JAYASHREE SUBRAHMONIA IBM T.J. Watson Research, P.O. Box 218 / Route 134, Yorktown Heights, NY 10598, U. S. A. E-mail: [email protected] This paper addresses the problem of improving the performance of an online, writer-independent, large-vocabulary, unconstrained, handwriting recognition system by clustering writers with similar writing styles. Recognition performance is enhanced by identify...