Muhammad Faisal Iqbal

Mr. Muhammad Faisal Iqbal


Research Focus & Metrics

Academic Career Length

9Years (2018-Present)

(Calculated once Scilit publication data is synced: current year − year of first publication + 1)

Representative Publications

View All Publications
14 May 2022 in Mathematics
Verified
Journal Article
Open access
PDF file
MIMuhammad Faisal Iqbal
Muhammad Faisal Iqbal
FAFaizan Ahmed
Faizan Ahmed
In this paper, we discuss the cone of copositive tensors and its approximation. We describe some basic properties of copositive tensors and positive semidefinite tensors. Specifically, we show that a non-positive tensor (or Z-tensor) is copositive if and only if it is positive semidefinite. We also describe cone hierarchies that approximate the copositive cone. These hierarchies are based on the sum of squares conditions and the non-negativity of polynomial coefficients. We provide a compact representation for the approximation based on the non-negativity of polynomial coefficients. As an immediate consequence of this representation, we show that the approximation based on the non-negativity of polynomial coefficients is polyhedral. Furthermore, these hierarchies are used to provide approximation results for optimizing a (homogeneous) polynomial over the simplex.

30 May 2019
Verified
Report
Closed access
FUFariha Umbreen
Fariha Umbreen
FAFaizan Ahmed
Faizan Ahmed
MIMuhammad Faisal Iqbal
Muhammad Faisal Iqbal

4 June 2018 in arXiv
Verified
Preprint
Open access
PDF file
MIMuhammad Faisal Iqbal
Muhammad Faisal Iqbal
FAFaizan Ahmed
Faizan Ahmed
MAMuhammad Aqeel
Muhammad Aqeel
SASalman Ahmad
Salman Ahmad
In this paper we discuss copositive tensors, which are a natural generalization of the copositive matrices. We present an analysis of some basic properties of copositive tensors; as well as the conditions under which class of copositive tensors and the class of positive semidefinite tensors coincides. Moreover, we have describe several hierarchies that approximates the cone of copositive tensors. The hierarchies are predominantly based on different regimes such as; simplicial partition, rational griding and polynomial conditions. The hierarchies approximates the copositive cone either from inside (inner approximation) or from outside (outer approximation). We will also discuss relationship among different hierarchies.