MapReduce algorithms for efficient generation of CPS models from large historical data sets.
Stefan WindmannOliver NiggemannPublished in: ETFA (2015)
Keyphrases
- data sets
- computationally expensive
- orders of magnitude
- computationally efficient
- learning algorithm
- data structure
- algorithmic solutions
- optimization problems
- statistical models
- highly scalable
- computationally intensive
- historical data
- learned models
- large scale data sets
- highly efficient
- training set
- synthetic and real world data sets
- massive data sets
- small data sets
- computationally demanding
- computationally complex
- mathematical models
- pruning strategy
- classification trees
- machine learning algorithms
- theoretical analysis
- probabilistic model
- training data
- real world