Title :
Samsa: a speech analysis, mining and summary application for outbound telephone calls
Author :
Cooper, James W. ; Viswanathan, M. ; Kazi, Z.
Author_Institution :
IBM Thomas J. Watson Res. Center, Yorktown Heights, NY, USA
Abstract :
The authors applied speech recognition and text mining technologies to a set of 522 recorded outbound marketing calls and analyzed the results. Since speaker-independent speech recognition technology results in a significantly lower recognition rate than that found when the recognizer is trained for a particular speaker, we applied a number of post processing algorithms to the output of the recognizer to render it suitable for the Textract text mining system. We indexed the call transcripts using a search engine and used Textract and associated Java technologies to place the relevant terms for each document in a relational database. Following a search query, we generated a thumbnail display of the results of each call with the salient terms highlighted. We illustrate these results and discuss their utility. We describe a distinct document genre based on the notetaking concept of document content, and propose a significant new method for measuring speech recognition accuracy.
Keywords :
Java; computer telephony integration; data mining; marketing data processing; relational databases; search engines; speech processing; speech recognition; text analysis; Java technologies; Samsa; Textract text mining system; call transcripts; document content; document genre; notetaking concept; outbound telephone calls; post processing algorithms; recognition rate; recorded outbound marketing calls; relational database; search engine; search query; speaker-independent speech recognition technology; speech analysis; speech recognition; speech recognition accuracy measurement; summary application; text mining technologies; thumbnail display; Data mining; Displays; Information retrieval; Search engines; Speech analysis; Speech recognition; Telephony; Text analysis; Text mining; Text recognition;
Conference_Titel :
System Sciences, 2001. Proceedings of the 34th Annual Hawaii International Conference on
Conference_Location :
Maui, HI, USA
Print_ISBN :
0-7695-0981-9
DOI :
10.1109/HICSS.2001.926472