Visual explanation of black-box model: Similarity Difference and Uniqueness (SIDU) method.
Satya M. MuddamsettyMohammad N. S. JahromiAndreea E. CiontosLaura M. FenoyThomas B. MoeslundPublished in: Pattern Recognit. (2022)
Keyphrases
- black box
- similarity measure
- mathematical model
- cost function
- statistical model
- objective function
- theoretical analysis
- probabilistic model
- prior knowledge
- optimization method
- modeling method
- evaluation method
- em algorithm
- similarity function
- final result
- test data
- linear model
- similarity metric
- high level
- error rate
- data sets
- energy function
- semantic similarity
- linear regression
- distance function
- optimization process
- parameter estimation
- input data
- pairwise
- rule extraction
- integration testing