The North Jersey Chapter of the IEEE Communications Society New Jersey Institute of Technology Department of Electrical and Computer Engineering Center for Communications and Signal Processing New Jersey Center for Multimedia Research present HOW MAY I HELP YOU? Allen L. Gorin Speech Research AT&T Laboratories Wednesday, April 30, 1997 Refreshment 4:45 PM, Seminar 5:00 PM NJIT, ECEC Room 202 ABSTRACT: We are interested in providing automated services via natural spoken dialog systems. By natural, we mean that the machine understands and acts upon what people actually say, in contrast to what one would like them to say. There are many issues that arise when such systems are targeted for large populations of non-expert users. In this ressearch, we focus on the task of automatically routing telephone calls based on a user's fluently spoken response to the open-ended prompt of "How may I help you?". We first describe a database generated from 10,000 spoken transactions between customers and human agents. We then describe methods for automatically acquiring language models for both recognition and understanding from such data. Experimental results evaluating call-classification from speech are reported for that database. These methods have been embedded within a spoken dialog system, with subsequent processing for information retrieval and form-filling. BIOGRAPHY: Allen Gorin was born in Brooklyn, New York, on November 27, 1953. He received the B.S. and M.A. degrees in Mathematics from the State University of New York at Stony Brook in 1975 and 1976 respectively, then the Ph.D. in Mathematics from the Graduate Center of the City University of New York in 1980. >From 1980-83 he worked at Lockheed Electronics in New Jersey, investigating algorithms for target recognition from time-varying imagery. In 1983 he joined the technical staff at AT&T Bell Laboratories Federal Systems Division in Whippany. While there, he was the Principle Investigator for AT&T's ASPEN project within the DARPA Strategic Computing Program, investigating parallel architectures and algorithms for pattern recognition. In 1987, he was appointed a Distinguished Member of the Technical Staff. In 1988, he joined the Speech Research Department at Bell Labs in Murray Hill. His current position is as a Principal Member of the Technical Staff in AT&T Research. His current research focuses on machine learning methods for spoken language understanding. He has served as a guest editor for the IEEE Transactions on Speech and Audio, and was a visiting researcher at the ATR Interpreting Telecommunications Research Laboratory in Japan during 1994. He is a member of the Acoustical Society of America and a Senior Member of the IEEE.