Dr. Dirk Hecker

Deputy Director

Dr. Dirk Hecker is Deputy Director of the Fraunhofer Institute for Intelligent Analysis and Information Systems IAIS and Managing Director of the »Fraunhofer Big Data and Artificial Intelligence Alliance« which is made up of more than 30 Fraunhofer institutes working in cross-sector Big Data research and technology development. The Fraunhofer Big Data AI Alliance is currently the largest association of institutes in a topic area within the Fraunhofer-Gesellschaft and accompanies companies on their way to becoming a data-driven company. The services offered range from market-driven Big Data solutions for individual problems to the qualification of junior staff as Data Scientists. In addition, Dr. Hecker is a member of the board of directors of the Fraunhofer Academy.

Dr. Hecker has many years experience in managing Data Mining and Machine Learning research and industry projects in the field of data mining and machine learning. His current focus of activity is in Big Data Analytics, Predictive Analytics, Deep Learning and Mobility Mining. Dr. Hecker studied geoinformatics at the universities of Cologne and Bonn; he obtained his doctorate at the University of Cologne.

Publications

Jahr
Year
Titel/Autor:in
Title/Author
Publikationstyp
Publication Type
2022 The why and how of trustworthy AI
Schmitz, Anna; Akila, Maram; Hecker, Dirk; Poretschkin, Maximilian; Wrobel, Stefan
Zeitschriftenaufsatz
Journal Article
2022 Data Ecosystems: A New Dimension of Value Creation Using AI and Machine Learning
Hecker, Dirk; Voß, Angelika; Wrobel, Stefan
Aufsatz in Buch
Book Article
2022 Sprachversteher
Hecker, Dirk; Paass, Gerhard
Zeitschriftenaufsatz
Journal Article
2022 Supporting Visual Exploration of Iterative Job Scheduling
Andrienko, Gennady; Andrienko, Natalia; Garcia, Jose Manuel Cordero; Hecker, Dirk; Vouros, George A.
Zeitschriftenaufsatz
Journal Article
2021 Vom Textgenerator zum digitalen Experten
Paaß, Gerhard; Hecker, Dirk
Zeitschriftenaufsatz
Journal Article
2021 Moderne Sprachtechnologien
Temath, Christian; Hecker, Dirk; Jovy-Klein, Florian; Lange, Mirco; Paass, Gerhard; Voß, Angelika; Walter, Oliver; Giesselbach, Sven; Köhler, Joachim; Lehmann, Jens
Studie
Study
2021 Leitfaden zur Gestaltung vertrauenswürdiger Künstlicher Intelligenz (KI-Prüfkatalog)
Poretschkin, Maximilian; Schmitz, Anna; Akila, Maram; Adilova, Linara; Becker, Daniel; Cremers, Armin B.; Hecker, Dirk; Houben, Sebastian; Mock, Michael; Rosenzweig, Julia; Sicking, Joachim; Schulz, Elena; Voß, Angelika; Wrobel, Stefan
Bericht
Report
2021 Constructing Spaces and Times for Tactical Analysis in Football
Andrienko, Gennady; Andrienko, Natalia; Anzer, Gabriel; Bauer, P.; Budziak, G.; Fuchs, Georg; Hecker, Dirk; Weber, H.; Wrobel, Stefan
Zeitschriftenaufsatz
Journal Article
2021 tanh Neurons are Bayesian Decision Makers
Bauckhage, Christian; Sifa, Rafet; Hecker, Dirk
Konferenzbeitrag
Conference Paper
2020 Künstliche Intelligenz
Paaß, Gerhard; Hecker, Dirk
Buch
Book
2020 Method and device for determining deformation of an object
Baumann, Daniel; Möller, Ronja; Vonolfen, Wolfgang; Hecker, Dirk; Bauckhage, Christian
Patent
2020 Deutsche Normungsroadmap Künstliche Intelligenz
Adler, R.; Kolomiichuk, Sergii; Hecker, Dirk; Lämmel, Philipp; Ma, Jackie; Marko, Angelina; Mock, Michael; Nagel, Tobias; Poretschkin, Maximilian; Rennoch, Axel; Röhler, Marcus; Ruf, Miriam; Schönhof, Raoul; Schneider, Martin A.; Tcholtchev, Nikolay; Ziehn, Jens; Böttinger, Konstantin; Jedlitschka, Andreas; Oala, Luis; Sperl, Philip; Wenzel, Markus; et. al.
Studie
Study
2020 Quantum Machine Learning. Eine Analyse zu Kompetenz, Forschung und Anwendung
Bauckhage, Christian; Brito, Eduardo; Daase, Inga; Franken, Lukas; Georgiev, Bogdan; Hecker, Dirk; Paschke, Adrian; Piatkowski, Nico; Soddemann, Thomas; Trabold, Daniel
Studie
Study
2019 Trustworthy Use of Artificial Intelligence
Cremers, Armin B.; Englander, Alex; Gabriel, Markus; Hecker, Dirk; Mock, Michael; Poretschkin, Maximilian; Rosenzweig, Julia; Rostalski, Frauke; Sicking, Joachim; Volmer, Julia; Voosholz, Jan; Voß, Angelika; Wrobel, Stefan
Paper
2019 Max-Sum Dispersion via Quantum Annealing
Bauckhage, Christian; Sifa, Rafet; Hecker, Dirk; Wrobel, Stefan
Konferenzbeitrag
Conference Paper
2019 Vertrauenswürdiger Einsatz von Künstlicher Intelligenz
Cremers, Armin B.; Englander, Alex; Gabriel, Markus; Hecker, Dirk; Mock, Michael; Poretschkin, Maximilian; Rosenzweig, Julia; Rostalski, Frauke; Sicking, Joachim; Volmer, Julia; Voosholz, Jan; Voß, Angelika; Wrobel, Stefan
Bericht
Report
2019 A QUBO Formulation of the k-Medoids Problem
Bauckhage, Christian; Piatkowski, Nico; Sifa, Rafet; Hecker, Dirk; Wrobel, Stefan
Konferenzbeitrag
Conference Paper
2019 Informed Machine Learning for Industry
Bauckhage, Christian; Schulz, Daniel; Hecker, Dirk
Zeitschriftenaufsatz
Journal Article
2019 Fraunhofer Big Data and Artificial Intelligence Alliance
Wrobel, Stefan; Hecker, Dirk
Aufsatz in Buch
Book Article
2018 Fraunhofer-Allianz Big Data
Wrobel, Stefan; Hecker, Dirk
Aufsatz in Buch
Book Article
2018 Gefragte Profis Data Science für Ingenieure
Hecker, Dirk
Zeitschriftenaufsatz
Journal Article
2018 Edge Computing aus Sicht der Künstlichen Intelligenz
Hecker, Dirk; Mock, Michael; Sicking, Joachim; Voß, Angelika; Wirtz, Tim
Zeitschriftenaufsatz
Journal Article
2018 Big Data in der Industrie - Vorsprung durch Wissen
Koch, Daniel Jeffrey; Hecker, Dirk
Aufsatz in Buch
Book Article
2017 Zukunftsmarkt Künstliche Intelligenz. Potenziale und Anwendungen
Hecker, Dirk; Döbel, Inga; Petersen, Ulrike; Rauschert, André; Schmitz, Velina; Voß, Angelika
Studie
Study
2017 Künstliche Intelligenz und die Potenziale des maschinellen Lernens für die Industrie
Hecker, Dirk; Döbel, Inga; Rüping, Stefan; Schmitz, Velina; Voß, Angelika
Zeitschriftenaufsatz
Journal Article
2016 Big-Data-Geschäftsmodelle - die drei Seiten der Medaille
Hecker, Dirk; Koch, Daniel Jeffrey; Heydecke, Jörg; Werkmeister, Christoph
Zeitschriftenaufsatz
Journal Article
2015 Constructing semantic interpretation of routine and anomalous mobility behaviors from big data
Fuchs, Georg; Stange, Hendrik; Hecker, Dirk; Andrienko, Natalia; Andrienko, Gennady
Zeitschriftenaufsatz
Journal Article
2015 Detecting Mobility Patterns with Stationary Bluetooth Sensors: A real-world Case Study
Müller, Marc; Schulz, Daniel; Mock, Michael; Hecker, Dirk
Konferenzbeitrag
Conference Paper
2014 Skalierbarkeit und Architektur von Big-Data-Anwendungen
Mock, Michael; Sylla, Karl-Heinz; Hecker, Dirk
Zeitschriftenaufsatz
Journal Article
2013 Using Bluetooth to track mobility patterns: Depicting its potential based on various case studies
Ellersiek, Timothy; Andrienko, Gennady; Andrienko, Natalia; Hecker, Dirk; Stange, Hendrik; Müller, Marc
Konferenzbeitrag
Conference Paper
2013 Mobilitätsforschung zur Reichweitenbestimmung in der Deutschen und Schweizer Außenwerbung - Neue Wege mit GPS
Hecker, Dirk
Dissertation
Doctoral Thesis
2012 Visual analytics for understanding spatial situations from episodic movement data
Andrienko, Natalia; Andrienko, Gennady; Stange, Hendrik; Liebig, Thomas; Hecker, Dirk
Zeitschriftenaufsatz
Journal Article
2012 Analyzing temporal usage patterns of street segments based on GPS data - a case study in Switzerland
Schreinemacher, Jutta; Körner, Christine; Hecker, Dirk; Bareth, Georg
Konferenzbeitrag
Conference Paper
2012 Analyse von raumzeitlichen Bewegungsmustern auf Basis von Bluetooth-Sensoren
Ellersiek, Timothy; Liebig, Thomas; Hecker, Dirk; Kopp, Christine
Konferenzbeitrag
Conference Paper
2011 Robustness analyses for repeated mobility surveys in outdoor advertising
Hecker, Dirk; Körner, Christine; May, Michael
Konferenzbeitrag
Conference Paper
2011 Analytical workflow of monitoring human mobility in big event settings using bluetooth
Stange, Hendrik; Liebig, Thomas; Hecker, Dirk; Andrienko, Gennady; Andrienko, Natalia
Konferenzbeitrag
Conference Paper
2011 Modeling micro-movement variability in mobility studies
Hecker, Dirk; Körner, Christine; Stange, Hendrik; Schulz, Daniel; May, Michael
Konferenzbeitrag
Conference Paper
2011 Challenges and advantages of using GPS data in outdoor advertisement
Hecker, Dirk; Körner, Christine; May, Michael
Konferenzbeitrag
Conference Paper
2010 Visit potential: A common vocabulary for the analysis of entity-location interactions in mobility applications
Körner, Christine; Hecker, Dirk; May, Michael; Wrobel, Stefan
Konferenzbeitrag
Conference Paper
2010 Räumlich differenzierte Reichweiten für die Außenwerbung
Hecker, Dirk; Körner, Christine; May, Michael
Konferenzbeitrag
Conference Paper
2010 Sample bias due to missing data in mobility surveys
Hecker, Dirk; Stange, Hendrik; Körner, Christine; May, Michael
Konferenzbeitrag
Conference Paper
2010 A sensitivity analysis for the selection of business critical geodata in Swiss outdoor advertisement
Hecker, Dirk; Körner, Christine; Streich, Hermann; Hofmann, Urs
Konferenzbeitrag
Conference Paper
2010 Spatial data mining in practice
Körner, Christine; Hecker, Dirk; Krause-Traudes, Maike; May, Michael; Scheider, Simon; Schulz, Daniel; Stange, Hendrik; Wrobel, Stefan
Aufsatz in Buch
Book Article
2010 A general pedestrian movement model for the evaluation of mixed indoor-outdoor poster campaigns
Liebig, Thomas; Stange, Hendrik; Hecker, Dirk; May, Michael; Körner, Christine; Hofmann, Urs
Konferenzbeitrag
Conference Paper
2009 Modelling missing values for audience measurement in outdoor advertising using GPS data
May, Michael; Körner, Christine; Hecker, Dirk; Pasquier, M.; Hofmann, Urs; Mende, F.
Konferenzbeitrag
Conference Paper
2009 Handling missing values in GPS surveys using survival analysis
May, Michael; Körner, Christine; Hecker, Dirk; Pasquier, M.; Hofmann, Urs; Mende, F.
Konferenzbeitrag
Conference Paper
2008 Pedestrian flow prediction in extensive road networks using biased observational data
Scheider, Simon; May, Michael; Rösler, Roberto; Schulz, Daniel; Hecker, Dirk
Konferenzbeitrag
Conference Paper
2008 A vector-geometry based spatial kNN-algorithm for traffic frequency predictions
May, Michael; Hecker, Dirk; Körner, Christine; Scheider, Simon; Schulz, Daniel
Konferenzbeitrag
Conference Paper
2008 Parallelization of R-programs with GridR in a GPS-trajectory mining application
Wegener, Dennis; Hecker, Dirk; Körner, Christine; May, Michael; Mock, Michael
Vortrag
Presentation
Diese Liste ist ein Auszug aus der Publikationsplattform Fraunhofer-Publica

This list has been generated from the publication platform Fraunhofer-Publica