• DocumentCode
    771792
  • Title

    Optimal Algorithms for Two Group Testing Problems, and New Bounds on Generalized Superimposed Codes

  • Author

    De Bonis, Annalisa ; Vaccaro, Ugo

  • Author_Institution
    Dipt. di Informatica e Applicazioni, Salerno Univ.
  • Volume
    52
  • Issue
    10
  • fYear
    2006
  • Firstpage
    4673
  • Lastpage
    4680
  • Abstract
    Two variants of the well-known group testing problem are considered. In the first variant a finite set of items O and an unknown subset PsubeO are given, and one wants to identify the set P by asking the least number of questions of the form "Is |QcapP|=1?", where QsubeO. This problem naturally arises in the design of efficient contention resolution algorithms for certain random multiple-access communication systems [Berger et al. "Random multiple-access communication and group testing," IEEE Trans. Commun., vol. 32, no. 7, pp. 769-779, 1984]. In the second variant of the problem, the answer to the question "Is |QcapP|=1?" is correctly YES if |QcapP|=1 and NO if |QcapP|=0", and it is left to a (possibly malicious) adversary otherwise. This model was introduced in [Damaschke, "Randomized group testing for mutually obscuring defectives", Inf. Process. Lett., vol. 67, pp. 131-135, 1998], in the context of chemical compound testing. In this correspondence several algorithms for these group testing problems are presented, trying to optimize different measures of performance: The overall number of tests performed by the algorithm, the number of stages in which tests can be arranged, and the decoding complexity of identifying the elements of P from tests outcomes. Some of the given algorithms are optimal with respect to more than one of the above criteria. Instrumental to the results presented in the correspondence are new and improved bounds on certain generalization of superimposed codes introduced in [Dyachkov and Rykov, "A generalization of superimposed codes and its application to the multiple-access channel", in Proc. 1984 IEEE Int. Symp. Inf. Theory, pp. 62-64], [De Bonis and Vaccaro, "Constructions of generalized superimposed codes with applications to group testing and conflict resolution in multiple access channels", Theoretic. Comput. Sci., vol. 306, no. 1-3, pp. 223-243, 2003] a result that it is believed to be of independent interest
  • Keywords
    channel coding; multi-access systems; random codes; chemical compound testing; contention resolution algorithm; generalized superimposed code; optimal algorithm; random multiple-access communication system; two group testing problem; Algorithm design and analysis; Biology computing; Blood; Chemical compounds; Chemical elements; Communication systems; Decoding; Instruments; Performance evaluation; System testing; Group testing; superimposed codes;
  • fLanguage
    English
  • Journal_Title
    Information Theory, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9448
  • Type

    jour

  • DOI
    10.1109/TIT.2006.881740
  • Filename
    1705028