Title :
A detection method of FAQ matching inquiry e-mails by automatic generation of characteristic word groups on past inquiry e-mails
Author :
Sakumichi, Yuki ; Akiyoshi, Masanori ; Samejima, Masaki ; Oka, Hironori
Author_Institution :
Osaka Univ., Suita, Japan
Abstract :
This paper discusses how to detect the inquiry e-mails corresponding to pre-defined FAQs(Frequently Asked Questions). Web-based interaction such as orders and registration form on a web page is usually provided with its FAQ page for helping a user, however, most users submit their inquiry e-mails without checking such pages. Help desk operators must spend lots of time on replying to process lots of e-mails even if some contents match to FAQs, we propose the automatic detection method of such e-mails based on SVM (Support Vector Machine) and specific Jaccard coefficient with positive and negative instances. Experimental results show that the proposed method can improve the recall rate to 50% and the precision rate to 91%.
Keywords :
Internet; Web sites; electronic mail; pattern matching; query processing; question answering (information retrieval); support vector machines; FAQ matching; Jaccard coefficient; Web page; Web-based interaction; automatic detection method; automatic generation; characteristic word group; help desk operator; inquiry e-mail; registration form; support vector machine; Accuracy; Companies; Electronic mail; Feature extraction; Servers; Support vector machines; Web pages;
Conference_Titel :
Industrial Informatics (INDIN), 2011 9th IEEE International Conference on
Conference_Location :
Caparica, Lisbon
Print_ISBN :
978-1-4577-0435-2
Electronic_ISBN :
978-1-4577-0433-8
DOI :
10.1109/INDIN.2011.6034836