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Computing the Center of Uncertain Points on Tree Networks

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Abstract

Uncertain data has been very common in many applications. In this paper, we consider the one-center problem for uncertain data on tree networks. In this problem, we are given a tree T and n (weighted) uncertain points each of which has m possible locations on T associated with probabilities. The goal is to find a point \(x^*\) on T such that the maximum (weighted) expected distance from \(x^*\) to all uncertain points is minimized. To the best of our knowledge, this problem has not been studied before. We propose a refined prune-and-search technique that solves the problem in linear time.

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References

  1. Agarwal, P.K., Cheng, S.-W., Tao, Y., Yi. K.: Indexing uncertain data. In: Proceedings of the 28th Symposium on Principles of Database Systems (PODS), pp. 137–146 (2009)

  2. Agarwal, P.K., Efrat, A., Sankararaman, S., Zhang, W.: Nearest-neighbor searching under uncertainty. In: Proceedings of the 31st Symposium on Principles of Database Systems (PODS), pp. 225–236 (2012)

  3. Agarwal, P.K., Har-Peled, S., Suri, S., Yıldız, H., Zhang, W.: Convex hulls under uncertainty. In: Proceedings of the 22nd Annual European Symposium on Algorithms (ESA), pp. 37–48 (2014)

  4. Averbakh, I., Bereg, S.: Facility location problems with uncertainty on the plane. Discrete Optim. 2, 3–34 (2005)

    Article  MathSciNet  MATH  Google Scholar 

  5. Averbakh, I., Berman, O.: Minimax regret \(p\)-center location on a network with demand uncertainty. Locat. Sci. 5, 247–254 (1997)

    Article  MATH  Google Scholar 

  6. Bender, M., Farach-Colton, M.: The LCA problem revisited. In: Proceedings of the 4th Latin American Symposium on Theoretical Informatics, pp. 88–94 (2000)

  7. Bhattacharya, B., Shi, Q.: Optimal algorithms for the weighted \(p\)-center problems on the real line for small \(p\). In: Proceedings of the 10th International Workshop on Algorithms and Data Structures, pp. 529–540 (2007)

  8. Brass, P., Knauer, C., Na, H.-S., Shin, C.-S., Vigneron, A.: The aligned \(k\)-center problem. Int. J. Comput. Geom. Appl. 21, 157–178 (2011)

    Article  MathSciNet  MATH  Google Scholar 

  9. Chen, D.Z., Li, Jian, Wang, H.: Efficient algorithms for one-dimensional \(k\)-center problems. arXiv:1301.7512 (2013)

  10. Cheng, R., Chen, J., Xie, X.: Cleaning uncertain data with quality guarantees. Proc. VLDB Endow. 1(1), 722–735 (2008)

    Article  Google Scholar 

  11. Cheng, R., Xia, Y., Prabhakar, S., Shah, R., Vitter, J.S.: Efficient indexing methods for probabilistic threshold queries over uncertain data. In: Proceedings of the 30th International Conference on Very Large Data Bases (VLDB), pp. 876–887 (2004)

  12. Cole, R.: Slowing down sorting networks to obtain faster sorting algorithms. J. ACM 34(1), 200–208 (1987)

    Article  MathSciNet  Google Scholar 

  13. de Berg, M., Roeloffzen, M., Speckmann, B.: Kinetic 2-centers in the black-box model. In: Proceedings of the 29th Annual Symposium on Computational Geometry (SoCG), pp. 145–154 (2013)

  14. Dong, X., Halevy, A.Y., Yu, C.: Data integration with uncertainty. In: Proceedings of the 33rd International Conference on Very Large Data Bases, pp. 687–698 (2007)

  15. Foul, A.: A \(1\)-center problem on the plane with uniformly distributed demand points. Oper. Res. Lett. 34(3), 264–268 (2006)

    Article  MathSciNet  MATH  Google Scholar 

  16. Frederickson, G.N.: Parametric search and locating supply centers in trees. In: Proceedings of the 2nd International Workshop on Algorithms and Data Structures (WADS), pp. 299–319 (1991)

  17. Harel, D., Tarjan, R.E.: Fast algorithms for finding nearest common ancestors. SIAM J. Comput. 13, 338–355 (1984)

    Article  MathSciNet  MATH  Google Scholar 

  18. Jørgensen, A., Löffler, M., Phillips, J.M.: Geometric computations on indecisive points. In: Proceedings of the 12nd Algorithms and Data Structures Symposium (WADS), pp. 536–547 (2011)

  19. Kamousi, P., Chan, T.M., Suri, S.: Closest pair and the post office problem for stochastic points. In: Proceedings of the 12nd International Workshop on Algorithms and Data Structures (WADS), pp. 548–559 (2011)

  20. Kamousi, P., Chan, T.M., Suri S.: Stochastic minimum spanning trees in Euclidean spaces. In: Proc. of the 27th Annual Symposium on Computational Geometry (SoCG), pages 65–74, (2011)

  21. Kariv, O., Hakimi, S.: An algorithmic approach to network location problems. II: the \(p\)-medians. SIAM J. Appl. Math. 37(3), 539–560 (1979)

    Article  MathSciNet  MATH  Google Scholar 

  22. Karmakar, A., Das, S., Nandy, S.C., Bhattacharya, B.K.: Some variations on constrained minimum enclosing circle problem. J. Comb. Optim. 25(2), 176–190 (2013)

    Article  MathSciNet  MATH  Google Scholar 

  23. Löffler, M., van Kreveld, M.: Largest bounding box, smallest diameter, and related problems on imprecise points. Comput. Geom. Theory Appl. 43(4), 419–433 (2010)

    Article  MathSciNet  MATH  Google Scholar 

  24. Megiddo, N.: Linear-time algorithms for linear programming in \(R^3\) and related problems. SIAM J. Comput. 12(4), 759–776 (1983)

    Article  MathSciNet  MATH  Google Scholar 

  25. Megiddo, N., Supowit, K.J.: On the complexity of some common geometric location problems. SIAM J. Comut. 13, 182–196 (1984)

    Article  MathSciNet  MATH  Google Scholar 

  26. Megiddo, N., Tamir, A.: New results on the complexity of \(p\)-centre problems. SIAM J. Comput. 12(4), 751–758 (1983)

    Article  MathSciNet  MATH  Google Scholar 

  27. Megiddo, N., Tamir, A., Zemel, E., Chandrasekaran, R.: An \(O(n \log ^2 n)\) algorithm for the \(k\)-th longest path in a tree with applications to location problems. SIAM J. Comput. 10, 328–337 (1981)

    Article  MathSciNet  MATH  Google Scholar 

  28. Megiddo, N., Zemel, E.: An \(O(n \log n)\) randomizing algorithm for the weighted Euclidean 1-center problem. J. Algorithms 7, 358–368 (1986)

    Article  MathSciNet  MATH  Google Scholar 

  29. Suri, S., Verbeek, K.: On the most likely voronoi diagram and nearest neighbor searching. In: Proceedings of the 25th International Symposium on Algorithms and Computation (ISAAC), pp. 338–350 (2014)

  30. Suri, S., Verbeek, K., Yıldız, H.H.: On the most likely convex hull of uncertain points. In: Proceedings of the 21st European Symposium on Algorithms (ESA), pp. 791–802 (2013)

  31. Tao, Y., Xiao, X., Cheng, R.: Range search on multidimensional uncertain data. ACM Trans. Database Syst. 32, 15 (2007)

    Article  Google Scholar 

  32. Wang, H.: Minmax regret 1-facility location on uncertain path networks. Eur. J. Oper. Res. 239, 636–643 (2014)

    Article  MathSciNet  MATH  Google Scholar 

  33. Wang, H., Zhang, J.: Line-constrained \(k\)-median, \(k\)-means, and \(k\)-center problems in the plane. In: Proceedings of the 25th International Symposium on Algorithms and Computation (ISAAC), pp. 104–115 (2014)

  34. Wang, H., Zhang, J.: One-dimensional \(k\)-center on uncertain data. In: Proceedings of the 20th International Computing and Combinatorics Conference (COCOON), pp. 104–115 (2014)

  35. Yiu, M.L., Mamoulis, N., Dai, X., Tao, Y., Vaitis, M.: Efficient evaluation of probabilistic advanced spatial queries on existentially uncertain data. IEEE Trans. Knowl. Data Eng. 21, 108–122 (2009)

    Article  Google Scholar 

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Correspondence to Jingru Zhang.

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A preliminary version of this paper will appear in the Proceedings of the 14th Algorithms and Data Structures Symposium (WADS 2015).

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Wang, H., Zhang, J. Computing the Center of Uncertain Points on Tree Networks. Algorithmica 78, 232–254 (2017). https://doi.org/10.1007/s00453-016-0158-3

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