Quantum algorithms for Second-Order Cone Programming and Support Vector Machines.
Iordanis KerenidisAnupam PrakashDániel SzilágyiPublished in: Quantum (2021)
Keyphrases
- quantum computation
- support vector
- optimization problems
- data structure
- computational cost
- logistic regression
- machine learning algorithms
- cross validation
- computational efficiency
- data sets
- significant improvement
- times faster
- computational complexity
- computer vision
- orders of magnitude
- convex optimization
- maximum margin
- computationally efficient
- kernel function
- theoretical analysis
- feature space
- objective function
- information retrieval
- data mining