A Class of Algorithms for General Instrumental Variable Models.
Niki KilbertusMatt J. KusnerRicardo SilvaPublished in: NeurIPS (2020)
Keyphrases
- previously studied
- significant improvement
- special case
- computational cost
- machine learning algorithms
- learning algorithm
- binary classification problems
- mathematical models
- face recognition
- parametric family
- numerical algorithms
- free parameters
- potential functions
- incomplete data
- times faster
- orders of magnitude
- worst case
- probabilistic model
- optimal solution
- experimental data
- class labels
- linear models
- convex functions
- learned models
- prior knowledge
- computationally hard
- computational complexity