Anika Schumann 
contact information
Manager - Artificial Intelligence for Industries
Research Staff Member - Artificial Intelligence
Research Strategist - Cognitive Internet of ThingsIBM Research, Zurich, Switzerland +41
447248072
Research Staff Member - Artificial Intelligence
Research Strategist - Cognitive Internet of ThingsIBM Research, Zurich, Switzerland +41
447248072 links
Professional Associations
Professional Associations: Association for the Advancement of Artificial Intelligence (AAAI)2020
An Anomaly Detection and Explainability Framework using Convolutional Autoencoders for Data Storage Systems
Roy Assaf, Ioana Giurgiu, Jonas Pfefferle, Serge Monney, Haris Pozidis, Anika Schumann
Twenty-Ninth International Joint Conference on Artificial Intelligence (IJCAI), pp. 5228-5230, 2020
anomaly detection, computer data storage, pattern recognition, computer science, artificial intelligence
Roy Assaf, Ioana Giurgiu, Jonas Pfefferle, Serge Monney, Haris Pozidis, Anika Schumann
Twenty-Ninth International Joint Conference on Artificial Intelligence (IJCAI), pp. 5228-5230, 2020
anomaly detection, computer data storage, pattern recognition, computer science, artificial intelligence
2019
Explainable Failure Predictions with RNN Classifiers based on Time Series Data
Ioana Giurgiu, Anika Schumann
Network Interpretability for Deep Learning Workshop @ AAAI, 2019
Ioana Giurgiu, Anika Schumann
Network Interpretability for Deep Learning Workshop @ AAAI, 2019
MTEX-CNN: Multivariate Time Series EXplanations for Predictions with Convolutional Neural Networks
Roy Assaf, Ioana Giurgiu, Frank Bagehorn, Anika Schumann
2019 IEEE International Conference on Data Mining (ICDM), pp. 952--957
Roy Assaf, Ioana Giurgiu, Frank Bagehorn, Anika Schumann
2019 IEEE International Conference on Data Mining (ICDM), pp. 952--957
Additive Explanations for Anomalies Detected from Multivariate Temporal Data
Ioana Giurgiu, Anika Schumann
CIKM, 2019
Ioana Giurgiu, Anika Schumann
CIKM, 2019
Explainable deep neural networks for multivariate time series predictions
Roy Assaf, Anika Schumann
28th International Joint Conference on Artificial Intelligence (IJCAI), pp. 6488--6490, 2019
Roy Assaf, Anika Schumann
28th International Joint Conference on Artificial Intelligence (IJCAI), pp. 6488--6490, 2019
2017
Semantic Diagnosis Approach for Buildings
Joern Ploennigs, Michael Maghella, Anika Schumann, Bei Chen
IEEE Transactions on Industrial Informatics 13(6), 3399-3410, 2017
Joern Ploennigs, Michael Maghella, Anika Schumann, Bei Chen
IEEE Transactions on Industrial Informatics 13(6), 3399-3410, 2017
From Semantic Models to Cognitive Buildings
Joern Ploennigs, Anika Schumann
31st American National Conference on Artificial Intelligence (AAAI-17), 2017
Joern Ploennigs, Anika Schumann
31st American National Conference on Artificial Intelligence (AAAI-17), 2017
2015
Minimizing User Involvement for Accurate Ontology Matching Problems
Anika Schumann, Freddy Lecue
29th American National Conference on Artificial Intelligence (AAAI-15), 2015
Anika Schumann, Freddy Lecue
29th American National Conference on Artificial Intelligence (AAAI-15), 2015
2014
Exploiting the Semantic Web for Systems Diagnosis
Anika Schumann, Freddy L\'ecu\'e, Joern Ploennigs
21st European Conference on Artificial Intelligence (ECAI-14), 2014
Anika Schumann, Freddy L\'ecu\'e, Joern Ploennigs
21st European Conference on Artificial Intelligence (ECAI-14), 2014
Statistical anomaly detection in mean and variation of energy consumption
Chen, B, Sinn, M, Ploennigs, J., Schumann, A.
International Conference on Pattern Recognition (ICPR), pp. 3570--3575, 2014
Chen, B, Sinn, M, Ploennigs, J., Schumann, A.
International Conference on Pattern Recognition (ICPR), pp. 3570--3575, 2014
BEAD-building energy asset discovery tool for automating smart building analytics: demo abstract
Joern Ploennigs, Bernard Gorman, Niall Brady, Anika Schumann
Proceedings of the 1st ACM Conference on Embedded Systems for Energy-Efficient Buildings, pp. 194--195, 2014
Joern Ploennigs, Bernard Gorman, Niall Brady, Anika Schumann
Proceedings of the 1st ACM Conference on Embedded Systems for Energy-Efficient Buildings, pp. 194--195, 2014
Towards automating the deployment of energy saving approaches in buildings
Anika Schumann, Joern Ploennigs, Bernard Gorman
Proceedings of the 1st ACM Conference on Embedded Systems for Energy-Efficient Buildings, pp. 164--167, 2014
Anika Schumann, Joern Ploennigs, Bernard Gorman
Proceedings of the 1st ACM Conference on Embedded Systems for Energy-Efficient Buildings, pp. 164--167, 2014
Adapting semantic sensor networks for smart building diagnosis
Joern Ploennigs, Anika Schumann, Freddy L\'ecu\'e
13th International Semantic Web Conference (ISWC-14), pp. 308--323, 2014
Joern Ploennigs, Anika Schumann, Freddy L\'ecu\'e
13th International Semantic Web Conference (ISWC-14), pp. 308--323, 2014
Extending semantic sensor networks for automatically tackling smart building problems
Joern Ploennigs, Anika Schumann, Freddy Lecue
ECAI/PAIS-Eu. Conf. on Artificial Intelligence-Prestigious Applications of Intelligent Systems, 2014
Joern Ploennigs, Anika Schumann, Freddy Lecue
ECAI/PAIS-Eu. Conf. on Artificial Intelligence-Prestigious Applications of Intelligent Systems, 2014
SPUD—Semantic Processing of Urban Data
Spyros Kotoulas, Vanessa Lopez, Raymond Lloyd, Marco Luca Sbodio, Freddy Lecue, Martin Stephenson, Elizabeth Daly, Veli Bicer, Aris Gkoulalas-Divanis, Giusy Di Lorenzo, Anika Schumann, Pol Mac Aonghusa
Web Semantics: Science, Services and Agents on the World Wide Web 24(0), 11 - 17, 2014
The Semantic Web Challenge 2012
Spyros Kotoulas, Vanessa Lopez, Raymond Lloyd, Marco Luca Sbodio, Freddy Lecue, Martin Stephenson, Elizabeth Daly, Veli Bicer, Aris Gkoulalas-Divanis, Giusy Di Lorenzo, Anika Schumann, Pol Mac Aonghusa
Web Semantics: Science, Services and Agents on the World Wide Web 24(0), 11 - 17, 2014
The Semantic Web Challenge 2012
2013
Exploiting generalized additive models for diagnosing abnormal energy use in buildings
Joern Ploennigs, Bei Chen, Anika Schumann, Niall Brady
Proceedings of the 5th ACM Workshop on Embedded Systems For Energy-Efficient Buildings, pp. 1--8, 2013
Joern Ploennigs, Bei Chen, Anika Schumann, Niall Brady
Proceedings of the 5th ACM Workshop on Embedded Systems For Energy-Efficient Buildings, pp. 1--8, 2013
2012
Workshop on AI Problems and Approaches for Intelligent Environments
Sebastian Bader, Anika Schumann, Stephan Sigg
2012 - lirmm.fr
Sebastian Bader, Anika Schumann, Stephan Sigg
2012 - lirmm.fr
A Prototype for Semantic based Diagnosis of Road Traffic Congestions
Marco Luca Sbodio, Freddy Lecue, Anika Schumann
11th International Semantic Web Conference ISWC 2012, pp. 57
Marco Luca Sbodio, Freddy Lecue, Anika Schumann
11th International Semantic Web Conference ISWC 2012, pp. 57
Applying Semantic Web Technologies for Diagnosing Road Traffic Congestions
Freddy Lecue, Anika Schumann, Marco Luca Sbodio
In Proceedings of the 11th International Semantic Web Conference (ISWC 2012), pp. 114--130, Springer
Freddy Lecue, Anika Schumann, Marco Luca Sbodio
In Proceedings of the 11th International Semantic Web Conference (ISWC 2012), pp. 114--130, Springer
2011
Adaptable Fault Identification for Smart Buildings
Anika Schumann, Jer Hayes, Pascal Pompey, Olivier Verscheure
Artificial Intelligence and Smarter Living: The Conquest of Complexity, Papers from the 2011 AAAI Workshop, San Francisco, California, USA, August 8, 2011
Anika Schumann, Jer Hayes, Pascal Pompey, Olivier Verscheure
Artificial Intelligence and Smarter Living: The Conquest of Complexity, Papers from the 2011 AAAI Workshop, San Francisco, California, USA, August 8, 2011
Predicting the Distribution of Thermal Comfort Votes
Anika Schumann, and Nic Wilson
24th International Conference on Industrial, Engineering & Other Applications of Applied Intelligent Systems (IEA-AIE-11), 2011
Anika Schumann, and Nic Wilson
24th International Conference on Industrial, Engineering & Other Applications of Applied Intelligent Systems (IEA-AIE-11), 2011
2010
Learning User Preferences to Maximise Occupant Comfort in Office Buildings
Anika Schumann, Nic Wilson and Mateo Burillo
23th International Conference on Industrial, Engineering & Other Applications of Applied Intelligent Systems (IEA-AIE-10), 2010
Anika Schumann, Nic Wilson and Mateo Burillo
23th International Conference on Industrial, Engineering & Other Applications of Applied Intelligent Systems (IEA-AIE-10), 2010
Predicting the desired thermal comfort conditions for shared offices
Anika Schumann, Mateo Burillo and Nic Wilson
International Conference on Computing in Civil and Building Engineering (ICCCBE-10), 2010
Anika Schumann, Mateo Burillo and Nic Wilson
International Conference on Computing in Civil and Building Engineering (ICCCBE-10), 2010
Computation of Cost-Optimal Definitely Distinguishing Tests
Anika Schumann, Jinbo Huang and Martin Sachenbacher
24th American National Conference on Artificial Intelligence (AAAI-10), 2010
Anika Schumann, Jinbo Huang and Martin Sachenbacher
24th American National Conference on Artificial Intelligence (AAAI-10), 2010
A Decentralised Symbolic Diagnosis Approach
Anika Schumann, Yannick Pencole and Sylvie Thiebaux
19th European Conference on Artificial Intelligence (ECAI-10), 2010
Anika Schumann, Yannick Pencole and Sylvie Thiebaux
19th European Conference on Artificial Intelligence (ECAI-10), 2010
2009
Constraint-Based Optimal Testing Using DNNF Graphs
Anika Schumann, Martin Sachenbacher and Jinbo Huang
15th International Conference on Principles and Practice of Constraint Programming (CP-09), Lisbon (Portugal), 2009
Anika Schumann, Martin Sachenbacher and Jinbo Huang
15th International Conference on Principles and Practice of Constraint Programming (CP-09), Lisbon (Portugal), 2009
2008
A Scalable Jointree Algorithm for Diagnosability
Anika Schumann, and Jinbo Huang
23rd American National Conference on Artificial Intelligence (AAAI-08), 2008
Anika Schumann, and Jinbo Huang
23rd American National Conference on Artificial Intelligence (AAAI-08), 2008
Distributed Repair of Nondiagnosability
Anika Schumann, Wolfgang Mayer and Markus Stumptner
18th European Conference on Artificial Intelligence (ECAI-08), 2008
Anika Schumann, Wolfgang Mayer and Markus Stumptner
18th European Conference on Artificial Intelligence (ECAI-08), 2008
2007
Scalable Diagnosability Checking of Event-driven Systems
Anika Schumann, and Yannick Pencole
20th International Joint Conference on Artificial Intelligence (IJCAI-07), pp. 575--580, 2007
Anika Schumann, and Yannick Pencole
20th International Joint Conference on Artificial Intelligence (IJCAI-07), pp. 575--580, 2007
A Spectrum of Symbolic On-line Diagnosis Approaches
Anika Schumann, Yannick Pencole, and Sylvie Thiebaux
22nd American National Conference on Artificial Intelligence (AAAI-07), 2007
Anika Schumann, Yannick Pencole, and Sylvie Thiebaux
22nd American National Conference on Artificial Intelligence (AAAI-07), 2007
2006
Towards Low-cost Diagnosis of Component-based Systems
Yannick Pencole, Dmitry Kamenetsky and Anika Schumann
6th IFAC Symposium on Fault Detection, Supervision and Safety of Technical Processes (SAFEPROCESS-06), 2006
Yannick Pencole, Dmitry Kamenetsky and Anika Schumann
6th IFAC Symposium on Fault Detection, Supervision and Safety of Technical Processes (SAFEPROCESS-06), 2006
Efficient On-line Failure Identification for Discrete-event Systems
Anika Schumann, and Yannick Pencole
6th IFAC Symposium on Fault Detection, Supervision and Safety of Technical Processes (SAFEPROCESS-06), 2006
Anika Schumann, and Yannick Pencole
6th IFAC Symposium on Fault Detection, Supervision and Safety of Technical Processes (SAFEPROCESS-06), 2006
2004
Symbolic Models for Diagnosing Discrete-Event Systems
Anika Schumann, Yannick Pencole and Sylvie Thiebaux
16th European Conference on Artificial Intelligence (ECAI-04), 2004
Anika Schumann, Yannick Pencole and Sylvie Thiebaux
16th European Conference on Artificial Intelligence (ECAI-04), 2004