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Dissertations are held in the collections of
Stanford University Libraries.

Cohort: 2001-2002
Cohort Student Advisor Name Committee Names Dissertation
2001-2002 Arthur Yu Lu Johnstone Johnstone, Owen, Walther Sparse Principal Component Analysis for Functional Data
2001-2002 Jorge Picazo Owen Owen, Friedman, Hastie Machine Learning Characterization of Decision Boundaries in Multi-Dimensional American Options
2001-2002 Dylan Small Lai Lai, Romano, Siegmund Inference and Model Selection for Instrumental Variables Regression
2001-2002 John Storey Tibshirani Tibshirani, Johnstone, Siegmund False Discovery Rates Theory and Applications to DNA Microarrays
2001-2002 Hua Tang Siegmund Siegmund, Efron, Feldman Statistical Methods for Two Problems in DNA Sequence Comparisons
Cohort: 2000-2001
Cohort Student Advisor Name Committee Names Dissertation
2000-2001 Derek Brian Boothroyd Olshen Spline Fitting and a Random Coefficient Model of Longitudinal Irregularly Spaced Data with an Application to Diabetic Nephropathy
2000-2001 Lingyu Chen Owen Owen, Liu, Walther Extensions of Stochastic Approximation for High Dimensional Optimization with Applications to Investment Allocation and Nonlinear Experimental Design
2000-2001 Yuguo Chen Lai Sequential Importance Sampling with Resampling: Theory and Applications
2000-2001 Shingchang Kou Efron Efron, Johnstone, Tibshirani Extended Exponential Criterion: A New Selection Procedure for Scatterplot Smoothers
2000-2001 Mu Zhu Hastie Hastie, Friedman, Tibshirani Feature Extraction and Dimension Reduction with Applications to Classification and the Analysis of Co-Occurence Data
Cohort: 1999-2000
Cohort Student Advisor Name Committee Names Dissertation
1999-2000 David Elashoff Siegmund Linkage mapping in S. Cervisias with Hidden Markov Models
1999-2000 Kai-Fai Ho Siegmund Siegmund, Liu, Switzer Mathematical Frameworks for Population Growth Modelling
1999-2000 Tongwei Liu Lai Lai, Liu, Siegmund Segmentation and Estimation in Stochastic Systems with Occasional Parameter Changes
1999-2000 Sandra McBride Switzer Statistical Modeling of Indoor Air Pollutant Concentration Time Series
1999-2000 Mei Chiung Shih Lai Lai, Liu, Olshen Estimation in Nonlinear Mixed Effects Models: Parametric and Nonparametric Approaches
1999-2000 Viktor Spivakovsky Lai Multiperiod Control in Stochastic Regression Models
1999-2000 Asya Rabinovich Takken Diaconis Diaconis, Johnstone, Stein Monte Carlo Goodness-of-Fit Tests for Discrete Data
1999-2000 Hsiu-Khuern Tang Siegmund Siegmund, Dembo, Liu Using Variance Components to Map Quantitative Trait Loci in Humans
1999-2000 Julia Tung Lai Parameter Estimation in Stochastic Volatility Models and Hidden Markov Chains
Cohort: 1998-1999
Cohort Student Advisor Name Committee Names Dissertation
1998-1999 Stephen John Ellis Friedman Friedman, Hastie, Owen Locally Adaptive Principal Components for Intrinsic Dimensionality and Density Estimation