Business Intelligence Competence Center (BICC)

Das Business Intelligence Competence Center (BICC) hat sich aus dem Business-Intelligence und Datenbanklabor weiter entwickelt. Diese Weiterentwicklung verdeutlicht die Weiterentwicklung der Business Intelligence um Data Analytics und Big Data Themen.

In der Historie der Business Intelligence verankert beschäftigt sich das BICC mit klassischen BI-Themen wie dem Design und der Erprobung klassischer BI- und Data Warehouse-Lösungen. Hierfür kommen gängige Softwarelösungen von SAP, Microsoft, QlikTech und anderen zum Einsatz.

Darüber hinaus bietet das BICC eine Grundlage für eine die Erprobung von Big Data Lösungen und zugehörige Datenauswertungen. Für Studierende steht dabei die Verwendung von Big Data Architekturen im Kontext komplexer Analysemethoden (wie z.B. maschinelles Lernen) im Vordergrund.

Das BICC realisiert hierfür eine verteilte Architektur, in der mehrere Rechner zusammengeschlossen werden. Auf diesem Cluster können Lösungen gemäß Architekturkonzepten wie der Lambda-Architektur abgebildet und erprobt werden. Aktuell sind diverse Big Data Software-Lösungen installiert, welche für studentische Forschungszwecke genutzt werden können.

Forschungsgebiete

 

 

Established Research Areas

Internet of Things Analytics

  • Model Management
  • Model Individualization

Real-time and Complex Event Processing

  • Predictive Analytics
  • Business Process Monitoring

Big Data Analytics

  • Energy Analytics
  • Stream and Batch Integration

BI-Infrastructures / Architectures

  • Data Warehouses
  • BI-Project Management

 

New Endeavours

Human in the Loop Analytics
BI & VR Integration

Publikationen von BICC-Teammitgliedern

Publikationen von Teammitgliedern

  • Hausmann M.-D., Ziekow, H., "The Potential of Household Specific Feature Selection for Analysing Smart Home Time-Series Data" in Smart Objects, Systems and Technologies (Smart SysTech), 2016 European Conference on IEEE.
  • Alessandro Leonardi, Holger Ziekow, Martin Strohbach, Panayotis Kikiras, "Dealing with Data Quality in Smart Home Environments - Lessons Learned from a Smart Grid Pilot", J. Sensor and Actuator Networks 5(1), 2016
  • T. Hasan, Panayotis Kikiras, Alessandro Leonardi, Holger Ziekow, Jörg Daubert, "Cloud-based IoT Analytics for the Smart Grid: Experiences from a 3-year Pilot", Proceedings of the 10th International Conference on Testbeds and Research Infrastructures for the Development of Networks & Communities (TRIDENTCOM), 2015
  • Strohbach, M., Ziekow, H., Gazis, V., & Akiva, N., "Towards a big data analytics framework for IoT and smart city applications" in Modeling and Processing for Next-Generation Big-Data Technologies (pp. 257-282), Springer International Publishing, 2015
  • Monika Frey-Luxemburger, "Wissensmanagement - Grundlagen und praktische Anwendung", Vieweg+Teubner Verlag, 2014
  • Christoph Goebel, Hans-Arno Jacobsen, Victor del Razo, Christoph Doblander, José Rivera, Jens P. Ilg, Christoph M. Flath, Hartmut Schmeck, Christof Weinhardt, Daniel Pathmaperuma, Hans-Jürgen Appelrath, Michael Sonnenschein, Sebastian Lehnhoff, Oliver Kramer, Thorsten Staake, Elgar Fleisch, Dirk Neumann, Jens Strüker, Koray Erek, Rüdiger Zarnekow, Holger Ziekow, Jörg Lässig, "Energy Informatics - Current and Future Research Directions", Business & Information Systems Engineering 6(1): 25-31, 2014
  • Matthias Weidlich, Holger Ziekow, Avigdor Gal, Jan Mendling, Mathias Weske, "Optimizing Event Pattern Matching Using Business Process Models", IEEE Trans. Knowl. Data Eng. 26(11): 2759-2773, 2014
  • Knud Eike Buchmann, Monika Frey-Luxemburger, "Der Ton macht die Musik", Fachratgeber Klett-Cotta, 2014
  • Leonardi, A., Ziekow, H., Konchalenkov, D., & Rogozina, A., "Detecting Smart Plug Configuration Changes in Smart Homes" in Smart Objects, Systems and Technologies (Smart SysTech), 2014 European Conference on (pp. 1-7). IEEE
  • Holger Ziekow, Christoph Doblander, Christoph Goebel, and Hans-Arno Jacobsen, "Forecasting Household Electricity Demand with Complex Event Processing: Insights from a Prototypical Solution", Middleware Conference, Beijing, China, 2013
  • Holger Ziekow, Christoph Goebel, Jens Strüker, and Hans-Arno Jacobsen, "The potential of smart home sensors in forecasting household electricity demand", In IEEE International Conference on Smart Grid Communications (SmartGridComm), pp. 229-234, 2013
  • Claas Busemann, Vangelis Gazis, Richard Gold, Panayotis Kikiras, A. Leonardi, J. Mirkovic, M. Walther, and Holger Ziekow, "Integrating Sensor Networks for Energy Monitoring with Service-Oriented Architectures", International Journal of Distributed Sensor Networks, 2013
  • Agnès Voisard and Holger Ziekow, "Modeling trade-offs in the design of sensor-based event processing infrastructures", Information Systems Frontiers, vol. 14, no. 2: 317-330, 2012
  • Till J. Winkler, Holger Ziekow, and Martin Weinberg, "Municipal benefits of participatory urban sensing: A simulation approach and case validation", Journal of theoretical and applied electronic commerce research 7, no. 3: 101-120, 2012
  • Claas Busemann, Vangelis Gazis, Richard Gold, Panayotis Kikiras, Aleksandra Kovacevic, Alessandro Leonardi, Jelena Mirkovic, Maximilian Walther, and Holger Ziekow, "Enabling the usage of sensor networks with service-oriented architectures" In Proceedings of the 7th International Workshop on Middleware Tools, Services and Run-Time Support for Sensor Networks, p. 1. ACM, 2012
  • Matthias Weidlich, Holger Ziekow, Jan Mendling, Oliver Günther, Mathias Weske, and Nirmit Desai, "Event-based monitoring of process execution violations", In Business Process Management, pp. 182-198. Springer Berlin Heidelberg, 2011
  • Steffen Kunz, Benjamin Fabian, Holger Ziekow, and Dirk Bade, "From Smart Objects to Smarter Workflows - An Architectural Approach" in Enterprise Distributed Object Computing Conference Workshops (EDOCW), 15th IEEE International, pp. 194-203, 2011
  • Holger Ziekow and Jens Strüker, "Inter-organizational Integration of Smart Objects: White Spots in the Solution Landscape", Americas Conference on Information Systems (AMCIS), 2011
  • Agnès Voisard and Holger Ziekow, "ARCHITECT: A layered framework for classifying technologies of event-based systems", Information Systems 36, no. 6: 937-957, 2011
  • Sergei Evdokimov, Benjamin Fabian, Oliver Günther, Lenka Ivantysynova and Holger Ziekow, "RFID and the Internet of Things: Technology, Applications, and Security Challenges", Foundations and Trends in Technology, Information and Operations Management 4, no. 2: 105-185, 2010
  • Matthias Weidlich, Holger Ziekow, and Jan Mendling, "Optimising complex event queries over business processes using behavioural profiles" in Business Process Management Workshops, pp. 743-754. Springer Berlin Heidelberg, 2011
  • Holger Ziekow, Benjamin Fabian, Cristian Müller and Oliver Günther, "RFID in the Cloud: A Service for High-Speed Data Access in Distributed Value Chains" iIn proceedings of the Americas Conference on Information Systems (AMCIS), 2010
  • Holger Ziekow, Lenka Ivantysynova, and Oliver Günther, "RFID Data Cleaning for Shop Floor Applications", in Unique Radio Innovation for the 21st Century, pp. 143-160. Springer Berlin Heidelberg, 2011
  • Holger Ziekow, Lenka Ivantysynova, and Oliver Günther, "Architectural Patterns for RFID Applications in Manufacturing" in proceedings of the European Conference on Information Systems (ECIS), 2010
  • Agnès Voisard and Holger Ziekow, "Designing sensor-based event processing infrastructures" in System Sciences (HICSS), 43rd Hawaii International Conference on, pp. 1-10. IEEE, 2010
  • Holger Ziekow, Benjamin Fabian, and Christian Müller, "High-Speed Access to RFID Data: Meeting Real-Time Requirements in Distributed Value Chains" in On the Move to Meaningful Internet Systems: OTM Workshops, pp. 142-151. Springer Berlin Heidelberg, 2009
  • Holger Ziekow, "Exploiting Process Knowledge for Event Processing in Distributed Business Applications" in On the Move to Meaningful Internet Systems: OTM Workshops, pp. 277-281. Springer Berlin Heidelberg, 2009
  • Oliver Günther, Lenka Ivantysynova, Jochen Rode, and Holger Ziekow, "IT Infrastructures in Manufacturing: Insights from Seven Case Studies" in proceedings of the Americas Conference on Information Systems (AMCIS), p. 664, 2009
  • Holger Ziekow and Oliver Günther, "Sharing RFID and complex event data among organizations", Information Systems Frontiers 12, no. 5: 541-549, 2010
  • Lenka Ivantysynova, Michael Klafft, Holger Ziekow, Oliver Günther, and Seckin Kara, "RFID in manufacturing: The investment decision" in Pacific Asia International Conference on Information Systems, Hyderabad, India, 2009
  • Holger Ziekow, "RFID Integration into Enterprise Software Environments - A Technical and Economical Analysis with Use Cases from Manufacturing", Dissertation, Humboldt-Universität zu Berlin, 2008
  • Lenka Ivantysynova and Holger Ziekow, "Design Guidelines for RFID-Based Applications in Manufacturing" in proceedings of the European conference on information systems (ECIS), 2008
  • Holger Ziekow and Lenka Ivantysynova, "A probabilistic approach for cleaning RFID data" in Data Engineering Workshop at ICDE, 24th International Conference on, pp. 106-107. IEEE, 2008
  • Lenka Ivantysynova and Holger Ziekow, "RFID in Manufacturing: From Shop Floor to Top Floor", in RFID in Manufacturing, pp. 1-24, Springer Berlin Heidelberg, 2008
  • Lenka Ivantysynova, Holger Ziekow, Oliver Günther, Wolfhard Kletti and Uwe Kubach, "Six Case Studies", book chapter in RFID in Manufacturing, published by Springer, 2008
  • Lenka Ivantysynova, Holger Ziekow, Oliver Günther, Wolfhard Kletti, and Uwe Kubach, "Lessons Learned", book chapter in RFID in Manufacturing, published by Springer, 2008
  • Lenka Ivantysynova, Holger Ziekow, and Oliver Günther, "A guide to assess costs and benefits for RFID investments in manufacturing" in Proceeding of ICIS Workshop on E-business, Montreal, Canada, 2007
  • Holger Ziekow, "In-network event processing in a peer to peer broker network for the internet of things" in On the Move to Meaningful Internet Systems: OTM Workshops, pp. 970-979, Springer Berlin Heidelberg, 2007
  • Lenka Ivantysynova and Holger Ziekow, "RFID in der Produktion: Eine Fallstudie aus der Airbagindustrie" in GI Jahrestagung (1), pp. 95-98, 2007
  • Melanie Hartmann, Holger Ziekow and Max Mühlhäuser, "Context Aware Routing in Sensor Networks" in Communication in Distributed Systems (KiVS), ITG-GI Conference, pp. 1-6, VDE, 2007
  • Benjamin Fabian, Oliver Günther, Lenka Ivantysynova, Sarah Spiekermann and Holger Ziekow, "Sicherer Informationsaustausch im Internet der Dinge" in Internet der Dinge, pp. 179-190, Springer Berlin Heidelberg, 2007
  • Holger Ziekow, Artin Avanes, and Christof Bornhövd, "Service composition and deployment for a smart items infrastructure" in On the Move to Meaningful Internet Systems: OTM Workshops, pp. 10-11, Springer Berlin Heidelberg, 2006
  • Oliver Günther, Lenka Ivantysynova, Maximilian Teltzrow and Holger Ziekow, "Kooperation in RFID-gestützten Wertschöpfungsnetzen", Industrie Management 22, no. 3: 41-44, 2006
  • Holger Ziekow and Lenka Ivantysynova, "Stream processing in networks of smart devices" in Pervasive Services, ACS/IEEE International Conference on, pp. 269-272, 2006
  • Sarah Spiekermann and Holger Ziekow, "RFID: A systematic analysis of privacy threats and a 7-point plan to address them", Journal of Information System Security 1, no. 3: 2-17, 2006
  • Sarah Spiekermann and Holger Ziekow, "RFID: a 7-point plan to ensure privacy" in 13th European Conference on Information Systems, 2005
  • Sarah Spiekermann and Holger Ziekow, "Technische Analyse RFID-bezogener Angstszenarien", Berlin, Lehrstuhl für Wirtschaftsinformatik, Humboldt Universität zu Berlin, 2004
  • Geritt Tamm, Holger Ziekow, "The utility of learning management systems for institutes of higher education", in proceedings of the 15th Biennial Conference of the International Telecommunications Society (ITS), 2004

Patentschriften

  • HIERARCHICAL, MULTI-TIERED MAPPING AND MONITORING ARCHITECTURE FOR SERVICE-TO-DEVICE MAPPING FOR SMART ITEMS (submitted by Christof Bornhoevd, Artin Avanes, Brian S. Mo Matthias M. Wiemann, Holger Ziekow)
  • HIERARCHICAL, MULTI-TIERED MAPPING AND MONITORING ARCHITECTURE FOR SERVICE-TO-DEVICE RE-MAPPING FOR SMART ITEMS (submitted by Christof Bornhoevd, Artin Avanes, Brian S. Mo and Matthias M. Wiemann, Holger Ziekow)
  • COMPOSITION MODEL AND COMPOSITION VALIDATION ALGORITHM FOR UBIQUITOUS COMPUTING (submitted by Artin Avanes, Christof Bornhövd, Holger Ziekow)
  • SERVICE-TO-DEVICE RE-MAPPING FOR SMART ITEMS (submitted by Artin Avanes, Christof Bornhövd, Holger Ziekow)

Presse

Hier finden Sie Pressestimmen zum BICC-Labor der Fakultät Wirtschaftsinformatik.

Neues Labor bei der Wirtschaftsinformatik...mehr

Ansprechpartner

Prof. Dr. rer. pol. Monika Frey-Luxemburger
Fakultät Wirtschaftsinformatik
Telefon: 07723 920-2427
Campus Furtwangen, Raum I 2.04
Mehr erfahren
Prof. Dr. Holger Ziekow
Fakultät Wirtschaftsinformatik
Telefon: 07723 920-2938
Campus Furtwangen, Raum I 2.01
Mehr erfahren
Lucas Ortmeier, B.Sc.
Fakultät Wirtschaftsinformatik
Akademischer Mitarbeiter
Telefon: 07723 920-2930
Campus Furtwangen, Raum I 2.22
Krishna Prasad Chelakkatt, B.Sc.
Fakultät Wirtschaftsinformatik
Akademischer Mitarbeiter
Telefon: 07723 920-2932
Campus Furtwangen, Raum I 2.22