[PDF][PDF] Asymptotically efficient adaptive allocation rules

TL Lai, H Robbins - Advances in applied mathematics, 1985 - core.ac.uk
Let IIj (i= l,..., k) denote statistical populations (treatments, manufacturing processes, etc.)
specifkd respectively by univariate density functions f (x; 6’,.) with respect to some measure Y, …

Information bounds and quick detection of parameter changes in stochastic systems

TL Lai - IEEE Transactions on Information theory, 1998 - ieeexplore.ieee.org
By using information-theoretic bounds and sequential hypothesis testing theory, this paper
provides a new approach to optimal detection of abrupt changes in stochastic systems. This …

Adaptive treatment allocation and the multi-armed bandit problem

TL Lai - The annals of statistics, 1987 - JSTOR
A class of simple adaptive allocation rules is proposed for the problem (often called the "multi-armed
bandit problem") of sampling x 1 , ⋯ x N sequentially from k populations with …

Least squares estimates in stochastic regression models with applications to identification and control of dynamic systems

TL Lai, CZ Wei - The Annals of Statistics, 1982 - JSTOR
Strong consistency and asymptotic normality of least squares estimates in stochastic regression
models are established under certain weak assumptions on the stochastic regressors …

Sequential changepoint detection in quality control and dynamical systems

TL Lai - Journal of the Royal Statistical Society: Series B …, 1995 - Wiley Online Library
After a brief survey of a large variety of sequential detection procedures that are widely scattered
in statistical references on quality control and engineering references on fault detection …

[BOOK][B] Statistical models and methods for financial markets

TL Lai, H Xing - 2008 - Springer
The idea of writing this book arose in 2000 when the first author was assigned to teach the
required course STATS 240 (Statistical Methods in Finance) in the new MS program in …

Sequential analysis: some classical problems and new challenges

TL Lai - Statistica Sinica, 2001 - JSTOR
We give a brief review of the developments in several classical problems of sequential
analysis and their applications to biomedicine, economics and engineering. Even though it can …

Stochastic approximation

TL Lai - The annals of Statistics, 2003 - projecteuclid.org
Stochastic approximation, introduced by Robbins and Monro in 1951, has become an
important and vibrant subject in optimization, control and signal processing. This paper reviews …

[BOOK][B] Self-normalized processes: Limit theory and Statistical Applications

VH Peña, TL Lai, QM Shao - 2008 - books.google.com
Self-normalized processes are of common occurrence in probabilistic and statistical studies.
A prototypical example is Student's t-statistic introduced in 1908 by Gosset, whose portrait is …

Limit theorems for delayed sums

TL Lai - The Annals of Probability, 1974 - projecteuclid.org
In this paper, we study analogues of the law of the iterated logarithm for delayed sums of
independent random variables. In the iid case, necessary and sufficient conditions for such …