網站導覽關於本館諮詢委員會聯絡我們書目提供版權聲明引用本站捐款贊助回首頁
書目佛學著者站內
檢索系統全文專區數位佛典語言教學相關連結
 


加值服務
書目管理
書目匯出
Authorship Attribution in Huayan Texts by Machine Learning using N-gram and SVM
作者 Park, Boram
出處題名 International Journal of Buddhist Thought & Culture=국제불교문화사상사학회
卷期v.28 n.2
出版日期2018.12
頁次69 - 86
出版者International Association for Buddhist Thought and Culture
出版者網址 http://iabtc.org/
出版地Seoul, Korea [首爾, 韓國]
資料類型期刊論文=Journal Article
使用語言英文=English
附註項PARK Boram is a researcher at the Institute for Buddhist Culture, Dongguk University, in Korea.
關鍵詞Machine Learning; Authorship Attribution; Fazang; SVM; N-Gram
摘要This paper aims to evaluate the authorship of Buddhist texts in the classical Chinese language, specifically focusing on Fazang’s Huayan texts, using computational statistical methods. I also briefly introduce the basic ideas and processes related to this estimation. Regarding statistical techniques, this paper utilizes n-gram and one-class SVM (Support Vector Machine), a technique of machine learning.
The authorship attribution (AA) process in stylometry using machine learning can be divided into the following three stages: (1) Building a Corpus → (2) Extracting a Feature Set → (3) Learning and Predicting Authorship.
From the results of the tests, the following can be estimated.
(1) This one-class SVM model is somewhat reliable given that training observations and regular tests are distributed in similar regions and abnormal tests are in different regions.
(2) As the target is located in a different area from the training observations and the regular test area, the target is not likely to be Fazang’s work.
(3) However, considering the fact that it is closer to training observations and regular tests than an abnormal test by Zhiyan’s writing, it can be inferred that the Huayanjing wenda is closer to Fazang’s writing than Zhiyan’s.
One thing to keep in mind is that this is only a preliminary test. However, I think that there is enough meaning to show the possibility and direction about AA in Chinese Buddhist literature.
目次Abstract
Introduction 71
Idea 72
Process 73
Trial 79
Problems and Challenges 81
References 85
ISSN15987914 (P)
DOI10.16893/IJBTC.2018.12.28.2.69
點閱次數393
建檔日期2021.03.11
更新日期2021.03.11










建議您使用 Chrome, Firefox, Safari(Mac) 瀏覽器能獲得較好的檢索效果,IE不支援本檢索系統。

提示訊息

您即將離開本網站,連結到,此資料庫或電子期刊所提供之全文資源,當遇有網域限制或需付費下載情形時,將可能無法呈現。

修正書目錯誤

請直接於下方表格內刪改修正,填寫完正確資訊後,點擊下方送出鍵即可。
(您的指正將交管理者處理並儘快更正)

序號
607605

查詢歷史
檢索欄位代碼說明
檢索策略瀏覽