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Email

lindon.roberts@unimelb.edu.au

Credentials


Position
Senior Lecturer in Data Science
School of Mathematics and Statistics
ORCID

0000-0001-6438-9703

Dr Lindon Roberts

Senior Lecturer in Data Science
School of Mathematics and Statistics

27 Scholarly works
2 Projects

HIGHLIGHTS

  • 2026

    Research grants (ARC, NHMRC, MRFF)

    ARC Centre of Excellence in Mathematics for Quantum Era Security and Trust
  • 2026

    Journal article

    Randomized subspace derivative-free optimization with quadratic models and second-order convergence
    DOI: 10.1080/10556788.2025.2601668
  • 2025

    Research grants (ARC, NHMRC, MRFF)

    Next Generation Newton-Type Methods With Minimum Residual Solver
  • 2025

    Journal article

    High-resolution X-ray scanning with a diffuse Huffman-patterned probe to reduce radiation damage
    DOI: 10.1107/S1600577525002127
  • 2025

    Journal article

    Neutron beam shaping by ghost projection
    DOI: 10.1103/PhysRevA.111.043520
  • 2025

    Conference Proceedings

    Bilevel Learning with Inexact Stochastic Gradients
    DOI: 10.1007/978-3-031-92366-1_27
  • 2025

    Journal article

    MODEL CONSTRUCTION FOR CONVEX-CONSTRAINED DERIVATIVE-FREE OPTIMIZATION
    DOI: 10.1137/24M1649113
Lindon Roberts

RECENT SCHOLARLY WORKS

  • 2025

    Conference Proceedings

    Ghost projection: classical ghost imaging in reverse
    DOI: 10.1364/radit.2025.rm1d.3
  • 2025

    Journal article

    EXPECTED DECREASE FOR DERIVATIVE-FREE ALGORITHMS USING RANDOM SUBSPACES
    DOI: 10.1090/mcom/4011
  • 2025

    Journal article

    Regularized black-box optimization algorithms for least-squares problems
    DOI: 10.1093/imanum/draf093
  • 2025

    Journal article

    An Adaptively Inexact First-Order Method for Bilevel Optimization with Application to Hyperparameter Learning
    DOI: 10.1137/24M1653513
  • 2024

    Journal article

    Non-Uniform Smoothness for Gradient Descent

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