• DocumentCode
    635017
  • Title

    On the computation of mixing coefficients between discrete-valued random variables

  • Author

    Ahsen, M. Eren ; Vidyasagar, M.

  • Author_Institution
    Dept. of Bioeng., Univ. of Texas at Dallas Richardson, Richardson, TX, USA
  • fYear
    2013
  • fDate
    23-26 June 2013
  • Firstpage
    1
  • Lastpage
    5
  • Abstract
    Mixing coefficients between two random variables act as a measure of their dependence. For stochastic processes mixing is another way of saying that the process is asymptotically independent. To measure mixing different types of mixing coefficients are introduced. In the literature, three kinds of mixing coefficients are commonly used, namely α-, β- and φ-mixing coefficients. While it is easy to derive an explicit closed-form formula for the β-mixing coefficient, no such formulas exist for the a- and the φ-mixing coefficients. We study the case where the two random variables assume values in a finite set. Under this setup, we show that the computation of alpha-mixing coefficient is NP-hard. Moreover, by using a semi-definite relaxation we obtain lower and upper bounds for the alpha-mixing coefficient. We also derive a closed form expression for the phi-mixing coefficient between two random variables. These results generalize earlier results by the authors.
  • Keywords
    computational complexity; random processes; stochastic processes; α-mixing coefficients; β-mixing coefficients; φ-mixing coefficients; NP-hard problem; alpha-mixing coefficient computation; closed form expression; discrete-valued random variables; explicit closed-form formula; lower bounds; phi-mixing coefficient; probability theory; semidefinite relaxation; stochastic process mixing; upper bounds; Convex functions; Equations; Joints; Random variables; Tin; Upper bound; Vectors;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Control Conference (ASCC), 2013 9th Asian
  • Conference_Location
    Istanbul
  • Print_ISBN
    978-1-4673-5767-8
  • Type

    conf

  • DOI
    10.1109/ASCC.2013.6606096
  • Filename
    6606096