Christopher Mutschler
Dr.-Ing. Christopher Mutschler
2024
On-Device Training of Fully Quantized Deep Neural Networks on Cortex-M Microcontrollers
In: IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (2024)
ISSN: 0278-0070
DOI: 10.1109/TCAD.2024.3484354
URL: https://ieeexplore.ieee.org/document/10726519
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Uncertainty-Based Fingerprinting Model Monitoring for Radio Localization
In: IEEE Journal of Indoor and Seamless Positioning and Navigation (2024)
ISSN: 2832-7322
Open Access: https://ieeexplore.ieee.org/abstract/document/10526425
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2023
Just a Matter of Scale? Reevaluating Scale Equivariance in Convolutional Neural Networks
2023 International Joint Conference on Neural Networks (IJCNN) (Gold Coast, Australia, 18.06.2023 - 23.06.2023)
In: Proc. Intl. Joint Conf. Neural Netw. (IJCNN) 2023
DOI: 10.1109/IJCNN54540.2023.10191724
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microYOLO: Towards Single-Shot Object Detection on Microcontrollers
4th Workshop on IoT, Edge, and Mobile for Embedded Machine Learning (ITEM) (Torino, 18.09.2023 - 22.09.2023)
Open Access: https://arxiv.org/abs/2408.15865
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Multipath Delay Estimation in Complex Environments using Transformer
13th International Conference on Indoor Positioning and Indoor Navigation (IPIN) (Nuremberg, Germany, 25.09.2023 - 28.09.2023)
In: Proc. 13th International Conference on Indoor Positioning and Indoor Navigation (IPIN 2023) 2023
DOI: 10.1109/IPIN57070.2023.10332470
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Uncertainty-based Fingerprinting Model Selection for Radio Localization
13th International Conference on Indoor Positioning and Indoor Navigation (IPIN) (Nuremberg, Germany, 25.09.2023 - 28.09.2023)
In: Proc. 13th International Conference on Indoor Positioning and Indoor Navigation (IPIN 2023) 2023
DOI: 10.1109/IPIN57070.2023.10332531
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Indoor Localization with Robust Global Channel Charting: A Time-Distance-Based Approach
In: IEEE Transactions on Machine Learning in Communications and Networking 1 (2023), p. 1-15
ISSN: 2831-316X
DOI: 10.1109/TMLCN.2023.3256964
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2022
Complementary Semi-Deterministic Clusters for Realistic Statistical Channel Models for Positioning
(2022), p. 1-6
DOI: 10.48550/ARXIV.2207.07837
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(Techreport)
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Towards Realistic Statistical Channel Models For Positioning: Evaluating the Impact of Early Clusters
(2022), p. 1-5
DOI: 10.48550/ARXIV.2207.07838
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(Techreport)
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Position Tracking using Likelihood Modeling of Channel Features with Gaussian Processes
arXiv:2203.13110 [eess] (2022), p. 1-10
DOI: 10.48550/ARXIV.2203.13110
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Delay Estimation in Dense Multipath Environments using Time Series Segmentation
IEEE Wireless Communications and Networking Conference (WCNC) (Austin, Texas, 10.04.2022 - 13.04.2022)
In: Proc. Intl. Conf. IEEE Wireless Communications and Networking Conference (WCNC) 2022
DOI: 10.1109/WCNC51071.2022.9771875
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Hierarchical learning for model predictive collision avoidance
10th Vienna International Conference on Mathematical Modelling (MATHMOD 22) (Vienna (Austria), 27.07.2022 - 29.07.2022)
In: IFAC PapersOnLine 2022
DOI: 10.1016/j.ifacol.2022.09.121
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IALE: Imitating Active Learner Ensembles
In: Journal of Machine Learning Research 23 (2022), p. 1-29
ISSN: 1532-4435
URL: http://jmlr.org/papers/v23/21-0387.html
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Joint Classification and Trajectory Regression of Online Handwriting using a Multi-Task Learning Approach
22nd IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) (Waikoloa, HI)
In: 2022 IEEE WINTER CONFERENCE ON APPLICATIONS OF COMPUTER VISION (WACV 2022), LOS ALAMITOS: 2022
DOI: 10.1109/WACV51458.2022.00131
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2021
Accuracy-Aware Compression of Channel Impulse Responses using Deep Learning
International Conference on Indoor Positioning and Indoor Navigation (IPIN2021) (Lloret de Mar, 29.11.2021 - 02.12.2021)
In: Proceedings of the International Conference on Indoor Positioning and Indoor Navigation (IPIN 2021) 2021
DOI: 10.1109/IPIN51156.2021.9662545
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Robust ToA-Estimation using Convolutional Neural Networks on Randomized Channel Models
International Conference on Indoor Positioning and Indoor Navigation (IPIN 2021) (Lloret de Mar, Spain, 29.11.2021 - 02.12.2021)
In: Proceedings of the International Conference on Indoor Positioning and Indoor Navigation (IPIN 2021) 2021
DOI: 10.1109/IPIN51156.2021.9662625
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Contact Tracing with the Exposure Notification Framework in the German Corona-Warn-App
2021 International Conference on Indoor Positioning and Indoor Navigation (IPIN) (Lloret de Mar, 29.11.2021 - 02.12.2021)
In: Proceedings of the International Conference on Indoor Positioning and Indoor Navigation (IPIN 2021) 2021
DOI: 10.1109/IPIN51156.2021.9662591
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Estimating TOA Reliability with Variational Autoencoders
In: IEEE Sensors Journal (2021), p. 1-6
ISSN: 1530-437X
DOI: 10.1109/JSEN.2021.3101933
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2020
Real-Time Gait Reconstruction for Virtual Reality Using a Single Sensor
2020 IEEE International Symposium on Mixed and Augmented Reality, ISMAR-Adjunct 2020 (Ipojuca, Pernambuco, 09.11.2020 - 13.11.2020)
In: Adjunct Proceedings of the 2020 IEEE International Symposium on Mixed and Augmented Reality, ISMAR-Adjunct 2020 2020
DOI: 10.1109/ISMAR-Adjunct51615.2020.00037
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RNN-aided Human Velocity Estimation from a Single IMU
In: Sensors 13 (2020), p. 1-31
ISSN: 1424-8220
DOI: 10.3390/s20133656
URL: https://www.mdpi.com/1424-8220/20/13/3656
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Localization Limitations of ARCore, ARKit, and Hololens in Dynamic Large-Scale Industry Environments
15th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (GRAPP 2020) (Valletta, 27.02.2020 - 29.02.2020)
In: Kadi Bouatouch, A. Augusto Sousa, Jose Braz (ed.): Proceedings of the 15th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications - Volume 1: GRAPP, Portugal: 2020
DOI: 10.5220/0008989903070318
URL: http://www.grapp.visigrapp.org/
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The OnHW Dataset: Online Handwriting Recognition from IMU-Enhanced Ballpoint Pens with Machine Learning
In: Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies 4 (2020), p. 1-20
ISSN: 2474-9567
DOI: 10.1145/3411842
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2019
A Bidirectional LSTM for Estimating Dynamic Human Velocities from a Single IMU
10th International Conference on Indoor Positioning and Indoor Navigation (IPIN) (Pisa, 30.09.2019 - 03.10.2019)
In: IEEE (ed.): Proceedings of the 10th International Conference on Indoor Positioning and Indoor Navigation (IPIN) 2019
DOI: 10.1109/IPIN.2019.8911814
URL: https://www2.cs.fau.de/publication/download/IPIN2019.pdf
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Sick Moves! Motion Parameters as Indicators of Simulator Sickness
In: IEEE Transactions on Visualization and Computer Graphics 25 (2019), p. 3146-3157
ISSN: 1077-2626
DOI: 10.1109/TVCG.2019.2932224
URL: https://ieeexplore.ieee.org/document/8798880
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A Framework for Location-Based VR Applications
GI VR/AR Workshop 2019 (Fulda, 17.09.2019 - 18.09.2019)
In: Gesellschaft für Informatik e.V. (ed.): Virtuelle und Erweiterte Realitat: 16. Workshop der GI-Fachgruppe VR/AR (Berichte aus der Informatik) 2019
URL: https://downloads.hci.informatik.uni-wuerzburg.de/2019-gi-vr-ar-framework-for-location-based-vr-applications.pdf
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A Deep Learning Approach to Position Estimation from Channel Impulse Responses
In: Sensors 19 (2019), p. 1-23
ISSN: 1424-8220
DOI: 10.3390/s19051064
URL: https://www.mdpi.com/1424-8220/19/5/1064
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Visual-Odometry-aided Pose Regression for 6DoF Camera Localization
(2019)
URL: https://arxiv.org/pdf/1912.08263.pdf
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2018
Head-to-Body-Pose Classification in No-Pose VR Tracking Systems
25th IEEE Conference on Virtual Reality and 3D User Interfaces (IEEE VR 2018) (Reutlingen, 18.03.2018 - 22.03.2018)
In: Proceedings of the 25th IEEE Conference on Virtual Reality and 3D User Interfaces (IEEE VR 2018) 2018
DOI: 10.1109/VR.2018.8446495
URL: http://www2.informatik.uni-erlangen.de/publication/download/IEEE-VR2018b.pdf
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Human Compensation Strategies for Orientation Drifts
25th IEEE Conference on Virtual Reality and 3D User Interfaces (Reutlingen, 18.03.2018 - 22.03.2018)
In: Proceedings of the 25th IEEE Conference on Virtual Reality and 3D User Interfaces (IEEE VR 2018) 2018
DOI: 10.1109/VR.2018.8446300
URL: https://www2.cs.fau.de/publication/download/IEEE-VR2018a.pdf
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Supervised Learning for Yaw Orientation Estimation
(2018)
ISSN: 2471-917X
DOI: 10.1109/IPIN.2018.8533811
URL: https://www2.cs.fau.de/publication/download/IPIN2018a.pdf
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Recurrent Neural Networks on Drifting Time-of-Flight Measurements
9th International Conference on Indoor Positioning and Indoor Navigation (IPIN 2018) (Nantes, 24.09.2018 - 27.09.2018)
In: Proceedings of the 9th International Conference on Indoor Positioning and Indoor Navigation (IPIN 2018) 2018
DOI: 10.1109/IPIN.2018.8533813
URL: https://www2.cs.fau.de/publication/download/IPIN2018b.pdf
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Indoor Positioning using OFDM-based Visible Light Communication System
9th International Conference on Indoor Positioning and Indoor Navigation (IPIN) (Nantes, 24.09.2018 - 27.09.2018)
In: 2018 NINTH INTERNATIONAL CONFERENCE ON INDOOR POSITIONING AND INDOOR NAVIGATION (IPIN 2018), NEW YORK: 2018
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Optical Camera Communication for Active Marker Identification in Camera-based Positioning Systems
15th Workshop on Positioning, Navigation and Communications (WPNC'18) (Bremen, 25.10.2018 - 26.10.2018)
In: Proceedings of the 15th Workshop on Positioning, Navigation and Communications (WPNC'18) 2018
DOI: 10.1109/WPNC.2018.8555846
URL: https://www2.cs.fau.de/publication/download/WPNC2018.pdf
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A Location-Based VR Museum
10th International Conference on Virtual Worlds and Games for Serious Applications (VS Games 2018) (Würzburg, 05.09.2018 - 07.09.2018)
In: Proceedings of the 10th International Conference on Virtual Worlds and Games for Serious Applications (VS-Games 2018) 2018
DOI: 10.1109/VS-Games.2018.8493404
URL: http://doi.ieeecomputersociety.org/10.1109/VS-Games.2018.8493404
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Evaluation Criteria for Inside-Out Indoor Positioning Systems Based on Machine Learning
In: International Conference on Indoor Positioning and Indoor Navigation (IPIN), Nantes, France: 2018
DOI: 10.1109/ipin.2018.8533862
URL: https://ieeexplore.ieee.org/document/8533862
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Convolutional Neural Networks for Position Estimation in TDoA-based Locating Systems
9th International Conference on Indoor Positioning and Indoor Navigation (IPIN) (Nantes, 24.09.2018 - 27.09.2018)
In: IEEE (ed.): 2018 NINTH INTERNATIONAL CONFERENCE ON INDOOR POSITIONING AND INDOOR NAVIGATION (IPIN 2018), NEW YORK: 2018
DOI: 10.1109/IPIN.2018.8533766
URL: https://www.mad.tf.fau.de/files/2018/07/Convolutional-Neural-Networks-for-Position-Estimation-in-TDoA-based-Locating-Systems.pdf
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Super-Resolution in RSS-based Direction-of-Arrival Estimation
DOI: 10.1109/ipin.2018.8533684
URL: https://www.mad.tf.fau.de/files/2018/07/SuperResolutionInRSSBasedDirectionOfArrivalEstimation.pdf
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Beyond Replication: Augmenting Social Behaviors in Multi-User Social Virtual Realities
25th IEEE Conference on Virtual Reality and 3D User Interfaces (IEEE VR 2018) (Reutlingen, 18.03.2018 - 22.03.2018)
In: Proceedings of the 25th IEEE Conference on Virtual Reality and 3D User Interfaces (IEEE VR 2018) 2018
DOI: 10.1109/VR.2018.8447550
URL: https://www.hci.uni-wuerzburg.de/download/2018-ieeevr-behav-augm-preprint.pdf
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2017
Acoustical manipulation for redirected walking
23rd ACM Symposium on Virtual Reality Software and Technology (VRST '17) (Gothenburg, 08.11.2017 - 10.11.2017)
In: Proceedings of the 23rd ACM Symposium on Virtual Reality Software and Technology (VRST '17), New York: 2017
DOI: 10.1145/3139131.3141205
URL: https://www2.cs.fau.de/publication/download/VRST2017.pdf
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Social Augmentations in Multi-User Virtual Reality: A Virtual Museum Experience
2017 IEEE International Symposium on Mixed and Augmented Reality (ISMAR-Adjunct) (Nantes, 09.10.2017 - 13.10.2017)
In: Proceedings of the 2017 IEEE International Symposium on Mixed and Augmented Reality (ISMAR-Adjunct) 2017
DOI: 10.1109/ISMAR-Adjunct.2017.28
URL: http://ieeexplore.ieee.org/document/8088445/
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2016
Inter-Satellite Ranging in the Low Earth Orbit
10th IEEE/IET International Symposium on Communication Systems, Networks & Digital Signal Processing (CSNDSP'16) (Prague, Czech Republic, 20.07.2016 - 22.07.2016)
In: Proceedings of the 10th IEEE/IET International Symposium on Communication Systems, Networks & Digital Signal Processing (CSNDSP'16) 2016
DOI: 10.1109/CSNDSP.2016.7573920
URL: http://www2.informatik.uni-erlangen.de/publication/download/CSNDSP2016.pdf
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Virtual and augmented reality in sports-an overview and acceptance study
2016 ACM International Joint Conference on Pervasive and Ubiquitous Computing (UbiComp'16) (Heidelberg, 12.09.2016 - 16.09.2016)
In: Proc. of the 2016 ACM International Joint Conference on Pervasive and Ubiquitous Computing (UbiComp'16) 2016
DOI: 10.1145/2968219.2968572
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Low-Complexity PDoA-based Localization
7th International Conference on Indoor Positioning and Indoor Navigation (IPIN 2016) (Madrid, 04.10.2016 - 07.10.2016)
In: Proceedings of the 7th International Conference on Indoor Positioning and Indoor Navigation (IPIN 2016) 2016
DOI: 10.1109/IPIN.2016.7743692
URL: http://www2.informatik.uni-erlangen.de/publication/download/IPIN2016.pdf
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2015
Approximative Event Processing on Sensor Data Streams (Best Poster and Demostration Award)
9th ACM International Conference on Distributed Event-Based Systems (DEBS'15) (Oslo, 29.06.2015 - 03.07.2015)
In: Proceedings of the 9th ACM International Conference on Distributed Event-Based Systems (DEBS'15) 2015
DOI: 10.1145/2675743.2776767
URL: http://www2.informatik.uni-erlangen.de/publication/download/DEBS2015.pdf
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2014
Latency Minimization of Order-Preserving Distributed Event-Based Systems (Dissertation, 2014)
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Predictive Load Management in Smart Grid Environments
8th ACM International Conference on Distributed Event-Based Systems (DEBS'14) (Mumbai, 26.05.2014 - 29.05.2014)
In: Proceedings of the 8th ACM International Conference on Distributed Event-Based Systems (DEBS'14), New York: 2014
DOI: 10.1145/2611286.2611330
URL: http://www2.informatik.uni-erlangen.de/publication/download/DEBS2014.pdf
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Adaptive Speculative Processing of Out-of-Order Event Streams
In: ACM Transactions on Internet Technology 14 (2014), p. 4:1-4:24
ISSN: 1533-5399
DOI: 10.1145/2633686
URL: https://www2.cs.fau.de/publication/download/ACM_TOIT2014.pdf
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2013
Evolutionary Algorithms that use Runtime Migration of Detector Processes to Reduce Latency in Event-Based Systems
2013 NASA/ESA Conference on Adaptive Hardware and Systems (AHS-2013) (Torino, Italy, 25.06.2013 - 27.06.2013)
In: Proceedings of the 2013 NASA/ESA Conference on Adaptive Hardware and Systems (AHS-2013) 2013
DOI: 10.1109/AHS.2013.6604223
URL: http://www2.informatik.uni-erlangen.de/publication/download/AHS2013.pdf
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Distributed Low-Latency Out-of-Order Event Processing for High Data Rate Sensor Streams
27th IEEE International Parallel & Distributed Processing Symposium (IPDPS'13) (Boston, Massachusetts, 20.05.2013 - 24.05.2013)
In: Proceedings of 27th International Parallel and Distributed Processing Symposium (IPDPS'13) 2013
DOI: 10.1109/IPDPS.2013.29
URL: http://www2.informatik.uni-erlangen.de/publication/download/IPDPS2013.pdf
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Dynamic Low-Latency Distributed Event Processing of Sensor Data Streams
25th Workshop der GI-Fachgruppe Parallel-Algorithmen, -Rechnerstrukturen und -Systemsoftware (PARS 2013) (Erlangen, 11.04.2013 - 12.04.2013)
In: Parallel-Algorithmen und Rechnerstrukturen (PARS 2013) 2013
URL: http://www2.informatik.uni-erlangen.de/publication/download/PARS2013.pdf
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Reliable Speculative Processing of Out-of-Order Event Streams in Generic Publish/Subscribe Middlewares
7th ACM International Conference on Distributed Event-Based Systems (DEBS'13) (Arlington, Texas, 29.06.2013 - 03.07.2013)
In: Proceedings of the 7th ACM International Conference on Distributed Event-Based Systems (DEBS'13) 2013
DOI: 10.1145/2488222.2488263
URL: http://www2.informatik.uni-erlangen.de/publication/download/DEBS2013.pdf
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Runtime Migration of Stateful Event Detectors with Low-Latency Ordering Constraints
9th International Workshop on Sensor Networks and Systems for Pervasive Computing (San Diego, CA, 18.03.2013 - 22.03.2013)
In: Proceedings of the 2013 IEEE International Conference on Pervasive Computing and Communications Workshops 2013
DOI: 10.1109/PerComW.2013.6529567
URL: http://www2.informatik.uni-erlangen.de/publication/download/persens2013.pdf
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The DEBS 2013 Grand Challenge
7th ACM International Conference on Distributed Event-Based Systems (DEBS 2013) (Arlington, TX, USA, 29.06.2013 - 03.07.2013)
In: Proceedings of the 7th ACM International Conference on Distributed Event-Based Systems (DEBS 2013) 2013
DOI: 10.1145/2488222.2488283
URL: http://www2.informatik.uni-erlangen.de/publication/download/DEBS2013b.pdf
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2012
Learning Event Detection Rules with Noise Hidden Markov Models
2012 NASA/ESA Conference on Adaptive Hardware and Systems (AHS-2012) (Nuremberg, Germany, 25.06.2012 - 28.06.2012)
In: Proceedings of the 2012 NASA/ESA Conference on Adaptive Hardware and Systems (AHS-2012) 2012
DOI: 10.1109/AHS.2012.6268645
URL: http://www2.informatik.uni-erlangen.de/publication/download/AHS2012.pdf
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Towards a Distributed Self-Optimizing Event Processing System for Realtime Locating Systems (RTLS)
6th ACM International Conference on Distributed Event-Based Systems (DEBS'12) (Berlin, 16.06.2012 - 20.06.2012)
In: DEBS PhD Workshops, 6th ACM International Conference on Distributed Event-Based Systems 2012
URL: http://www2.informatik.uni-erlangen.de/publication/download/DEBS2012.pdf
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2011
Trajectory Behavior Language
2nd International Conference on Positioning and Context-Awareness (PoCA 2011) (Brussels, 24.03.2011 - 24.03.2011)
In: Proceedings of the 2nd International Conference on Positioning and Context-Awareness (PoCA 2011), Antwerpen: 2011
URL: http://www2.informatik.uni-erlangen.de/publication/download/PoCA2011b.pdf
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Online Data Stream Mining on Interactive Trajectories in Soccer Games
International Conference on Positioning and Context-Awareness (PoCA 2011) (Brussels, 24.03.2011 - 24.03.2011)
In: Proceedings of the 2nd International Conference on Positioning and Context-Awareness (PoCA 2011) 2011
URL: http://www2.informatik.uni-erlangen.de/publication/download/PoCA2011a.pdf
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2010
Online Data-Mining of trajectories in Real Time Location Systems (Diploma thesis, 2010)
URL: https://www2.informatik.uni-erlangen.de/teaching/thesis/download/i2D00393.pdf
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