On Modifying the Variational Quantum Singular Value Decomposition Algorithm Article Swipe
Jezer Jojo
,
Ankit Khandelwal
,
M Girish Chandra
·
YOU?
·
· 2023
· Open Access
·
· DOI: https://doi.org/10.48550/arxiv.2310.19504
YOU?
·
· 2023
· Open Access
·
· DOI: https://doi.org/10.48550/arxiv.2310.19504
In this work, we discuss two modifications that can be made to a known variational quantum singular value decomposition algorithm popular in the literature. The first is a change to the objective function which hints at improved performance of the algorithm. The second modification introduces a new way of computing expectation values of general matrices, which is a key step in the algorithm. We then benchmark this modified algorithm and compare the performance of our new objective function with the existing one.
Related Topics
Concepts
Benchmark (surveying)
Singular value decomposition
Algorithm
Key (lock)
Function (biology)
Decomposition
Value (mathematics)
Quantum
Computer science
Singular value
Work (physics)
Quantum algorithm
Mathematical optimization
Mathematics
Applied mathematics
Quantum mechanics
Physics
Machine learning
Computer security
Biology
Eigenvalues and eigenvectors
Ecology
Geodesy
Geography
Evolutionary biology
Metadata
- Type
- preprint
- Language
- en
- Landing Page
- http://arxiv.org/abs/2310.19504
- https://arxiv.org/pdf/2310.19504
- OA Status
- green
- Cited By
- 1
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W4388093540
All OpenAlex metadata
Raw OpenAlex JSON
- OpenAlex ID
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https://openalex.org/W4388093540Canonical identifier for this work in OpenAlex
- DOI
-
https://doi.org/10.48550/arxiv.2310.19504Digital Object Identifier
- Title
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On Modifying the Variational Quantum Singular Value Decomposition AlgorithmWork title
- Type
-
preprintOpenAlex work type
- Language
-
enPrimary language
- Publication year
-
2023Year of publication
- Publication date
-
2023-10-30Full publication date if available
- Authors
-
Jezer Jojo, Ankit Khandelwal, M Girish ChandraList of authors in order
- Landing page
-
https://arxiv.org/abs/2310.19504Publisher landing page
- PDF URL
-
https://arxiv.org/pdf/2310.19504Direct link to full text PDF
- Open access
-
YesWhether a free full text is available
- OA status
-
greenOpen access status per OpenAlex
- OA URL
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https://arxiv.org/pdf/2310.19504Direct OA link when available
- Concepts
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Benchmark (surveying), Singular value decomposition, Algorithm, Key (lock), Function (biology), Decomposition, Value (mathematics), Quantum, Computer science, Singular value, Work (physics), Quantum algorithm, Mathematical optimization, Mathematics, Applied mathematics, Quantum mechanics, Physics, Machine learning, Computer security, Biology, Eigenvalues and eigenvectors, Ecology, Geodesy, Geography, Evolutionary biologyTop concepts (fields/topics) attached by OpenAlex
- Cited by
-
1Total citation count in OpenAlex
- Citations by year (recent)
-
2025: 1Per-year citation counts (last 5 years)
- Related works (count)
-
10Other works algorithmically related by OpenAlex
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| abstract_inverted_index.literature. | 23 |
| abstract_inverted_index.performance | 37, 72 |
| abstract_inverted_index.variational | 14 |
| abstract_inverted_index.modification | 43 |
| abstract_inverted_index.decomposition | 18 |
| abstract_inverted_index.modifications | 6 |
| cited_by_percentile_year.max | 95 |
| cited_by_percentile_year.min | 91 |
| countries_distinct_count | 0 |
| institutions_distinct_count | 3 |
| citation_normalized_percentile.value | 0.59547162 |
| citation_normalized_percentile.is_in_top_1_percent | False |
| citation_normalized_percentile.is_in_top_10_percent | False |