Prediction of Failure Candidates of Technical Products in the Field Based on a Multivariate Usage Profile Using Machine Learning Algorithms Regarding Operating Data.
Sebastian SochackiFabian ReineckeStefan BrackePublished in: IHSED (2019)
Keyphrases
- machine learning algorithms
- machine learning
- learning algorithm
- prediction accuracy
- data analysis
- data sets
- data points
- benchmark data sets
- data mining techniques
- machine learning methods
- data sources
- prior knowledge
- training data
- decision trees
- learning models
- predictive model
- multivariate data
- classification accuracy
- domain specific
- high dimensional
- association rule mining
- predictive accuracy
- random forest
- machine learning approaches
- standard machine learning algorithms