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Given a graph $G$, let $f\left(G\right)$ denote the maximum number of edges in a bipartite subgraph of $G$. Given a fixed graph $H$ and a positive integer $m$, let $f(m,H)$ denote the minimum possible cardinality of $f\left(G\right)$, as $G$ ranges over all graphs on $m$ edges that contain no copy of $H$. In this paper we prove that $f(m,{\theta }_{k,s})\ge \frac{1}{2}m+\Omega \left(m^{(2k+1)/(2k+2)}\right)$, which extends the results of N. Alon, M. Krivelevich, B. Sudakov. Write $K_k^{\text{'}}$ and $K_{t,s}^{\text{'}}$ for the subdivisions of $K_k$ and $K_{t,s}$. We show that $f(m,K_k^{\text{'}})\ge \frac{1}{2}m+\Omega \left(m^{(5k-8)/(6k-10)}\right)$ and $f(m,K_{t,s}^{\text{'}})\ge \frac{1}{2}m+\Omega \left(m^{(5t-1)/(6t-2)}\right)$, improving a result of Q. Zeng, J. Hou. We also give lower bounds on wheel-free graphs....

Separable nonlinear least squares (SNLLS) problems are critical in various research and application fields, such as image restoration, machine learning, and system identification. Solving such problems presents a challenge due to their nonlinearity. The traditional gradient iterative algorithm often zigzags towards the optimal solution and is sensitive to the initial guesses of unknown parameters. In this paper, we improve the convergence rate of the traditional gradient method by implementing a...