arXiv subjects

Tianyun Tang

Publications and source records attributed to Tianyun Tang.

21 records · Page 2Linked to original sources

arXiv2022

Solving graph equipartition SDPs on an algebraic variety

Semidefinite programs are generally challenging to solve due to their high dimensionality. Burer and Monteiro developed a non-convex approach to solve linear SDP problems by applying its low rank property. Their approach is fast because they used factorization to reduce the problem size. In this paper, we focus on solving the SDP relaxation of a graph equipartition problem, which involves an additional semidefinite upper bound constraint over the traditional linear SDP. By applying the factorization approach, we get a non-convex problem with an additional non-smooth spectral inequality constraint. We discuss when the non-convex problem is equivalent to the original SDP, and when a second order stationary point of the non-convex problem is also a global minimum. Our results generalize previous works on smooth non-convex factorization approaches for linear SDP to the non-smooth case. Moreover, the constraints of the non-convex problem involve an algebraic variety with some conducive properties that allow us to use Riemannian optimization techniques and non-convex augmented Lagrangian method to solve the SDP problem very efficiently with certified global optimality.

math.OC↗

arXiv2020

Minimizing cycles in tournaments and normalized $q$-norms

Akin to the Erdős-Rademacher problem, Linial and Morgenstern made the following conjecture in tournaments: for any $d\in (0,1]$, among all $n$-vertex tournaments with $d\binom{n}{3}$ many 3-cycles, the number of 4-cycles is asymptotically minimized by a special random blow-up of a transitive tournament. Recently, Chan, Grzesik, Král' and Noel introduced spectrum analysis of adjacency matrices of tournaments in this study, and confirmed this for $d\geq 1/36$. In this paper, we investigate the analogous problem of minimizing the number of cycles of a given length. We prove that for integers $\ell\not\equiv 2\mod 4$, there exists some constant $c_\ell>0$ such that if $d\geq 1-c_\ell$, then the number of $\ell$-cycles is also asymptotically minimized by the same family of extremal examples for $4$-cycles. In doing so, we answer a question of Linial and Morgenstern about minimizing the $q$-norm of a probabilistic vector with given $p$-norm for any integers $q>p>1$. For integers $\ell\equiv 2\mod 4$, however the same phenomena do not hold for $\ell$-cycles, for which we can construct an explicit family of tournaments containing fewer $\ell$-cycles for any given number of $3$-cycles. We conclude by proposing two conjectures on the minimization problem for general cycles in tournaments.

math.CO↗

arXiv2019

Monochromatic subgraphs in iterated triangulations

For integers $n\ge 0$, an iterated triangulation $Tr(n)$ is defined recursively as follows: $Tr(0)$ is the plane triangulation on three vertices and, for $n\ge 1$, $Tr(n)$ is the plane triangulation obtained from the plane triangulation $Tr(n-1)$ by, for each inner face $F$ of $Tr(n-1)$, adding inside $F$ a new vertex and three edges joining this new vertex to the three vertices incident with $F$. In this paper, we show that there exists a 2-edge-coloring of $Tr(n)$ such that $Tr(n)$ contains no monochromatic copy of the cycle $C_k$ for any $k\ge 5$. As a consequence, the answer to one of two questions asked by Axenovich, Schade, Thomassen and Ueckerdt is negative. We also determine the radius two graphs $H$ for which there exists $n$ such that every 2-edge-coloring of $Tr(n)$ contains a monochromatic copy of $H$, extending a result of the above authors for radius two trees.

math.CO↗