Skip to content
DraconiticResearch
Search Sources API
190,332 studies31 sourcesUpdated 44 min ago
PreprintPublisher termsHAL

Comparative Performance Analysis of Optimization Solvers for Linear Support Vector Machines: Impact of Preconditioning and Dimensionality An Empirical Study Using the Benchopt Framework

  • Mamadou Sow
  • Christophe Cérin
Open at sourcePDFCite

Related

  1. The Global Empirical NTK: Self-Referential Bias and Dimensionality of Gradient Descent Learning
    James Hazelden, Laura Driscoll, Eli Shlizerman +1
    arXivPreprintCC BY 4.0Full textDynamical systemsOptimisation & controlarXiv
  2. SAFEGUARDED NEURALLY-ACCELERATED PRECONDITIONING (SNAP) FRAMEWORK FOR NONLINEAR OPTIMIZATION
    Youngkyu Lee, George Em Karniadakis, Alena Kopaničáková
    HALPreprintCC BY-NC-ND 4.0Full textNumerical analysis & scientific computingOptimisation & controlHALarXiv
  3. Comment on Vogels et al.'s (2024) "Bayesian Structure Learning in Undirected Gaussian Graphical Models: Literature Review with Empirical Comparison": An updated performance check using BGGM
    Joris Mulder
    arXivPreprintCC BY-SA 4.0Full textStatisticsarXiv
  4. Benign population landscapes do not transfer to empirical risk minimization in nonsmooth optimization
    Penghao Wang, Mateo Díaz, Liwei Jiang
    arXivPreprintCC BY 4.0Full textOptimisation & controlarXiv
  5. Do stable performance metrics guarantee stable model predictions?: An empirical investigation using the GUSTO-1 dataset
    Natthanaphop Isaradech, Wachiranun Sirikul, Wuttipat Kiratipaisarl +3
    arXivPreprintCC BY-NC-ND 4.0Full textStatisticsarXiv

Cite

BibTeXRIS
BibTeX
@misc{sow2026comparative,
  title = {{Comparative Performance Analysis of Optimization Solvers for Linear Support Vector Machines: Impact of Preconditioning and Dimensionality An Empirical Study Using the Benchopt Framework}},
  author = {Mamadou Sow and Christophe Cérin},
  howpublished = {HAL},
  year = {2026},
  month = sep,
  url = {https://hal.science/hal-05753317v1},
}
RIS
TY  - UNPB
TI  - Comparative Performance Analysis of Optimization Solvers for Linear Support Vector Machines: Impact of Preconditioning and Dimensionality An Empirical Study Using the Benchopt Framework
AU  - Mamadou Sow
AU  - Christophe Cérin
PY  - 2026
DA  - 2026/09/17
PB  - HAL
UR  - https://hal.science/hal-05753317v1
ER  -