Spitzer's formula

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In probability theory, Spitzer's formula or Spitzer's identity gives the joint distribution of partial sums and maximal partial sums of a collection of random variables. The result was first published by Frank Spitzer in 1956.[1] The formula is regarded as "a stepping stone in the theory of sums of independent random variables".[2]

Statement of theorem

Let X1,X2,... be independent and identically distributed random variables and define the partial sums Sn=X1+X2+...+Xn. Define Rn=max(0,S1,S2,...Sn). Then[3]

n=0ϕn(α,β)tn=exp[n=1tnn(un(α)+vn(β)1)]

where

ϕn(α,β)=E(exp[i(αRn+β(RnSn)])un(α)=E(exp[iαSn+])vn(β)=E(exp[iβSn])

and S± denotes (|S| ± S)/2.

Proof

Two proofs are known, due to Spitzer[1] and Wendel.[3]

References

  1. 1.0 1.1 Spitzer, F. (1956). "A combinatorial lemma and its application to probability theory". Transactions of the American Mathematical Society 82 (2): 323–339. doi:10.1090/S0002-9947-1956-0079851-X. 
  2. Ebrahimi-Fard, K.; Guo, L.; Kreimer, D. (2004). "Spitzer's identity and the algebraic Birkhoff decomposition in pQFT". Journal of Physics A: Mathematical and General 37 (45): 11037. doi:10.1088/0305-4470/37/45/020. Bibcode2004JPhA...3711037E. 
  3. 3.0 3.1 Wendel, James G. (1958). "Spitzer's formula: A short proof". Proceedings of the American Mathematical Society 9 (6): 905–908. doi:10.1090/S0002-9939-1958-0103531-2.