• DocumentCode
    3686726
  • Title

    The winning solution to the AAIA´15 data mining competition: Tagging Firefighter Activities at a Fire Scene

  • Author

    Jan Lasek;Marek Gagolewski

  • Author_Institution
    Interdisciplinary PhD Studies Program, Institute of Computer Science, Polish Academy of Sciences, ul. Jana Kazimierza 5, 01-248 Warsaw, Poland
  • fYear
    2015
  • Firstpage
    375
  • Lastpage
    380
  • Abstract
    Multi-sensor based classification of professionals´ activities plays a key role in ensuring the success of an his/her goals. In this paper we present the winning solution to the AAIA´15 Tagging Firefighter Activities at a Fire Scene data mining competition. The approach is based on a Random Forest classifier trained on an input data set with almost 5000 features describing the underlying time series of sensory data.
  • Keywords
    "Training","Feature extraction","Tagging","Data models","Measurement","Time series analysis","Accuracy"
  • Publisher
    ieee
  • Conference_Titel
    Computer Science and Information Systems (FedCSIS), 2015 Federated Conference on
  • Type

    conf

  • DOI
    10.15439/2015F418
  • Filename
    7321468