English  |  正體中文  |  简体中文  |  全文筆數/總筆數 : 62805/95882 (66%)
造訪人次 : 3925490      線上人數 : 850
RC Version 7.0 © Powered By DSPACE, MIT. Enhanced by NTU Library & TKU 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: https://tkuir.lib.tku.edu.tw/dspace/handle/987654321/44517


    題名: 利用關聯法則改善文件分類準確度-類別優先問題之探討
    其他題名: Improving the Accuracy of Text Categorization by Using Association Rule with Class Priority
    作者: 熊瀚升;Hsiung, Han-sheng
    貢獻者: 淡江大學資訊工程學系碩士在職專班
    蔣定安;Chiang, Ding-an
    關鍵詞: 關聯式分類法;規則排序;規則產生;候選詞彙項目
    日期: 2009
    上傳時間: 2010-03-16 10:36:07 (UTC+8)
    摘要: 一般關聯式分類法(Associative Classification, AC)在規則排序(Ranking)[1][2]上,作法是先依照信賴值由高至低排序,接著依支援值由高至低排序,再依規則由短至長排序,短規則因為通用性較高,通常為了讓更多文件可以分類,因此短規則在排序上優於長規則。
    本論文核心即在針對規則排列問題,除了採用Lazy法[3]所提出的排序法則為一般排序原則外,再加上本論文提出之類別優先度來探討其對分類效能的影響。再結合TFIDF[4]及貝氏分類器[5]先做第一次分類,計算其準確率及F1值,利用這些數據設定單一門檻值、為了避免不同類別間的落差,針對各類別設定多重門檻值,並利用靜態不變及動態修正門檻值兩種方式來引用規則並執行分類。
    General relational classification (Associative Classification, AC) in the rules of order (Ranking) [1] [2], the approach is to rely on the value of pupils in accordance with the order, and then sorted according to support the value of pupils, according to the rules Sorting by short to long and short rules because of the higher common, usually in order to allow more files can be categorized, so in short order on the rules of the rules is better than long.
    In this paper, that is the core of the problem in order for the rules, in addition to the use of Lazy method [3] by the law of the sort order for the general principles, together with the categories proposed in this paper to discuss the priority of its impact on the classification performance. Combined with the TFIDF [4] and Bayesian classifier [5] first classified the first time to calculate their accuracy rate and the F1 value, use the data to set a single threshold value, in order to avoid differences between different categories for each of the categories to set multiple threshold value, and use the same static and dynamic threshold amended to refer to two ways and the implementation of classification rules.
    顯示於類別:[資訊工程學系暨研究所] 學位論文

    文件中的檔案:

    檔案 大小格式瀏覽次數
    0KbUnknown230檢視/開啟

    在機構典藏中所有的資料項目都受到原著作權保護.

    TAIR相關文章

    DSpace Software Copyright © 2002-2004  MIT &  Hewlett-Packard  /   Enhanced by   NTU Library & TKU Library IR teams. Copyright ©   - 回饋