Yujian Lang

activity

20172026

most citedA Saak Transform Approach to Efficient, Scalable and Robust Handwritten Digits Recognition

5 citations · 5 across the 4 of their papers we have counts for

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3 papers · 1 filter

math.OC2026

Sparse Recovery via $ℓ_{1}^{2} - η ℓ_{2}^{2}$ Minimization

Lang Yu, Nan-jing Huang

The weighted difference of squared norms (WDSN) penalty $ℓ_{1}^{2} - η ℓ_{2}^{2}$ with $0 \leq η \leq 1$ has attracted considerable attention due to its strong sparsity-promoting ability…

math.OC2026

Sparse Recovery via $ℓ_{p}^{p} / ℓ_{q}^{p}$ Ratio Minimization: Theory and Algorithm

Lang Yu, Nan-jing Huang

The constrained $ℓ_{p}^{p} / ℓ_{q}^{p}$ ratio model is scale invariant and is therefore attractive for sparse signal recovery. However, its nonconvex, nonsmooth, and fractional structu…

math.OC2025

Difference-of-Convex Elastic Net for Compressed Sensing

Lang Yu, Nanjing Huang

This work proposes a novel and unified sparse recovery framework, termed the difference of convex Elastic Net (DCEN). This framework effectively balances strong sparsity promotion…

Sparse Recovery via ℓ12​−ηℓ22​ Minimization

Sparse Recovery via ℓpp​/ℓqp​ Ratio Minimization: Theory and Algorithm

Difference-of-Convex Elastic Net for Compressed Sensing

Sparse Recovery via $ℓ_{1}^{2} - η ℓ_{2}^{2}$ Minimization

Sparse Recovery via $ℓ_{p}^{p} / ℓ_{q}^{p}$ Ratio Minimization: Theory and Algorithm