, Andreas

Frequent SMILES Miscellaneous

Lernen, Wissensentdeckung und Adaptivität, Workshop GI Fachgruppe Maschinelles Lernen, part of LWA, 2004, (Berlin, Germany).

Abstract | BibTeX | Tags: cheminformatics, graph mining, machine learning

Karwath, Andreas; De Raedt, Luc

Predictive Graph Mining Conference

The International Workshop on Mining Graphs, Trees and Sequences, MGTS 2004, 2004, (workshop).

BibTeX | Tags: cheminformatics, graph mining, machine learning, QSAR

Karwath, Andreas; De Raedt, Luc

Predictive Graph Mining Conference

The 7th International Conference of Discovery Science, DS 2004, 3245 , Lecture Notes in Artificial Intelligence Springer-Verlag Berlin Heidelberg Springer Verlag, Berlin Heidelberg, Germany, 2004, ISBN: 978-3-540-23357-2.

Abstract | Links | BibTeX | Tags: cheminformatics, graph mining, machine learning, QSAR

2002

Karwath, Andreas; King, Ross D

Homology Induction: the use of machine learning to improve sequence similarity searches Journal Article

BMC Bioinformatics, 3 (1), 2002.

Abstract | Links | BibTeX | Tags: bioinformatics, data mining, inductive logic programming, machine learning, relational learning

Karwath, Andreas

Large Logical Đatabases and their Applications to Molecular Biology PhD Thesis

University of Wales, Aberystwyth, 2002.

BibTeX | Tags: bioinformatics, data mining, inductive logic programming, machine learning, relational learning, scientific knowledge

2001

Karwath, Andreas; King, Ross D

An automated ILP server in the field of bioinformatics Conference

The Eleventh International Conference on Inductive Logic Programming, ILP 2001, 2157 , Lecture Notes in Computer Science Springer-Verlag Berlin Heidelberg Springer Verlag, Berlin Heidelberg, Germany, 2001, ISBN: 978-3-540-42538-0.

Abstract | Links | BibTeX | Tags: bioinformatics, data mining, inductive logic programming, machine learning, relational learning