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An Efficient Algorithm for Group Testing with Runlength Constraints

Marco Dalai, Stefano Della Fiore, Adele A. Rescigno, Ugo Vaccaro

TL;DR

An efficient algorithm to construct almost optimal $(k,n,d)-superimposed codes with runlength constraints is provided by using Moser and Tardos' constructive version of the Lov\'asz Local Lemma.

Abstract

In this paper, we provide an efficient algorithm to construct almost optimal $(k,n,d)$-superimposed codes with runlength constraints. A $(k,n,d)$-superimposed code of length $t$ is a $t \times n$ binary matrix such that any two 1's in each column are separated by a run of at least $d$ 0's, and such that for any column $\mathbf{c}$ and any other $k-1$ columns, there exists a row where $\mathbf{c}$ has $1$ and all the remaining $k-1$ columns have $0$. These combinatorial structures were introduced by Agarwal et al. [1], in the context of Non-Adaptive Group Testing algorithms with runlength constraints. By using Moser and Tardos' constructive version of the Lovász Local Lemma, we provide an efficient randomized Las Vegas algorithm of complexity $Θ(t n^2)$ for the construction of $(k,n,d)$-superimposed codes of length $t=O(dk\log n +k^2\log n)$. We also show that the length of our codes is shorter, for $n$ sufficiently large, than that of the codes whose existence was proved in [1].

An Efficient Algorithm for Group Testing with Runlength Constraints

TL;DR

An efficient algorithm to construct almost optimal $(k,n,d)-superimposed codes with runlength constraints is provided by using Moser and Tardos' constructive version of the Lov\'asz Local Lemma.

Abstract

In this paper, we provide an efficient algorithm to construct almost optimal -superimposed codes with runlength constraints. A -superimposed code of length is a binary matrix such that any two 1's in each column are separated by a run of at least 0's, and such that for any column and any other columns, there exists a row where has and all the remaining columns have . These combinatorial structures were introduced by Agarwal et al. [1], in the context of Non-Adaptive Group Testing algorithms with runlength constraints. By using Moser and Tardos' constructive version of the Lovász Local Lemma, we provide an efficient randomized Las Vegas algorithm of complexity for the construction of -superimposed codes of length . We also show that the length of our codes is shorter, for sufficiently large, than that of the codes whose existence was proved in [1].
Paper Structure (3 sections, 10 theorems, 21 equations, 1 algorithm)

This paper contains 3 sections, 10 theorems, 21 equations, 1 algorithm.

Key Result

Lemma 2.1

Let $a, b, c$ be positive integers such that $c \leq a \leq b$. We have that

Theorems & Definitions (19)

  • Definition 1.1: Olgica
  • Lemma 2.1: Vaccaro1
  • Lemma 2.2: MT
  • Definition 3.1
  • Definition 3.2
  • Lemma 3.3
  • proof
  • Lemma 3.4
  • proof
  • Theorem 3.5
  • ...and 9 more