English  |  正體中文  |  简体中文  |  全文筆數/總筆數 : 80990/80990 (100%)
造訪人次 : 41625035      線上人數 : 1823
RC Version 7.0 © Powered By DSPACE, MIT. Enhanced by NTU Library IR team.
搜尋範圍 查詢小技巧:
  • 您可在西文檢索詞彙前後加上"雙引號",以獲取較精準的檢索結果
  • 若欲以作者姓名搜尋,建議至進階搜尋限定作者欄位,可獲得較完整資料
  • 進階搜尋


    請使用永久網址來引用或連結此文件: http://ir.lib.ncu.edu.tw/handle/987654321/89744


    題名: 基於深度學習的語音人名辨識系統;Deep Learning Based Speech Personal Name Recognition System
    作者: 鄭雅馨;Cheng, Ya-Hsin
    貢獻者: 資訊工程學系在職專班
    關鍵詞: 語音人名辨識;自動語音辨識;命名實體識別;雙數組Trie樹;AC自動機算法
    日期: 2022-07-04
    上傳時間: 2022-10-04 11:58:18 (UTC+8)
    出版者: 國立中央大學
    摘要: 公司總機人員經常需要轉接客戶來電給公司同仁,不僅耗時而且容易失誤。本研究透過命名實體識別技術,自動擷取語音中的人名,透過雙數組Trie樹與AC自動機算法的技術,融合編輯距離的方法,進而找出公司同仁的人名。我們以精確率、召回率及F1 Score為評估方法,對不同類型語料的不同語音來源,進行語音人名辨識評估。最後我們設計了一個語音人名辨識系統,模擬一間小公司的電話轉接功能,以此驗證辨識性能。實驗結果顯示,可辨認出的在職員工的準確率為90.2%,而辨識出無此員工的準確率為88.32%,而整體的準確率達到89.73%。本研究成果可應用於公司總機的自動轉機。

    關鍵詞:語音人名辨識;自動語音辨識、命名實體識別、雙數組Trie樹、AC自動機算法 ;The company′s switchboard often needs to transfer customer calls to the company′s colleagues, which is not only time-consuming but also prone to errors. In this study, named entity recognition technology is used to automatically capture the names of people in speech, and the Double-Array Trie and Aho–Corasick algorithm are combined with the edit distance method to find out the names of colleagues in the company. We use precision, recall and F1 Score as evaluation methods to evaluate speech name recognition for different speech sources of different types of corpus. Finally, we designed a speech personal name recognition system to simulate the phone transfer function of a small company to verify the recognition performance. The experimental results show that the accuracy of identifying active employees is 90.2%, and the accuracy of identifying ex-employees or un-hired employees is 88.32%, and the overall accuracy is 89.73%. The research results can be applied to the automatic transfer of the company′s switchboard.

    Keywords: speech personal name recognition; automatic speech recognition, named entity recognition, Double-Array Trie, Aho–Corasick algorithm.
    顯示於類別:[資訊工程學系碩士在職專班 ] 博碩士論文

    文件中的檔案:

    檔案 描述 大小格式瀏覽次數
    index.html0KbHTML77檢視/開啟


    在NCUIR中所有的資料項目都受到原著作權保護.

    社群 sharing

    ::: Copyright National Central University. | 國立中央大學圖書館版權所有 | 收藏本站 | 設為首頁 | 最佳瀏覽畫面: 1024*768 | 建站日期:8-24-2009 :::
    DSpace Software Copyright © 2002-2004  MIT &  Hewlett-Packard  /   Enhanced by   NTU Library IR team Copyright ©   - 隱私權政策聲明