Efficient Computation Using Spatial-Photonic Ising Machines: Utilizing Low-Rank and Circulant Matrix Constraints.
Richard Zhipeng WangJames S. CumminsMarvin SyedNikita StroevGeorge PastrasJason SakellariouSymeon TsintzosAlexis AskitopoulosDaniele VeraldiMarcello Calvanese StrinatiSilvia GentiliniDavide PierangeliClaudio ContiNatalia G. BerloffPublished in: CoRR (2024)
Keyphrases
- low rank
- efficient computation
- singular value decomposition
- linear combination
- convex optimization
- missing data
- low rank matrix
- matrix decomposition
- trace norm
- matrix factorization
- matrix completion
- rank minimization
- semi supervised
- computational efficiency
- high order
- singular values
- kernel matrix
- factorization methods
- high dimensional data
- affinity matrix
- data matrix
- least squares
- robust principal component analysis
- low rank approximation
- computationally efficient
- markov random field
- small number
- low rank matrices
- database
- skyline queries
- high dimensional
- image processing
- low rank and sparse