Towards a Model Independent Method for Explaining Classification for Individual Instances.
Erik StrumbeljIgor KononenkoPublished in: DaWaK (2008)
Keyphrases
- classification method
- statistical model
- classification algorithm
- mathematical model
- optimization method
- evaluation method
- support vector machine svm
- classification accuracy
- theoretical analysis
- objective function
- modeling method
- preprocessing
- cost function
- recognition process
- linear model
- similarity measure
- parameter estimation
- classification process
- test data
- decision rules
- prior information
- input data
- prediction model
- training samples
- classification models
- support vector machine
- prior knowledge
- machine learning
- bp neural network
- active learning framework
- confidence scores
- machine learning methods
- sensitivity analysis
- face recognition
- em algorithm
- feature selection
- feature space
- probabilistic model
- reconstruction method
- knn
- ls svm
- classification scheme
- feature set
- image classification
- gaussian distribution
- model selection
- recognition algorithm
- class labels
- pattern classification