Bivariate median; Euclidean median; Generalized Fermat point; L1 median; Median center; Minimum aggregate travel pointSpatial median; Weber problem
Definition
Given a set of points in Euclidean space, geometric median is a point which represents the central tendency of the set. The geometric median of points is selected in such a way that it minimizes the sum of distances from itself to the other points in the set. Geometric median is an important concept in statistics where the central tendency of the set is required regardless of the outliers present. It is also used for the facility location problems which aim to minimize the cost of transportation. It is equivariant under Euclidean similarity transformations, and it is unique under the condition that the points are not collinear, and the number of points in the set is odd (Haldane 1948). Finding the geometric median is a challenging task since no polynomial time algorithm is known, and the solutions for the...
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References
Bajaj C (1988) The algebraic degree of geometric optimization problems. Discret Comput Geom 3(1):177–191
Beck A, Sabach S (2013) Weiszfeld’s method: old and new results. J Optim Theory Appl 164:1–40
Brazil M, Graham RL, Thomas DA, Zachariasen M (2014) On the history of the Euclidean Steiner tree problem. Arch Hist Exact Sci 68(3):327–354
Chandrasekaran R, Tamir A (1989) Open questions concerning Weiszfeld’s algorithm for the Fermat-Weber location problem. Math Program 44(1–3):293–295
Haldane JBS (1948) Note on the median of a multivariate distribution. Biometrika 35(3–4):414–417
Hamacher HW, Drezner Z (2002) Facility location: applications and theory. Springer, Berlin/New York
Kuhn HW (1973) A note on Fermat’s problem. Math Program 4(1):98–107
Lopuhaa HP, Rousseeuw PJ (1991) Breakdown points of affine equivariant estimators of multivariate location and covariance matrices. Ann Stat 19:229–248
Vardi Y, Zhang C-H (2000) The multivariate l1-median and associated data depth. Proc Natl Acad Sci 97(4):1423–1426
Weiszfeld E (1937) Sur le point pour lequel la somme des distances de n points donnés est minimum. Tohoku Math J 43(355–386):2
Wesolowsky GO (1993) The Weber problem: history and perspectives. Comput Oper Res, Volume 1, No.1 (May 1993), p.5–23
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Eftelioglu, E. (2017). Geometric Median. In: Shekhar, S., Xiong, H., Zhou, X. (eds) Encyclopedia of GIS. Springer, Cham. https://doi.org/10.1007/978-3-319-17885-1_1555
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DOI: https://doi.org/10.1007/978-3-319-17885-1_1555
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