The machine learning and traveling repairman problem
Publication
, Conference
Tulabandhula, T; Rudin, C; Jaillet, P
Published in: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
October 31, 2011
The goal of the Machine Learning and Traveling Repairman Problem (ML&TRP) is to determine a route for a "repair crew," which repairs nodes on a graph. The repair crew aims to minimize the cost of failures at the nodes, but the failure probabilities are not known and must be estimated. If there is uncertainty in the failure probability estimates, we take this uncertainty into account in an unusual way; from the set of acceptable models, we choose the model that has the lowest cost of applying it to the subsequent routing task. In a sense, this procedure agrees with a managerial goal, which is to show that the data can support choosing a low-cost solution. © 2011 Springer-Verlag.
Duke Scholars
Published In
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
DOI
EISSN
1611-3349
ISSN
0302-9743
ISBN
9783642248726
Publication Date
October 31, 2011
Volume
6992 LNAI
Start / End Page
262 / 276
Related Subject Headings
- Artificial Intelligence & Image Processing
- 46 Information and computing sciences
Citation
APA
Chicago
ICMJE
MLA
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Tulabandhula, T., Rudin, C., & Jaillet, P. (2011). The machine learning and traveling repairman problem. In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) (Vol. 6992 LNAI, pp. 262–276). https://doi.org/10.1007/978-3-642-24873-3_20
Tulabandhula, T., C. Rudin, and P. Jaillet. “The machine learning and traveling repairman problem.” In Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 6992 LNAI:262–76, 2011. https://doi.org/10.1007/978-3-642-24873-3_20.
Tulabandhula T, Rudin C, Jaillet P. The machine learning and traveling repairman problem. In: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 2011. p. 262–76.
Tulabandhula, T., et al. “The machine learning and traveling repairman problem.” Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 6992 LNAI, 2011, pp. 262–76. Scopus, doi:10.1007/978-3-642-24873-3_20.
Tulabandhula T, Rudin C, Jaillet P. The machine learning and traveling repairman problem. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 2011. p. 262–276.
Published In
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
DOI
EISSN
1611-3349
ISSN
0302-9743
ISBN
9783642248726
Publication Date
October 31, 2011
Volume
6992 LNAI
Start / End Page
262 / 276
Related Subject Headings
- Artificial Intelligence & Image Processing
- 46 Information and computing sciences