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Chiang, Tzuu-Shuh

Retired Research Fellow

The major interest of Dr. Chiang's are Probability theory, Stochastic processes and especially, their applications to Statistics and Mathematical Analysis.

 For the system of $d-$dimesnional stochastic differential equations, $d\ge 2$,
$$ \begin{array}{ll} & dX_t^{\epsilon} =b(X_t^{\epsilon})dt+\epsilon dW_t,\ \ \ \ t\in [0,T]\\ & X_0^\epsilon = x \in H\subseteq R^d, \end{array} $$

 where $b(x)=(b_1(x),...,b_d(x))$ is a bounded smooth vector field except along the hyperplane $H=\{ x\in R^d, x_1=0\}$ but satisfies the stability condition in the sense that there exists a constants $c>0$ such that for some $\delta_0>0$ $b_1(x)\le -c$ if $x_1\in (0,\delta_0)$ and $b_1(x)\ge c$ if $x_1\in (-\delta_0,0)$, we shall prove that the central limit theorem holds for $(X^\epsilon (\cdot), u^{\epsilon+}(\cdot))$ where $u^{\epsilon+}_t$ is the  occupation time of $X^\epsilon(t)$ in the right half space $H^+=\{ x\in R^d, x_1>0\}$ up to time $t$. To be explicit, we shall show that there exist two continuous functions $\phi (\cdot) \in C([0,T],R^d)$ and $\psi(\cdot)\in C([0,T],R)$ such that  the process $(\frac{1}{\epsilon}(X^\epsilon(\cdot)-\phi(\cdot)), \frac{1}{\epsilon}(u^{\epsilon+}{(\cdot)}-\psi(\cdot)))$ converges  to a Gaussian proess in $C([0,T],R^{d+1})$ in probability  thus in distribution as $\epsilon\to 0$.

Research Fields: Probability


Email : matsch@math.sinica.edu.tw

Extension : 610

  • B.S. National Taiwan University 1972
  • M.S. University of Wisconsin-Milwaukee 1975
  • Ph.D. The University of Minnisota 1980

  • Assistant Professor University of Wisconsin-Milwaukee 1980 - 1981
  • Visiting associate professor University of Minnisota 1985 -1986
  • visiting member University of North Carolina 1989 - 1991
  • Associate Research Fellow Institute of Mathematics, Academia Sinica, R.O.C. 1981 - 1986
  • Research Fellow Institute of Mathematics, Academia Sinica, R.O.C. 1986 - Present

  • "A note on the irreducibility of Lebesque measure with applications to random walks on the unit circle", Proc. Amer. Math. Soc., 85, 603-605, 1982
  • "A lower bound of the asymptotic behavior of some Markov processes", Ann. Probability, 10, 955-967, 1982
  • "Large deviations of some Markov processes on compact metric space", Z. Wahrsch. Verw. Gebiete, 61, 71-81, 1982
  • (with Chii-Ruey Hwang) "On the non-uniqueness of the limit points of diffusions with a small parameter", Stochastics, 10, 149-153, 1983
  • "On the lower bound of large deviation of random walks", Ann. Probability, 1, 90-96, 1985
  • (with Yunshyong Chow) "On the convergence rate of a special class of annealing processes", Soochow J. Math., 13, 23-30, 1987
  • (with Yunshyong Chow and Y.J. Lee) "A formula for $E_W\,{\rm exp}(-2^{-1}a^2|x+y|^2_2)$", Proc. Amer. Math. Soc., 100, 721-724, 1987
  • (with Chii-Ruey Hwang and Shuenn-Jyi Sheu) "Diffusion for global optimization in $R^n$", SIAM J. Control Optimization, 25, 737-757, 1987
  • (with Yunshyong Chow) "On eigenvalues and annealing rates", Mathematics of Oper. Research, 13, 508-511, 1988
  • (with Shuenn-Jyi Sheu) "(With ) Large deviations of infinite dimensional Ornstein- Uhlenbeck process on C[0, 1]", Stochastics, 23, 159-178, 1988
  • (with Yunshyong Chow) "On the convergence rate of annealing processes", SIAM J. Control Optimization, 26, 1455-1470, 1988
  • (with Yunshyong Chow) "A limit theorem for a class of inhomogeneous Markov processes", Ann. Probability, 17, 1483-1502, 1989
  • (with G. Kallianpur and P. Sundar) "Propagation of chaos and the Mckean-Vlasov equation in duals of nuclear spaces", Applied Math. and Optimization, 24, 55-83, 1991
  • (with G. Kallianpur, P. Sundar) "Propagation of chaos for systems of interacting neurons", Pitman Research Notes in Mathematics Seriees, 268, 98-110, 1992
  • (with Yunshyong Chow) "A comparison of simulated annealing of Gibbs sampler and Metropolis algorithms", Lecture Notes in Statistics, Springer-Verlag, 74, 117-124, 1992
  • (with Yunshyong Chow, June Hsieh) "Some limit theorems on simulated annealing", Lecture Notes in Statistics, Springer-Verlag, 125-131, 1992
  • (with Yunshyong Chow) "Asymptotic behavior of eigenvalues and radom updating schemes", Applied Math. and Optimization, 28, 259-275, 1993
  • "Mckean-Vlasov equations with discontinuous coefficients", Soochow Journal of Mathematics, 20 (4), 507-526, 1994
  • (with Yunshyong Chow) "On global and sharp Markov properties of random functional series in Sobolev spaces", Theory of Probability and its applications (Russian edition) , 40 (2), 464-471, 1995
  • (with Yunshyong Chow) "The asymptotic behavior of simulated annealing processes with absorption", SIAM J. Control and Optimization, 32 (5), 1247-1265, 1994
  • (with Yunshyong Chow and Y. J. Lee) "Exact formulas of certain functional integrals on Wiener space", Stochastics and Stochastic Reports, 50, 211-223, 1994
  • (with Yunshyong Chow) "Simulated annealing and optimal cooling rates for some 1-dim spin glass models", Proceedings of Symposia in Pure Mathematics AMS, 83-93, 1995
  • (with Shuenn-Jyi Sheu) "Large deviation of small perturbation of some unstalbe systems", Journal of Stochastcic Analysis and Applications, 15 (1), 31-50, 1997
  • (with Yunshyong Chow) "On the exit problem from a cycle of simulated annealing processes -- a backword equation approach", Annals of Appl. Prob., 8 (3), 896-916, 1998
  • (with Yunshyong Chow) "Asymptotic behavior of some linear differential systems", Journal of Diff. Equ., 144 (2), 321-352, 1998
  • (with Shuenn-Jyi Sheu) "Large deviation of diffusion processes with discontinuous drift and their occupation times", Ann. of Probab., 28, 140-165, 2000
  • (with Y. Chow) "On the exponential convergence of some inhomogeneous Markov chains", Soochow J. of Mathematics, 26 (2), 97-101, 2000
  • (with Y. Chow and J. Hsieh) "Comparison of Metropolis algorithm and Swendsen-Wang dynamics", Proceedings of 3rd Sino-Philippine Symposium in Analysis Matimras Matematika, special issue, 21-31, 2000
  • (with S. J., Sheu) "Large deviation of diffusion processes with discontinuous drift, Stochastic Analysis and Related Topics VII, The Silivri Workshop. Birkh$\ddot{a}$user", 159-175, 2001
  • (with S. J., Sheu) "Small perturbation of diffusions in inhomogeneous media", Annales de L'I.H.P., Prbas and Stats., 38 (3), 285-318, 2002
  • "(with S. J., Sheu) The Central Limit Theorem for Diffusion Processes with a Small Parameter in Discontinuous Media", Frontiers of Chinese Mathematics, 2015-06
  • (with Shiu,Shang-Yuan, Sheu, Shuenn-Jhi) "(with S.J.Sheu and S.Y.Shieu) Price systems for markets with transaction costs and control problems for some finance problems", IMS Lecture Notes-Monograph series Time series and Related Topics, 52, 257-271, 2006-07
  • (with Chow,Yunshyong) "Optimal Ventcel Graphs, Minimal Cost Spanning Trees and Asymptotic Probabilities,", Applicable Analysis and Discrete Mathematics, 1, 1-10, 2007-04
  • (with Sheu, Shuenn-Jyi) "A Convexity Approach to Option Pricing with Transaction Costs in Discrete Models", Stochastic Analysis with Finacial Application, 65, 300-319, 2011-06
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