\magnification=1200 \baselineskip=20pt \nopagenumbers \font\big=cmr12 scaled \magstep2 \centerline{\bf STANFORD UNIVERSITY} \centerline{\bf DEPARTMENT OF STATISTICS} \centerline{\big JOINT PROBABILITY AND STATISTICS SEMINAR} \bigskip \baselineskip=12pt \centerline{4:15 p.m., Tuesday, January 15, 2002} \centerline{Sequoia Hall Room 200} \centerline{(Cookies at 3:45 in 1st Floor Lounge)} \bigskip \baselineskip=15pt \centerline{\sl Tiefeng Jiang} \centerline{\sl Statistics Department} \centerline{\sl U. Minnesota, Minneapolis} \bigskip \centerline{\bf Singular values of matrices generated from spherical distributions} \bigskip Motivated by an image analysis problem, we study asymptotic properties of the singular values of random matrices $A_{p,n}$, where the n columns are random samples from the unit sphere in $R^p$. We show that the empirical law of the singular values of $A_{p,n}$ satisfies the semicircular law. We will also discuss a possible Tracy-Widom law for the largest singular value of $A_{p,n}$. \bye