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
         
        
        
        
        
            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"
         
        
        
            Conference_Titel : 
Computer Science and Information Systems (FedCSIS), 2015 Federated Conference on