跳到主要內容

臺灣博碩士論文加值系統

(100.28.0.143) 您好!臺灣時間:2024/07/14 22:17
字體大小: 字級放大   字級縮小   預設字形  
回查詢結果 :::

詳目顯示

: 
twitterline
研究生:蕭傑仁
研究生(外文):Chieh-Ren Hsiao
論文名稱:基於中文類比推理工作之研究
論文名稱(外文):Chinese Based Analogical Reasoning Task
指導教授:禹良治禹良治引用關係
指導教授(外文):Liang-Chih Yu
口試委員:李龍豪蕭文豪
口試委員(外文):Lung-Hao LeeWen-Hao Hsiao
口試日期:7-21
學位類別:碩士
校院名稱:元智大學
系所名稱:資訊管理學系
學門:電算機學門
學類:電算機一般學類
論文種類:學術論文
論文出版年:2016
畢業學年度:104
語文別:中文
論文頁數:34
中文關鍵詞:類比推理詞向量Skip-gramCbowGlove
外文關鍵詞:analogical reasoningword embeddingSkip-gramCbowGlove
相關次數:
  • 被引用被引用:0
  • 點閱點閱:186
  • 評分評分:
  • 下載下載:4
  • 收藏至我的研究室書目清單書目收藏:2
類比推理是指由一類事物所具有的某種屬性,推測與其類似的事物應具有這種屬性的推理方法。近年來,由於深度學習方法的崛起,應用在分散式詞向量訓練模型上有傑出的表現,著名的模型有Skip-gram、Cbow與Glove模型,而這些方法剛好適用於類比推理問題的評估。
本研究透過網頁爬蟲獲取的語料庫訓練中文的詞向量模型,透過詞語詞之間存在的相同關係,進而生成類比推理的測試資料集,最後使用類比推理計算得到推理的結果,最後我們總結目前的實驗結果,並提出一些議題,以供未來研究,進而改善目前的準確率。

Analogical reasoning is the kind of thing which has certain properties, speculated that similar things should be reasoning with such a property. In recent years, due to the rise of the deep learning method and application in distributed Word vector with outstanding performance on the training model, the famous model Skip-gram, Cbow Glove model, which applies to the assessment of analogical reasoning.

Through web crawler access the Chinese corpus to train Chinese word vector models, and terms have the same relationships between terms, then generate test data sets of simulated reasoning, we calculate with analogical reasoning and get results, finally, we summarize the current results, and made a number of topics for future research, to improve the accuracy.

書名頁 i
論文口試委員審定書 ii
授權書 iii
中文摘要 vi
英文摘要 vii
誌謝 viii
目錄 ix
表目錄 xi
圖目錄 xii
第 1 章 緒論 1
1.1 研究背景 1
1.2 研究動機與目的 2
1.3 研究方法簡介 3
1.4 研究架構 4
第 2 章 文獻探討 5
2.1 詞向量 5
2.2 CBOW 模型 6
2.3 Skip-gram 模型 7
2.4 Glove 模型 9
2.5 類比推理 9
2.6 斷詞系統 10
第 3 章 研究方法 11
3.1 前言 11
3.2 詞向量模型訓練流程 12
3.3 測試資料獲取與前處理 14
3.4 產生問題測試資料集 16
3.5 類比推理計算 19
第 4 章 實驗結果分析與討論 21
4.1 前言 21
4.2 實驗設計及評估標準 21
4.3 實驗流程 22
4.3.1 詞向量模型 22
4.3.2 測試資料集 23
4.3.3 預測流程 24
4.4 實驗結果 25
4.4.1 類比推理資料集評估 25
4.4.2 旅遊推薦測試資料集評估 27
第 5 章 結論與未來展望 31
5.1 結論 31
5.2 未來展望 31
參考文獻 33


[1] Y. Bengio, R. Ducharme, P. Vincent. A neural probabilistic language model. Journal of Machine Learning Research, 3:1137-1155, 2003.
[2] T. Mikolov, I. Sutskever, K. Chen, G. Corrado, and J. Dean. Distributed Representations of Words and Phrases and their Compositionality. Accepted to NIPS 2013.
[3] Langlais, Philippe, and Alexandre Patry. "Translating Unknown Words by Analogical Learning." EMNLP-CoNLL. 2007.
[4] Qiu, Likun, Yue Zhang, and Yanan Lu. "Syntactic Dependencies and Distributed Word Representations for Chinese Analogy Detection and Mining." EMNLP, 2015.
[5] Gentner, Dedre. "Structure‐mapping: A theoretical framework for analogy."Cognitive science 7.2 (1983): 155-170.
[6] Chen, Tao, et al. "Improving distributed representation of word sense via WordNet Gloss composition and context clustering." Association for Computational Linguistics, 2015.
[7] Mikolov T, Chen K, Corrado G, and Dean J. Efficient estimation of word representations in vector space[C]. In Proceedings of the International Conference on Learning Representations (ICLR-13), 2013.
[8] Bengio Y, Schwenk H, Senécal J S, et al. Neural probabilistic language models[M]. Innovations in Machine Learning. Springer Berlin Heidelberg, 2006: 137-186.
[9] Pennington, Jeffrey, Richard Socher, and Christopher D. Manning. "Glove: Global Vectors for Word Representation." EMNLP. Vol. 14. 2014.
[10] Gentner, Dedre. "Structure‐mapping: A theoretical framework for analogy."Cognitive science 7.2 (1983): 155-170.
[11] Gentner, Dedre, and Arthur B. Markman. "Structure mapping in analogy and similarity." American psychologist 52.1 (1997): 45.
[12] Franz, Alex, and Thorsten Brants. "All our n-gram are belong to you." Google Machine Translation Team 20 (2006).
[13] Popkin, Richard Henry, and Avrum Stroll. Philosophy made simple. Three Rivers Press, 1993.
[14] Novick, Laura R., and Keith J. Holyoak. "Mathematical problem solving by analogy." Journal of experimental psychology: Learning, memory, and cognition17.3 (1991): 398.
[15] Anderson, John R., and Ross Thompson. "Use of analogy in a production system architecture." Similarity and analogical reasoning (1989): 267-297.
[16] Harris, David, and Sarah Harris. Digital design and computer architecture. Elsevier, 2012.
[17] Hinton,Geoffrey E. "Learning distributed representations of concepts."Proceedings of the eighth annual conference of the cognitive science society. Vol. 1. 1986.
[18] Falkenhainer, Brian, Kenneth D. Forbus, and Dedre Gentner. "The structure-mapping engine: Algorithm and examples." Artificial intelligence 41.1 (1989): 1-63.
[19] Popkin, Richard Henry, and Avrum Stroll. Philosophy made simple. Three Rivers Press, 1993.
[20] Rumelhart, David E., and Adele A. Abrahamson. "A model for analogical reasoning." Cognitive Psychology 5.1 (1973): 1-28.
[21] C.D.Manning, H. Schutze, “Foundations of statistical natural language processing”, Massachusetts Institute of Technology pp.315-407, 1999。
[22] 黑格爾, et al. 邏輯學. 商務印書館, 2009.
[23] 羅澤碧. 基於客戶流覽行為的個性化推薦系統研究. MS thesis. 貴州大學, 2009.
[24] 邱琴. "類比推理的轉換機制." 南昌: 江西師範大學博士論文 (2009).
[25] 馮廷勇, and 李紅. "類比推理發展理論述評." 西南師範大學學報: 人文社會科學版28.4 (2002): 44-47.
[26] 張樹東, and 高瀟怡. "類比推理能力的三種發展觀." 大連教育學院學報 16.4 (2000): 54-58.
[27] 邱琴. "基於能力的類比推理映射轉換的實驗研究." 心理與行為研究 10.6 (2012): 419-426.
[28] 李一軍, and 畢春斌. "類比推理發展的歷史及展望." 管理科學學報 3 (1994): 71-78.
[29] 中央研究院中文詞知識庫小組,http://godel.iis.sinica.edu.tw/CKIP/
[30] Huang, Eric H., et al. "Improving word representations via global context and multiple word prototypes." Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers-Volume 1. Association for Computational Linguistics, 2012.

連結至畢業學校之論文網頁點我開啟連結
註: 此連結為研究生畢業學校所提供,不一定有電子全文可供下載,若連結有誤,請點選上方之〝勘誤回報〞功能,我們會盡快修正,謝謝!
QRCODE
 
 
 
 
 
                                                                                                                                                                                                                                                                                                                                                                                                               
第一頁 上一頁 下一頁 最後一頁 top