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Bünau, Paul von [Author]; Bui, Thanh Binh [Author]; Depeweg, Stefan [Author]; Geipel, Markus [Author]; Görnitz, Nico [Author]; Hein, Daniel [Author]; Kaiser, Markus [Author]; Kirsch, Daniel [Author]; Müller, Klaus-Robert [Author]; Otte, Clemens [Author]; Panknin, Danny [Author]; Sterzing, Volkmar [Author]; Tokic, Michel [Author]; Udluft, Steffen [Author]; Vidovic, Marina Marie-Claire [Author]; Weber, Marc [Author]; Ziehe, Andreas [Author] ; Siemens Aktiengesellschaft, Technische Universität Berlin, Intelligent Data Analysis GmbH Berlin

ALICE II - Autonomes Lernen in Komplexen Umgebungen II : Abschlussbericht : Projektlaufzeit: 01. März 2015-31. August 2018

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München: Siemens AG, [2019?]
Görnitz, Nico [Author] ; Müller, Klaus-Robert [Degree supervisor]; Müller, Klaus-Robert [Other]; Opper, Manfred [Other]; Kloft, Marius [Other]

One-class classification in the presence of point, collective, and contextual anomalies

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Berlin: Technische Universität Berlin, 2019
Görnitz, Nico; Kloft, Marius; Brefeld, Ulf

Machine Learning and Knowledge Discovery in Databases: Active and Semi-supervised Data Domain Description

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Springer Berlin Heidelberg, 2009

Published in: Machine Learning and Knowledge Discovery in Databases (2009), Seite 407-422
Bauer, Alexander; Nakajima, Shinichi; Gornitz, Nico; Muller, Klaus-Robert

Optimizing for Measure of Performance in Max-Margin Parsing

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Institute of Electrical and Electronics Engineers (IEEE), 2019

Published in: IEEE Transactions on Neural Networks and Learning Systems (2019), Seite 1-5
Porbadnigk, Anne K.; Gornitz, Nico; Kloft, Marius; Muller, Klaus-Robert

Decoding Brain States during Auditory Perception by Supervising Unsupervised Learning

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Korean Institute of Information Scientists and Engineers, 2013

Published in: Journal of Computing Science and Engineering, 7 (2013) 2, Seite 112-121
Widmer, Christian; Kloft, Marius; Görnitz, Nico; Rätsch, Gunnar

Machine Learning and Knowledge Discovery in Databases: Efficient Training of Graph-Regularized Multitask SVMs

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Springer Berlin Heidelberg, 2012

Published in: Machine Learning and Knowledge Discovery in Databases (2012), Seite 633-647
Mieth, Bettina; Rozier, Alexandre; Rodriguez, Juan Antonio; Höhne, Marina M C; Görnitz, Nico; Müller, Klaus-Robert

DeepCOMBI: explainable artificial intelligence for the analysis and discovery in genome-wide association studies

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Oxford University Press (OUP), 2021

Published in: NAR Genomics and Bioinformatics, 3 (2021) 3
Lee, Seunghak; Gornitz, Nico; Xing, Eric P.; Heckerman, David; Lippert, Christoph

Ensembles of Lasso Screening Rules

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Institute of Electrical and Electronics Engineers (IEEE), 2018

Published in: IEEE Transactions on Pattern Analysis and Machine Intelligence, 40 (2018) 12, Seite 2841-2852
Gornitz, Nico; Lima, Luiz Alberto; Muller, Klaus-Robert; Kloft, Marius; Nakajima, Shinichi

Support Vector Data Descriptions and $k$ -Means Clustering: One Class?

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Institute of Electrical and Electronics Engineers (IEEE), 2018

Published in: IEEE Transactions on Neural Networks and Learning Systems, 29 (2018) 9, Seite 3994-4006
Gornitz, Nico; Lima, Luiz Alberto; Varella, Luiz Eduardo; Muller, Klaus-Robert; Nakajima, Shinichi

Transductive Regression for Data With Latent Dependence Structure

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Institute of Electrical and Electronics Engineers (IEEE), 2018

Published in: IEEE Transactions on Neural Networks and Learning Systems, 29 (2018) 7, Seite 2743-2756
Vidovic, Marina M. -C.; Kloft, Marius; Müller, Klaus-Robert; Görnitz, Nico

ML2Motif—Reliable extraction of discriminative sequence motifs from learning machines

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Public Library of Science (PLoS), 2017

Published in: PLOS ONE, 12 (2017) 3, Seite e0174392
Vidovic, Marina M.-C.; Görnitz, Nico; Müller, Klaus-Robert; Rätsch, Gunnar; Kloft, Marius

Machine Learning and Knowledge Discovery in Databases: Opening the Black Box: Revealing Interpretable Sequence Motifs in Kernel-Based Learning Algorithms

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Springer International Publishing, 2015

Published in: Machine Learning and Knowledge Discovery in Databases (2015), Seite 137-153
Vidovic, Marina M. -C.; Görnitz, Nico; Müller, Klaus-Robert; Rätsch, Gunnar; Kloft, Marius

SVM2Motif—Reconstructing Overlapping DNA Sequence Motifs by Mimicking an SVM Predictor

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Public Library of Science (PLoS), 2015

Published in: PLOS ONE, 10 (2015) 12, Seite e0144782
Bauer, Alexander; Gornitz, Nico; Biegler, Franziska; Muller, Klaus-Robert; Kloft, Marius

Efficient Algorithms for Exact Inference in Sequence Labeling SVMs

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Institute of Electrical and Electronics Engineers (IEEE), 2014

Published in: IEEE Transactions on Neural Networks and Learning Systems, 25 (2014) 5, Seite 870-881
Mieth, Bettina; Hockley, James R. F.; Görnitz, Nico; Vidovic, Marina M.-C.; Müller, Klaus-Robert; Gutteridge, Alex; Ziemek, Daniel

Using transfer learning from prior reference knowledge to improve the clustering of single-cell RNA-Seq data

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Springer Science and Business Media LLC, 2019

Published in: Scientific Reports, 9 (2019) 1
Sreedharan, Vipin T; Schultheiss, Sebastian J; Jean, Géraldine; Kahles, André; Bohnert, Regina; Drewe, Philipp; Mudrakarta, Pramod; Görnitz, Nico; Zeller, Georg; Rätsch, Gunnar

Oqtans: a multifunctional workbench for RNA-seq data analysis

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Springer Science and Business Media LLC, 2014

Published in: BMC Bioinformatics, 15 (2014) S3
Sreedharan, Vipin T.; Schultheiss, Sebastian J.; Jean, Géraldine; Kahles, André; Bohnert, Regina; Drewe, Philipp; Mudrakarta, Pramod; Görnitz, Nico; Zeller, Georg; Rätsch, Gunnar

Oqtans: the RNA-seq workbench in the cloud for complete and reproducible quantitative transcriptome analysis

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Oxford University Press (OUP), 2014

Published in: Bioinformatics, 30 (2014) 9, Seite 1300-1301
Schultheiss, Sebastian J; Jean, Géraldine; Behr, Jonas; Bohnert, Regina; Drewe, Philipp; Görnitz, Nico; Kahles, André; Mudrakarta, Pramod; Sreedharan, Vipin T; Zeller, Georg; Rätsch, Gunnar

Oqtans: a Galaxy-integrated workflow for quantitative transcriptome analysis from NGS Data

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Springer Science and Business Media LLC, 2011

Published in: BMC Bioinformatics, 12 (2011) S11

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