Nina Hubig, Dipl.Inf.

Adresse: Technische Universität München
Institut für Informatik – Lehrstuhl III (I3)
Boltzmannstr. 3
85748 Garching
Raum:
Raumplan
02.11.042
Fax:
E-Mail: hubig@in.tum.de
Bürozeit: Termine nach Vereinbarung

Forschungsgebiete

  • Graph Mining, Network Analysis, Pattern Detection in Attributed Graphs
  • Subspace Clustering, Multi-View Clustering, Data Mining in High Dimensional Databases
  • Analysis of Geo-Spatial and Temporal Data
  • Applications on Medical Data

  • If you are interested in writing a Bachelor/Master thesis in the area of data mining/machine learning, please don't hesitate to contact me.

    Publikationen

    • Mining Natural Hazards: Unsupervised and Supervised Mining of Large Global Spatio-Temporal Data. Nina Hubig, Andreas Züfle, Philip Fengler, Stephan Günnemann to appear
    • Detection of Overlapping Communities in Attributed Graphs. Nina Hubig, Andreas Züfle, Jing Feng, Xiao He, Christian Böhm, Claudia Plant to appear
    • Information-theoretic non-redundant Subspace Clustering. Nina Hubig, Claudia Plant
      PAKDD 2017
    • Generalized Independent Subspace Clustering. Wei Ye, Sam Maurus, Nina Hubig, Claudia Plant ICDM 2016
    • SQL- and Operator-centric Data Analytics in Relational Main-Memory Databases. Linnea Passing, Manuel Then, Nina Hubig, Harald Lang, Michael Schreier, Stephan Günnemann, Alfons Kemper, Thomas Neumann EDBT 2016
    • Efficient Integration of Data and Graph Mining Algorithms in Relational Database Systems Manuel Then, Linnea Passing, Nina Hubig, Stephan Günnemann, Alfons Kemper, Thomas Neumann LWA 2015
    • Monitoring Probabilistic Threshold SUM Query Processing in Uncertain Streams Nina Hubig, Andreas Zuefle, Tobias Emrich, Matthias Renz, Mario A. Nascimento, Hans-Peter Kriegel DASFAA 2014
    • Centroid Clustering of Cellular Lineage Trees. Valeriy Khakhutskyy, Michael Schwarzfischer, Nina Hubig, Claudia Plant, Carsten Marr, Michael A. Rieger, Timm Schroeder, Fabian J. Theis ITBAM 2014
    • Compression-based Graph Mining Exploiting Structure Primitives. Jing Feng, Xiao He, Nina Hubig, Christian Boehm, Claudia Plant ICDM 2013
    • Active Density-Based Clustering. Son T. Mai, Nina Hubig, Claudia Plant, Christian Boehm ICDM 2013
    • Continuous Probabilistic Sum Queries in Wireless Sensor Networks with Ranges. Nina Hubig, Andreas Zuefle, Tobias Emrich, Mario A. Nascimento, Matthias Renz, Hans-Peter Kriegel SSDBM 2012

    Lehre

    Winter term 2016/17
    Winter term 2015/16
    Spring term 2015
    Spring term 2014