Paper ID | D4-S7-T3.4 |
Paper Title |
Semiquantitative Group Testing in at Most Two Rounds |
Authors |
Mahdi Cheraghchi, University of Michigan, United States; Ryan Gabrys, Olgica Milenkovic, University of Illinois, United States |
Session |
D4-S7-T3: Group Testing |
Chaired Session: |
Friday, 16 July, 00:00 - 00:20 |
Engagement Session: |
Friday, 16 July, 00:20 - 00:40 |
Abstract |
Semiquantitative group testing (SQGT) is a pooling method in which the test outcomes represent bounded intervals for the number of defectives. Alternatively, it may be viewed as an adder channel with quantized outputs. SQGT represents a natural choice for Covid-19 group testing as it allows for a straightforward interpretation of the cycle threshold values produced by polymerase chain reactions (PCR). Prior work on SQGT did not address the need for adaptive testing with a small number of rounds as required in practice. We propose conceptually simple methods for $2$-round and nonadaptive SQGT that significantly improve upon existing schemes by using ideas on nonbinary measurement matrices based on expander graphs and list-disjunct matrices.
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