Explaining prediction models and individual predictions with feature contributions.
Erik StrumbeljIgor KononenkoPublished in: Knowl. Inf. Syst. (2014)
Keyphrases
- prediction model
- neural network
- models built
- probabilistic model
- statistical model
- prediction accuracy
- feature vectors
- predictive model
- machine learning algorithms
- quality prediction
- short term prediction
- statistical models
- learned models
- computational approaches
- multiple features
- prediction intervals
- prediction error
- mathematical models
- learning models
- bayesian framework
- neural network model
- regression model
- parameter estimation
- hidden markov models
- prior knowledge
- case study
- computer vision
- information retrieval
- machine learning