Online purchasing under uncertainty

Suppose there is a collection $x_1,x_2,\dots,x_N$ of independent uniform $[0,1]$ random variables, and a hypergraph $\cF$ of \emph{target structures} on the vertex set $\{1,\dots,N\}$. We would like to buy a target structure at small cost, but we do not know all the costs $x_i$ ahead of time. Instead, we inspect the random variables $x_i$ one at a time, and after each inspection, choose to either keep the vertex $i$ at cost $x_i$, or reject vertex $i$ forever. In the present paper, we consider the case where $\{1,\dots,N\}$ is the edge-set of some graph, and the target structures are the spanning trees of a graph, spanning arborescences of a digraph, the paths between a fixed pair of vertices, perfect matchings, Hamilton cycles or the cliques of some fixed size.

[1]  Omer Angel,et al.  Online Random Weight Minimal Spanning Trees and a Stochastic Coalescent , 2008 .

[2]  W. Hoeffding Probability Inequalities for sums of Bounded Random Variables , 1963 .

[3]  Colin McDiarmid,et al.  Surveys in Combinatorics, 1989: On the method of bounded differences , 1989 .

[4]  T. Hill,et al.  A Survey of Prophet Inequalities in Optimal Stopping Theory , 1992 .

[5]  B. Bollobás The evolution of random graphs , 1984 .

[6]  T. Hill,et al.  Comparisons of Stop Rule and Supremum Expectations of I.I.D. Random Variables , 1982 .

[7]  Alan M. Frieze,et al.  Hamilton cycles in random graphs and directed graphs , 2000, Random Struct. Algorithms.

[8]  David W. Walkup,et al.  Matchings in random regular bipartite digraphs , 1980, Discret. Math..

[9]  P. Erdos,et al.  On the evolution of random graphs , 1984 .

[10]  Svante Janson,et al.  One, Two and Three Times log n/n for Paths in a Complete Graph with Random Weights , 1999, Combinatorics, Probability and Computing.

[11]  Alan M. Frieze,et al.  On the value of a random minimum spanning tree problem , 1985, Discret. Appl. Math..

[12]  A. Rbnyi ON THE EVOLUTION OF RANDOM GRAPHS , 2001 .

[13]  Thomas S. Ferguson,et al.  Who Solved the Secretary Problem , 1989 .

[14]  Wesley Pegden,et al.  On the distribution of the minimum weight clique , 2016 .

[15]  A. Frieze,et al.  Introduction to Random Graphs , 2016 .

[16]  Nicole Immorlica,et al.  Matroids, secretary problems, and online mechanisms , 2007, SODA '07.

[17]  S. Matthew Weinberg,et al.  Matroid prophet inequalities , 2012, STOC '12.

[18]  Alan M. Frieze,et al.  Hamilton cycles in 3-out , 2009, Random Struct. Algorithms.

[19]  U. Krengel,et al.  Semiamarts and finite values , 1977 .

[20]  Alan M. Frieze,et al.  Hamilton Cycles in a Class of Random Directed Graphs , 1994, J. Comb. Theory, Ser. B.

[21]  Alan M. Frieze,et al.  Finding hamilton cycles in sparse random graphs , 1987, J. Comb. Theory, Ser. B.

[22]  E. Samuel-Cahn Comparison of Threshold Stop Rules and Maximum for Independent Nonnegative Random Variables , 1984 .