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Efficient sequential decision‐making algorithms for container inspection operations

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  • David Madigan
  • Sushil Mittal
  • Fred Roberts

Abstract

Following work of Stroud and Saeger (Proceedings of ISI, Springer Verlag, New York, 2006) and Anand et al. (Proceedings of Computer, Communication and Control Technologies, 2003), we formulate a port of entry inspection sequencing task as a problem of finding an optimal binary decision tree for an appropriate Boolean decision function. We report on new algorithms for finding such optimal trees that are more efficient computationally than those presented by Stroud and Saeger and Anand et al. We achieve these efficiencies through a combination of specific numerical methods for finding optimal thresholds for sensor functions and two novel binary decision tree search algorithms that operate on a space of potentially acceptable binary decision trees. The improvements enable us to analyze substantially larger applications than was previously possible. © 2011 Wiley Periodicals, Inc. Naval Research Logistics, 2011

Suggested Citation

  • David Madigan & Sushil Mittal & Fred Roberts, 2011. "Efficient sequential decision‐making algorithms for container inspection operations," Naval Research Logistics (NRL), John Wiley & Sons, vol. 58(7), pages 637-654, October.
    • Handle: RePEc:wly:navres:v:58:y:2011:i:7:p:637-654
    DOI: 10.1002/nav.20472
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    References listed on IDEAS

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    1. Miglio, Rossella & Soffritti, Gabriele, 2004. "The comparison between classification trees through proximity measures," Computational Statistics & Data Analysis, Elsevier, vol. 45(3), pages 577-593, April.
    2. Lawrence M. Wein & Alex H. Wilkins & Manas Baveja & Stephen E. Flynn, 2006. "Preventing the Importation of Illicit Nuclear Materials in Shipping Containers," Risk Analysis, John Wiley & Sons, vol. 26(5), pages 1377-1393, October.
    3. Sheldon H. Jacobson & Tamana Karnani & John E. Kobza & Lynsey Ritchie, 2006. "A Cost‐Benefit Analysis of Alternative Device Configurations for Aviation‐Checked Baggage Security Screening," Risk Analysis, John Wiley & Sons, vol. 26(2), pages 297-310, April.
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    Cited by:

    1. Rostami, Salim & Creemers, Stefan & Wei, Wenchao & Leus, Roel, 2019. "Sequential testing of n-out-of-n systems: Precedence theorems and exact methods," European Journal of Operational Research, Elsevier, vol. 274(3), pages 876-885.

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