https://scholars.lib.ntu.edu.tw/handle/123456789/498556
DC 欄位 | 值 | 語言 |
---|---|---|
dc.contributor.author | Pan, Y.-C. | en_US |
dc.contributor.author | LIN-SHAN LEE | en_US |
dc.creator | Pan, Y.-C.;Lee, L.-S. | - |
dc.date.accessioned | 2020-06-11T06:21:44Z | - |
dc.date.available | 2020-06-11T06:21:44Z | - |
dc.date.issued | 2006 | - |
dc.identifier.uri | https://scholars.lib.ntu.edu.tw/handle/123456789/498556 | - |
dc.identifier.uri | https://www.scopus.com/inward/record.uri?eid=2-s2.0-48749118669&doi=10.1109%2fSLT.2006.326811&partnerID=40&md5=c5ed3b522f0635142efa985527fea616 | - |
dc.description.abstract | Unlike written documents, spoken documents are difficult to display on the screen; it is also difficult for users to browse these documents during retrieval. It has been proposed recently to use interactive multi-modal dialogues to help the user navigate through a spoken document archive to retrieve the desired documents. This interaction is based on a topic hierarchy constructed by the key terms extracted from the retrieved spoken documents. In this paper, the efficiency of the user interaction in such a system is further improved by a key term ranking algorithm using Reinforcement Learning with simulated users. Extensive simulation analysis was performed, and significant improvements in retrieval efficiency were observed. These improvements show the relative robustness to speech recognition errors. ©2006 IEEE. | - |
dc.relation.ispartof | 2006 IEEE ACL Spoken Language Technology Workshop, SLT 2006, Proceedings | - |
dc.subject.other | Error detection; Flow interactions; Fluorescent screens; Learning algorithms; Linguistics; Reinforcement; Reinforcement learning; Data mining; Efficiency; Information retrieval; Reinforcement learning; Interactive retrieval; Multi-modal; Ranking algorithms; Recognition errors; Retrieval (MIR); Retrieval efficiency; Simulation analysis; Spoken documents; Spoken languages; Topic hierarchy; User interactions; Written documents; Speech recognition; Speech recognition; Extensive simulations; Interactive retrieval; Multi-modal; Ranking algorithm; Reinforcement learnings; Simulation analysis; Spoken document; Topic hierarchy; User interaction; Written documents | - |
dc.title | Simulation analysis for interactive retrieval of spoken documents with key terms ranked by reinforcement learning | en_US |
dc.type | conference paper | en |
dc.relation.conference | 2006 IEEE ACL Spoken Language Technology Workshop, SLT 2006 | - |
dc.identifier.doi | 10.1109/SLT.2006.326811 | - |
dc.identifier.scopus | 2-s2.0-48749118669 | - |
dc.relation.pages | 38-41 | - |
item.fulltext | no fulltext | - |
item.openairecristype | http://purl.org/coar/resource_type/c_5794 | - |
item.cerifentitytype | Publications | - |
item.openairetype | conference paper | - |
item.grantfulltext | none | - |
crisitem.author.dept | Networking and Multimedia | - |
crisitem.author.dept | Computer Science and Information Engineering | - |
crisitem.author.dept | Electrical Engineering | - |
crisitem.author.dept | Communication Engineering | - |
crisitem.author.dept | MediaTek-NTU Research Center | - |
crisitem.author.dept | Center for Artificial Intelligence and Advanced Robotics | - |
crisitem.author.orcid | 0000-0002-6039-8298 | - |
crisitem.author.parentorg | College of Electrical Engineering and Computer Science | - |
crisitem.author.parentorg | College of Electrical Engineering and Computer Science | - |
crisitem.author.parentorg | College of Electrical Engineering and Computer Science | - |
crisitem.author.parentorg | College of Electrical Engineering and Computer Science | - |
crisitem.author.parentorg | Others: University-Level Research Centers | - |
crisitem.author.parentorg | Others: University-Level Research Centers | - |
顯示於: | 電機工程學系 |
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