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題名:The Feasibility of Automated Topic Analysis: An Empirical Evaluation of Deep Learning Techniques Applied to Skew-distributed Chinese Text Classification
書刊名:教育資料與圖書館學
作者:曾元顯
作者(外文):Tseng, Yuen-hsien
出版日期:2020
卷期:57:1
頁次:頁121-144
主題關鍵詞:文本分類語料庫深度學習績效評估Text categorizationReal-world corpusDeep learningPerformance evaluation
原始連結:連回原系統網址new window
相關次數:
  • 被引用次數被引用次數:期刊(1) 博士論文(0) 專書(0) 專書論文(0)
  • 排除自我引用排除自我引用:1
  • 共同引用共同引用:0
  • 點閱點閱:6
期刊論文
1.Calkins, S.(1983)。The new merger guidelines and the Herfindahl-Hirschman index。California Law Review,71(2),402-429。  new window
2.Sebastiani, F.(2002)。Machine Learning in Automated Text Categorization。ACM Computing Surveys,34(1),1-47。  new window
3.LeCun, Yann、Bengio, Yoshua、Hinton, Geoffrey(2015)。Deep learning。Nature,521(7553),436-444。  new window
4.Hirschman, A. O.(1964)。The paternity of an index。American Economic Review,54(5),761-762。  new window
5.Lewis, D. D.、Yang, Y.、Rose, T. G.、Li, F.(2004)。RCV1: A new benchmark collection for text categorization research。Journal of Machine Learning Research,5,361-397。  new window
6.Liston-Heyes, C.、Pilkington, A.(2004)。Inventive concentration in the production of green technology: A comparative analysis of fuel cell patents。Science and Public Policy,31(1),15-25。  new window
7.Russakovsky, O.、Deng, J.、Su, H.、Krause, J.、Satheesh, S.、Ma, S.、Huang, Z.、Karpathy, A.、Khosla, A.、Bernstein, M.、Berg, A. C.、Fei-Fei, Li(2015)。ImageNet Large Scale Visual Recognition Challenge。International Journal of Computer Vision,115(3),211-252。  new window
8.Yan, L.、Zheng, Y.、Cao, J.(2018)。Few-shot learning for short text classification。Multimedia Tools and Applications,77(22),29799-29810。  new window
9.Hochreiter, Sepp、Schmidhuber, Jürgen(1997)。Long Short-term Memory。Neural Computation,9(8),1735-1780。  new window
10.Simpson, E. H.(1949)。Measurement of diversity。Nature,163。  new window
會議論文
1.Yang, Yiming、Liu, Xin(1999)。A Re-examination of Text Categorization Methods。The 22nd Annual International ACM SIGIR Conference on Research and Development in Information Retrieval,F. Gey, M. Hearst, & R. Tong (Chairs) 。ACM Press。42-49。  new window
2.Pang, B.、Lee, L.、Vaithyanathan, S.(2002)。Thumbs up? Sentiment classification using machine learning techniques。The ACL-02 Conference on Empirical Methods in Natural Language Processing。Stroudsburg, PA:Association for Computational Linguistics。79-86。  new window
3.Mikolov, T.、Sutskever, I.、Chen, K.、Corrado, G. S.、Dean, J.(2013)。Distributed representations of words and phrases and their compositionality。The 26th International Conference on neural information processing systems。Curran Associates。3111-3119。  new window
4.Vaswani, A.、Shazeer, N.、Parmar, N.、Uszkoreit, J.、Jones, L.、Gomez, A. N.、Kaiser, L.、Polosukhin, I.(2017)。Attention is all you need。The 31th Annual Conference on Neural Information Processing Systems。Neural Information Processing Systems Foundation。5998-6010。  new window
5.Lai, S.、Xu, L.、Liu, K.、Zhao, J.(2015)。Recurrent Convolutional Neural Networks for Text Classification。Twenty-Ninth AAAI Conference on Artificial Intelligence ()。Association for the Advancement of Artificial Intelligence。2267-2273。  new window
6.Johnson, R.、Zhang, T.(2015)。Effective use of word order for text categorization with convolutional neural networks。The 2015 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies。Association for Computational Linguistics。103-112。  new window
7.Saif, H.、Fernández, M.、He, Y.、Alani, H.(2013)。Evaluation datasets for Twitter sentiment analysis: A survey and a new dataset, the STS-Gold。The First International Workshop on Emotion and Sentiment in Social and Expressive Media: Approaches and perspectives from AI,9-21。  new window
8.Yang, Z.、Dai, Z.、Yang, Y.、Carbonell, J. G.、Salakhutdinov, R.、Le, Q. V.(2019)。XLNet: Generalized autoregressive pretraining for language understanding。The 33rd Conference on Neural Information Processing Systems。Vancouver。5753-5763。  new window
9.Zhang, X.、Zhao, J.、LeCun, Y.(2015)。Character-level convolutional networks for text classification。The 28th International Conference on Neural Information Processing Systems。MIT Press。649-657。  new window
10.Zhang, Z.、Han, X.、Liu, Z.、Jiang, X.、Sun, M.、Liu, Q.(2019)。ERNIE: Enhanced language representation with informative entities。The 57th Annual Meeting of the Association for Computational Linguistics。Association for Computational Linguistics。1441-1451。  new window
11.Turney, P. D.(2002)。Thumbs up or thumbs down? Semantic orientation applied to unsupervised classification of reviews。The 40th Annual Meeting on Association for Computational Linguistics,P. Isabelle (Chair) (會議日期: 2002/07/06-2002/07/12)。Association for Computational Linguistics。417-424。  new window
12.Joachims, Thorsten(1998)。Text Categorization with Support Vector Machines: Learning with Many Relevant Features。ECML-98, 10th European Conference on Machine Learning。Springer。137-142。  new window
13.Krizhevsky, Alex、Sutskever, I.、Hinton, G. E.(2012)。ImageNet Classification with Deep Convolutional Neural Networks。The 25th International Conference on Neural Information Processing Systems。Curran Associates Inc.。1097-1105。  new window
14.曾元顯、Teahan, William John(2004)。Verifying a Chinese Collection for Text Categorization。The 27th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval。New York, NY:ACM Press。556-557。  new window
圖書
1.Witten, Ian H.、Frank, Eibe、Hall, Mark A.(2011)。Data Mining: Practical machine learning tools and techniques。Burlington, Massachusetts:Morgan Kaufmann。  new window
2.Salton, G.(1989)。Automatic Text Processing: The Transformation, Analysis, and Retrieval of Information by Computer。Addison-Wesley Longman Publishing。  new window
單篇論文
1.Joulin, A.,Grave, E.,Bojanowski, P.,Mikolov, T.(2016)。Bag of tricks for efficient text classification,https://arxiv.org/abs/1607.01759,(arXiv:1607.01759)。  new window
2.Mikolov, T.,Chen, K.,Corrado, G.,Dean, J.(2013)。Efficient Estimation of Word Representations in Vector Space,https://arxiv.org/abs/1301.3781v3,(1301.3781)。  new window
3.Chen, L.,Lee, C. M.(2017)。Predicting audience's laughter using convolutional neural network,https://arxiv.org/abs/1702.02584v2, 。  new window
4.Devlin, J.,Chang, M.-W.,Lee, K.,Toutanova, K.(2019)。BERT: Pre-training of deep bidirectional transformers for language understanding,Cornell University。,https://arxiv.org/abs/1810.04805v2。  new window
5.Sun, Y.,Wang, S.,Li, Y.,Feng, S.,Chen, X.,Zhang, H.,Tian, X.,Zhu, D.,Tian, H.,Wu, H.(2019)。ERNIE: Enhanced representation through knowledge integration,https://arxiv.org/abs/1907.12412v2。  new window
6.Sun, Y.,Wang, S.,Li, Y.,Feng, S.,Tian, H.,Wu, H.,Wang, H.(2019)。ERNIE 2.0: A continual pre-training framework for language understanding,http://arxiv.org/abs/1907.12412。  new window
 
 
 
 
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