Staff

• Mathematical Optimization
• Machine Learning
• Caching and Computation Offloading in Wireless Networks
• Mobile Crowdsourcing

Teaching

• Fundamentals of Reinforcement Learning

Publications

• C. Hessinger, M. Schüßler, S. Klos, M. Kochanek, and R. Jakoby, "Numerical Optimization of an Open-Ended Coaxial Slot Applicator for the Detection and Microwave Ablation of Tumors," in MDPI Biology, vol. 10, no. 9: 914, Sep. 2021.
• S. Klos, "Context-Aware Decision Making in Wireless Networks: Optimization and Machine Learning Approaches, (opens in new tab) " Ph.D. Thesis, Technische Universität Darmstadt, Darmstädter Dissertationen D17, Aug 2019.
• G. H. Sim, S. Klos, A. Asadi, A. Klein and M. Hollick, "An Online Context-Aware Machine Learning Algorithm for 5G mmWave Vehicular Communications, (opens in new tab) " in IEEE/ACM Transactions on Networking, vol. 26, no. 6, pp. 2487-2500, Dec 2018.
• R. Hans, B. Richerzhagen, A. Rizk, U. Lampe, R. Steinmetz, S. Klos née Müller & A. Klein, "Little Boxes: A Dynamic Optimization Approach for Enhanced Cloud Infrastructures, (opens in new tab) " in Proc. European Conference on Service-Oriented and Cloud Computing (ESOCC), Como, Italy, Sep 2018.
• S. Klos née Müller, C. Tekin, M. van der Schaar & A. Klein, "Context-Aware Hierarchical Online Learning for Performance Maximization in Mobile Crowdsourcing, (opens in new tab) " in IEEE/ACM Transactions on Networking, vol. 26, no. 3, pp. 1334-1347, June 2018.
• A. Asadi, S. Müller, G. H. Sim, A. Klein & M. Hollick, "FML: Fast Machine Learning for 5G mmWave Vehicular Communications, (opens in new tab) " in Proc. IEEE International Conference on Computer Communications (INFOCOM), Honolulu, USA, Apr 2018.
• M. Fasil, S. Müller, H. Al-Shatri & A. Klein, "Exploiting Caching and Cross-Layer Transitions for Content Delivery in Wireless Multihop Networks, (opens in new tab) " in Proc. 2nd Content Caching and Delivery in Wireless Networks Workshop (CCDWN), Paris, France, May 2017.
• S. Müller, O. Atan, M. van der Schaar & A. Klein, "Context-Aware Proactive Content Caching with Service Differentiation in Wireless Networks, (opens in new tab) " IEEE Transactions on Wireless Communications, vol. 16, no. 2, pp. 1024-1036, Feb. 2017.
• S. Müller, O. Atan, M. van der Schaar & A. Klein, "Smart Caching in Wireless Small Cell Networks via Contextual Multi-Armed Bandits, (opens in new tab) " in Proc. IEEE International Conference on Communications (ICC), Kuala Lumpur, Malaysia, May 2016.
• M. Mousavi, S. Müller, H. Al-Shatri, B. Freisleben & A. Klein, "Multi-Hop Data Dissemination with Selfish Nodes: Optimal Decision and Fair Cost Allocation Based on the Shapley Value, (opens in new tab) " in Proc. IEEE International Conference on Communications (ICC), Kuala Lumpur, Malaysia, May 2016.
• H. Al-Shatri, S. Müller & A. Klein, "Distributed Algorithm for Energy Efficient Multi-Hop Computation Offloading, (opens in new tab) " in Proc. IEEE International Conference on Communications (ICC), Kuala Lumpur, Malaysia, May 2016.
• A. Frömmgen, S. Sadasivam, S. Müller, A. Klein & A. Buchmann, „Poster: Use your Senses: A Smooth Multipath TCP WiFi/Mobile Handover,“ in Proc. 21st Annual International Conference on Mobile Computing and Networking (MobiCom), Paris, France, Sep 2015.
• S. Müller, H. Al Shatri, M. Wichtlhuber, D. Hausheer & A. Klein, "Computation Offloading in Wireless Multi-Hop Networks: Energy Minimization via Multi-Dimensional Knapsack Problem, (opens in new tab) " in Proc. IEEE 26th Annual International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC), Hong Kong, China, Aug 2015.
• M. Wichtlhuber, S. Dargutev, S. Müller, A. Klein & D. Hausheer, „QTrade: A Quality of Experience Based Peercasting Trading Scheme,“ in Proc. IEEE International Conference on Peer-to-Peer Computing (P2P), Cambridge, USA, Aug 2015.