Rule Induction in Knowledge Graphs Using Linear Programming
Sanjeeb Dash, João Gonçalves
AAAI 2023
We study the mixing inequalities that were intro duced by Günlük and Pochet [Math. Program., 90 (2001), pp. 429-457]. We show that a mixing inequality which mixes n MIR inequalities has MIR rank at most n if it is a type I mixing inequality and at most n - 1 if it is a type II mixing inequality. We also show that these bounds are tight for n = 2. Given a mixed-integer set PI = P ∩ Z(I), where P is a polyhedron and Z(I) = {x ∈ ℝn: xi ∈ ℤ ∀i ∈ I}, we define mixing inequalities for PI. We show that the elementary mixing closure of P with respect to I can be described using a bounded number of mixing inequalities, each of which has a bounded number of terms. This implies that the elementary mixing closure of P is a polyhedron. Finally, we show that any mixing inequality can be derived via a polynomial length MIR cutting-plane proof. Combined with results of Dash [On the complexity of cutting plane proofs using split cuts, IBM Research Report RC 24082, Oct. 2006] and Pudlak [J. Symbolic Logic, 62 (1997), pp. 981-998], this implies that there are valid inequalities for a certain mixed-integer set that cannot be obtained via a polynomial-size mixing cutting-plane proof. Copyright © 2009 Society for Industrial and Applied Mathematics.
Sanjeeb Dash, João Gonçalves
AAAI 2023
Sanjeeb Dash
Mathematics of Operations Research
Sanjeeb Dash, Oktay Günlük, et al.
SIOPT
William Cook, Sanjeeb Dash, et al.
INFORMS Journal on Computing