Deep Neural Networks for Czech Multi-label Document Classification.
作者： Pavel Král , Ladislav Lenc
DOI: 10.1007/978-3-319-75487-1_36
关键词: Simple Features 、 Set (abstract data type) 、 Deep neural networks 、 Computer science 、 Data mining 、 Baseline (configuration management) 、 Machine learning 、 Artificial intelligence 、 Document classification 、 Perceptron 、 Czech 、 Deep learning
摘要: … the most important is the fact that both neural nets with only basic pre-processing and without any parametrization significantly improve the baseline maximum entropy method with a …
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David Martin Ward Powers, None, Evaluation: from Precision, Recall and F-measure to ROC, Informedness, Markedness and Correlation arXiv: Learning. ,vol. 2, pp. 37- 63 ,(2011)
Tomáš Brychcín, Pavel Král, Novel Unsupervised Features for Czech Multi-label Document Classification mexican international conference on artificial intelligence. pp. 70- 79 ,(2014) , 10.1007/978-3-319-13647-9_8
Michal Hrala, Pavel Král, Evaluation of the Document Classification Approaches computer recognition systems. pp. 877- 885 ,(2013) , 10.1007/978-3-319-00969-8_86
Michal Hrala, Pavel Král, Multi-label Document Classification in Czech text speech and dialogue. pp. 343- 351 ,(2013) , 10.1007/978-3-642-40585-3_44
R. Chandrasekar, B. Srinivas, Using syntactic information in document filtering: a comparative study of part-of-speech tagging and supertagging RIAO '97 Computer-Assisted Information Searching on Internet. pp. 531- 545 ,(1997)
Yoon Kim, Convolutional Neural Networks for Sentence Classification empirical methods in natural language processing. pp. 1746- 1751 ,(2014) , 10.3115/V1/D14-1181
Daniel Ramage, David Hall, Ramesh Nallapati, Christopher D. Manning, Labeled LDA: A supervised topic model for credit attribution in multi-labeled corpora empirical methods in natural language processing. pp. 248- 256 ,(2009) , 10.3115/1699510.1699543
Jiali Yun, Liping Jing, Jian Yu, Houkuan Huang, A multi-layer text classification framework based on two-level representation model Expert Systems With Applications. ,vol. 39, pp. 2035- 2046 ,(2012) , 10.1016/J.ESWA.2011.08.027
Jean-Charles Lamirel, Pascal Cuxac, Aneesh Sreevallabh Chivukula, Kafil Hajlaoui, Optimizing text classification through efficient feature selection based on quality metric intelligent information systems. ,vol. 45, pp. 379- 396 ,(2015) , 10.1007/S10844-014-0317-4
Juan Carlos Gomez, Marie-Francine Moens, PCA document reconstruction for email classification Computational Statistics & Data Analysis. ,vol. 56, pp. 741- 751 ,(2012) , 10.1016/J.CSDA.2011.09.023