The papers in this volume attest to how Louis ChenтАЩs cutting-edge ideas influenced and continue to influence such areas as molecular biology and computer science. He has developed applications of his work on Poisson approximation to problems of signal detection in computational biology. The original papers contained in this book provide historical context for ChenтАЩs work alongside commentary on some of his major contributions by noteworthy statisticians and mathematicians working today.