Group leader, Senior Researcher, PhD
Group leader, Senior Researcher, PhD
PhD (KTH, Stockholm) and senior research scientist with focus on probabilistic network management approaches and Cloud/NFV/SDN technologies. Holds a M.Sc. degree from KTH in computer science with emphasis on autonomous systems and machine learning, and a B. Sc. on real-time systems.
She is the head of the Network Intelligence group, where she studies and develops probabilistic algorithms and models for decentralized Probabilistic Management in networked systems. The developed probabilistic approaches target fault management and performance monitoring, with focus on decentralized detection and localization of network faults, anomalies and performance degradations.
Gonzalez Prieto, Alberto and Gillblad, Daniel and Steinert, Rebecca and Miron, Avi (2011) Towards Decentralized Probabilistic Management. IEEE Communications Magazine, 49 (7). pp. 80-86. ISSN 0163-6804
Bohlin, Markus and Doganay, Kivanc and Kreuger, Per and Steinert, Rebecca and Wärja, Mathias (2010) Searching for Gas Turbine Maintenance Schedules. AI Magazine, 31 (1). pp. 21-36.
Steinert, Rebecca (2014) Probabilistic Fault Management in Networked Systems. KTH.
Kreuger, Per and Steinert, Rebecca (2015) Scalable in-network rate monitoring. In: IFIP/IEEE Integrated Network Management --- IM'15, May 11-15, 2015, Ottawa, Canada.
Steinert, Rebecca and Hess, Andrea (2015) Observing Software-defined Networks Using a Decentralized Link Monitoring Approach. In: IEEE NetSoft 2015.
Nemeth, Felician and Steinert, Rebecca and Kreuger, Per and Sköldström, Pontus (2015) Roles of DevOps tools in an automated, dynamic service creation architecture. In: IFIP/IEEE IM 2015.
John, Wolfgang and Meirosu, Catalin and Pechenot, Bertrand and Sköldström, Pontus and Kreuger, Per and Steinert, Rebecca (2015) Scalable Software Defined Monitoring for Service Provider DevOps. In: EWSDN 2015.
Kim, Juhoon and Meirosu, Catalin and Papafili, Ioanna and Steinert, Rebecca and Sharma, Sachin and Westphal, Joachim F. and Shukla, Apoorv and Nemeth, Felician and Manzalini, Antonio (2015) Service Provider DevOps for Large Scale Modern Network Services. In: FIP/IEEE IM Workshop on Business-driven IT Management (BDIM), 2015.
John, Wolfgang and Pentikousis, Konstantinos and Agapiou, George and Jacob, Eduardo and Kind, Mario and Manzalini, Antonio and Risso, Fulvio and Staessens, Dimitri and Steinert, Rebecca and Meirosu, Catalin (2013) Research directions in network service chaining. In: SDN4FNS 2013 .
Steinert, Rebecca and Gillblad, Daniel (2012) Performance Evaluation of a Distributed and Probabilistic Network Monitoring Approach. In: International Conference on Network and Service Management, 22-26 October 2012, Las Vegas, Nevada, USA.
Murray, P and Sefidcon, A. and Steinert, Rebecca and Fusenig, V. and Carapinha, J. (2012) Cloud Networking: An Infrastructure Service Architecture for the Wide Area. In: Future Network and MobileSummit 2012 .
Steinert, Rebecca and Gillblad, Daniel (2012) Performance evaluation of a distributed and probabilistic network monitoring approach. In: Network and service management (cnsm), 2012 8th international conference and 2012 workshop on systems virtualization management (svm).
Steinert, Rebecca and Gestrelius, Sara and Gillblad, Daniel (2011) A Distributed Spatio-Temporal Event Correlation Protocol for Multi-Layer Virtual Networks. In: Globcom 2011.
Bjurling, Björn and Steinert, Rebecca and Gillblad, Daniel (2011) Translation of Probabilistic QoS in a Decentralized Hierarchical Setting. In: 13th Symposium of APNOMS 2011.
Steinert, Rebecca and Gillblad, Daniel (2010) Long-term adaptation and distributed detection of local network changes. In: IEEE Global Telecommunications Conference GLOBECOM 2010, 6-10 December 2010, Miami, FL, USA.
Steinert, Rebecca and Gillblad, Daniel (2010) Towards Distributed and Adaptive Detection and Localisation of Network Faults. In: 2010 Sixth Advanced International Conference on Telecommunications, 9-15 May 2010, Barcelona, Spain.
Bohlin, Markus and Doganay, Kivanc and Kreuger, Per and Steinert, Rebecca and Wärja, Mathias (2009) A Tool for Gas Turbine Maintenance Scheduling. In: Twenty-First Conference on Innovative Applications of Artificial Intelligence (IAAI'09), 14-16 July 2009, Pasadena, CA, USA.
Gillblad, Daniel and Ferreira, Diogo and Steinert, Rebecca (2009) Estimating the Parameters of Randomly Interleaved Markov Models. In: 2009 International Conference on Data Mining Workshops, 6-9 Dec 2009, Miami, Florida.
Levin, Björn and Holst, Anders and Bohlin, Markus and Steinert, Rebecca and Aronsson, Martin (2008) Dynamic maintenance. In: The 21st International Congress and Exhibition On Condition Monitoring and Diagnostic Engineering Management (COMADEM'08), 11-13 June 2008, Prague, Czech Republic.
Bohlin, Markus and Forsgren, Malin and Holst, Anders and Levin, Björn and Aronsson, Martin and Steinert, Rebecca (2008) Reducing vehicle maintenance using condition monitoring and dynamic planning. In: The 4th IET International Conference on Railway Condition Monitoring (RCM'08), 18-20 June 2008, Derby, UK.
Gillblad, Daniel and Steinert, Rebecca and Holst, Anders (2008) Fault-tolerant incremental diagnosis with limited historical data. In: International Conference on Prognostics and Health Management 2008 (PHM'08), 6-9 October 2008, Denver, Colorado, USA.
Steinert, Rebecca and Gillblad, Daniel (2009) Distributed detection of latency shifts in networks. [SICS Report]
Steinert, Rebecca and Gillblad, Daniel (2009) An initial approach to distributed adaptive fault-handling in networked systems. [SICS Report]
Gillblad, Daniel and Holst, Anders and Steinert, Rebecca (2006) Fault-tolerant incremental diagnosis with limited historical data. [SICS Report]
Steinert, Rebecca (2014) Probabilistic Fault Management in Networked Systems. Doctoral thesis, KTH Royal Institute of Technology.