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題名:探究使用基於類神經網路之特徵於文本可讀性分類
書刊名:International Journal of Computational Linguistics & Chinese Language Processing
作者:曾厚強陳柏琳宋曜廷
作者(外文):Tseng, Hou-chiangChen, BerlinSung, Yao-ting
出版日期:2017
卷期:22:2
頁次:頁31-45
主題關鍵詞:可讀性詞向量卷積神經網路表示學習法快速文本ReadabilityWord vectorConvolutional neural networkRepresentation learningfastText
原始連結:連回原系統網址new window
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  • 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:7
期刊論文
1.Klare, G. R.(2000)。The measurement of readability: Useful information for communicators。ACM Journal of Computer Documentation,24(3),107-121。  new window
2.Graesser, A. C.、McNamara, D. S.、Louwerse, M. M.、Cai, Z.(2004)。Coh-Metrix: Analysis of text on cohesion and language。Behavior Research Methods, Instruments, & Computers,36(2),193-202。  new window
3.Landauer, T. K.、Foltz, P. W.、Laham, D.(1998)。An Introduction to Latent Semantic Analysis。Discourse Processes,25(2/3),259-284。  new window
4.Bengio, Y.、Ducharme, R.、Vincent, P.、Jauvin, C.(2003)。A neural probabilistic language model。Journal of Machine Learning Research,3(6),1137-1155。  new window
5.Landauer, T. K.、Dumais, S. T.(1997)。A solution to Plato's problem: The latent semantic analysis theory of acquisition, induction, and representation of knowledge。Psychological review,104(2),211-240。  new window
6.McLaughlin, G. H.(1969)。SMOG Grading: A New Readability Formula。Journal of Reading,12(8),639-646。  new window
7.Flesch, Rudolf F.(1948)。A New Readability Yardstick。Journal of Applied Psychology,32(3),221-233。  new window
8.Borst, A.、Gaudinat, A.、Grabar, N.、Boyer, C.(2008)。Lexically-based distinction of readability levels of health documents。Acta Informatica Medica,16(2),72-75。  new window
9.Bertha, A. L.、Pressey, S. L.(1923)。A method for measuring the "vocabulary burden" of textbooks。Educational Administration and Supervision,9,389-398。  new window
10.Dale, E.、Chall, J. S.(1949)。The concept of readability。Elementary English,26(1),19-26。  new window
11.Collins-Thompson, K.(2014)。Computational assessment of text readability: A survey of current and future research。ITL: International Journal of Applied Linguistics,165(2),97-135。  new window
12.Cireşan, D. C.、Meier, U.、Gambardella, L. M.、Schmidhuber, J.(2010)。Deep, big, simple neural nets for handwritten digit recognition。Neural Computation,22(12),3207-3220。  new window
13.Sung, Y.-T.、Chen, J.-L.、Cha, J.-H.、Tseng, H.-C.、Chang, T.-H.、Chang, K.-E.(2015)。Constructing and validating readability models: the method of integrating multilevel linguistic features with machine learning。Behavior Research Methods,47(2),340-354。  new window
14.Srivastava, Nitish、Hinton, Geoffrey、Krizhevsky, Alex、Sutskever, Ilya、Salakhutdinov, Ruslan(2014)。Dropout: a simple way to prevent neural networks from overfitting。Journal of Machine Learning Research,15(1),1929-1958。  new window
15.Petersen, S. E.、Ostendorf, M.(2009)。A machine learning approach to reading level assessment。Computer speech & language,23(1),89-106。  new window
16.Vogel, M.、Washburne, C.(1928)。An objective method of determining grade placement of children's reading material。The Elementary School Journal,28(5),373-381。  new window
17.Graesser, A. C.、Singer, M.、Trabasso, T.(1994)。Constructing Inferences during Narrative Text Comprehension。Psychological Review,101(3),371-395。  new window
會議論文
1.Yan, Xin、Song, Dawei、Li, Xue(2006)。Concept-based document readability in domain specific information retrieval。The 15th ACM International Conference on Information and Knowledge Management,Yu, Philip S. (Chair) (會議日期: 2006/11/06-11/11)。Association for Computing Machinery。540-549。  new window
2.Kireyev, K.、Landauer, T. K.(2011)。Word maturity: computational modeling of word knowledge。The 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies,299-308。  new window
3.Hinton, G. E.(1986)。Learning distributed representations of concepts。The Eighth Annual Conference of the Cognitive Science Society。Hillsdale, NJ:Erlbaum。1-12。  new window
4.Chang, T.-H.、Sung, Y.-T.、Lee, Y.-T.(2012)。A Chinese word segmentation and POS tagging system for readability research。The 42nd Annual Meeting of the Society for Computers in Psychology,(會議日期: 2012, November)。Minneapolis, MN。  new window
5.Kim, Yoon(2014)。Convolutional neural networks for sentence classification。The 2014 Conference on Empirical Methods in Natural Language Processing,(會議日期: October 25-29, 2014),1746-1751。  new window
6.Abdel-Hamid, O.、Deng, L.、Yu, D.(2013)。Exploring convolutional neural network structures and optimization techniques for speech recognition。The Annual Conference of the International Speech Communication Association: INTERSPEECH 2013,3366-3370。  new window
7.Ciresan, D. C.、Giusti, A.、Gambardella, L. M.、Schmidhuber, J.(2012)。Deep neural networks segment neuronal membranes in electron microscopy images。The 25th International Conference on Advances in neural information processing systems,2843-2851。  new window
8.Cireşan, D. C.、Meier, U.、Masci, J.、Schmidhuber, J.(2011)。A committee of neural networks for traffic sign classification。The 2011 International Joint Conference on Neural Networks,1918-1921。  new window
9.Chang, T. H.、Sung, Y. T.、Lee, Y. T.(2013)。Evaluating the difficulty of concepts on domain knowledge using latent semantic analysis。The 2013 International Conference on Asian Language Processing,193-196。  new window
10.Deng, L.、Li, J.、Huang, J. T.、Yao, K.、Yu, D.、Seide, F.、Acero, A.(2013)。Recent advances in deep learning for speech research at Microsoft。The 2013 IEEE International Conference on Acoustics, Speech and Signal Processing2013 IEEE International Conference on Acoustics, Speech and Signal Processing,8604-8608。  new window
11.Deng, L.、Abdel-Hamid, O.、Yu, D.(2013)。A deep convolutional neural network using heterogeneous pooling for trading acoustic invariance with phonetic confusion。The 2013 IEEE International Conference on Acoustics, Speech and Signal Processing,6669-6673。  new window
12.François, T.、Miltsakaki, E.(2012)。Do NLP and machine learning improve traditional readability formulas?。The First Workshop on Predicting and Improving Text Readability for target reader populations,49-57。  new window
13.Feng, L.、Jansche, M.、Huenerfauth, M.、Elhadad, N.(2010)。A comparison of features for automatic readability assessment。The 23rd International Conference on Computational Linguistics: Posters,276-284。  new window
14.Nair, V.、Hinton, G. E.(2010)。Rectified linear units improve restricted boltzmann machines。The 27th International Conference on International Conference on Machine Learning,807-814。  new window
15.Liu, Y.-N.、Chen, K.-Y.、Tseng, H.-C.、Chen, B.(2015)。A Study of Readability Prediction on Elementary and Secondary Chinese Textbooks and Excellent Extracurricular Reading Materials。The 27th Conference on Computational Linguistics and Speech Processing。Hsinchu:The Association for Computational Linguistics and Chinese Language Processing。71-86。  new window
16.Tseng, H. C.、Hung, H. T.、Sung, Y. T.、Chen, B. L.(2016)。Classification of Text Readability Based on Deep Neural Network and Representation Learning Techniques。The 28th Conference on Computational Linguistics and Speech Processing,255-270。  new window
17.Truran, M.、Georg, G.、Cavazza, M.、Zhou, D.(2010)。Assessing the readability of clinical documents in a document engineering environment。The 10th ACM symposium on Document engineering,125-134。  new window
18.Tseng, H. C.、Sung, Y. T.、Chen, B.、Lee, W. E.(2016)。Classification of text readability based on representation learning techniques。The 26th Annual Meeting of the Society for Text & Discourse。Kassel。  new window
19.Mikolov, Tomas、Chen, Kai、Corrado, Gregory S.、Dean, Jeffrey(2013)。Efficient Estimation of Word Representations in Vector Space。The 1st International Conference on Learning Representations。  new window
圖書
1.Vapnik, V. N.、Chervonenkis, A. Y.(1974)。Теория распознавания образов: статистические проблемы обучения。Москва:Nauka。  延伸查詢new window
2.Klare, George Roger(1963)。The measurement of readability。Iowa State University Press。  new window
3.Chall, J. S.、Dale, E.(1995)。Readability revisited: The new dale-chall readability formula。Cambridge, MA:Brookline Books。  new window
4.Goodfellow, Ian、Bengio, Yoshua、Courville, Aaron(2016)。Deep Learning。The MIT Press。  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.Johnson, R.,Zhang, T.(2014)。Effective use of word order for text categorization with convolutional neural networks,https://arxiv.org/abs/1412.1058,(arXiv:1412.1058)。  new window
3.Zhang, Y.,Wallace, B.(2015)。A sensitivity analysis of (and practitioners' guide to) convolutional neural networks for sentence classification(arXiv:1510.03820)。  new window
其他
1.Chollet, F.(2015)。Keras: Deep learning library for theano and tensorflow,https://keras.io。  new window
圖書論文
1.LeCun, Y.(1989)。Generalization and network design strategies。Connectionism in perspective。Zurich:Elsevier。  new window
 
 
 
 
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