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Verifying the Product of Generalized Boolean Matrix Multiplication and Its Applications to Detect Small Subgraphs
Conference paper   Peer reviewed

Verifying the Product of Generalized Boolean Matrix Multiplication and Its Applications to Detect Small Subgraphs

Wing-Kai Hon, Meng-Tsung Tsai and Hung-Lung Wang
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Vol.14079 LNCS, pp.507-520
2023

Abstract

Colored 4-cycles Ramsey-type Theorems Small Induced Subgraphs Theoretical Computer Science Computer Science (all)
Given three n by n integer matrices A, B, and P, determining whether the product AB equals P can be done in randomized O(n <sup>2</sup> ) time by Freivalds’ algorithm. In this paper, we consider some generalized Boolean matrix multiplication AB= P <sub>f</sub> , which is defined to be setting the entry p <sub>ij</sub> of P <sub>f</sub> for i, j∈ [ n] as the value of a given function f of the entries on the ith row of A and jth column of B. We show that, for a family of functions f, it takes deterministic O(n <sup>2</sup> ) time to verify whether the generalized product P <sub>f</sub> contains only False entries. Then, we present how to apply such a result to detect small subgraphs efficiently, including: Detect any designated colored 4-cycle in randomized O(n <sup>2</sup> ) time for n-node k-edge-colored (for k= O(1 ) ) complete graphs with maximum color degree at most 2 (including 1-edge-colored general graphs), which unifies several independently discovered algorithms each corresponding to a customized Ramsey-type theorem. As a complementary result, we show that if the maximum color degree is at least 3, any combinatorial algorithm that solves this problem requires Ω (n <sup>3</sup> <sup>-</sup> <sup>ε</sup> ) time for any constant ε> 0, assuming the hardness of triangle detecting.Detect any designated 4-node induced subgraph in randomized O(n <sup>2</sup> ) time for n-node triangle-free graphs. In contrast, the known best algorithm for this problem on general graphs needs triangle time.

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