Neural Networks
Foundations of statistical natural language processing
Foundations of statistical natural language processing
Speech and Language Processing: An Introduction to Natural Language Processing, Computational Linguistics, and Speech Recognition
Using register-diversified corpora for general language studies
Computational Linguistics - Special issue on using large corpora: II
Selected Problems of Knowledge Discovery Using Artificial Neural Networks
ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Advances in Neural Networks, Part III
Artificial Creativity in Linguistics Using Evolvable Fuzzy Neural Networks
ICES '08 Proceedings of the 8th international conference on Evolvable Systems: From Biology to Hardware
Evolvable Neuro-fuzzy System for Artificial Creativity in Linguistics
ICIC '08 Proceedings of the 4th international conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications - with Aspects of Artificial Intelligence
Intelligent natural language processing
ICNC'06 Proceedings of the Second international conference on Advances in Natural Computation - Volume Part I
Selected problems of intelligent corpus analysis through probabilistic neural networks
ISNN'10 Proceedings of the 7th international conference on Advances in Neural Networks - Volume Part II
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The paper describes the application of hybrid probabilistic neural networks for corpus analysis which consists of intelligent semanticbased methods of analysis and recognition of word clusters and their meaning. The task of analyzing a corpus of academic articles was resolved with hybrid probabilistic neural networks and developed word clusters. The created prototypes of word clusters provide the probabilistic neural networks with possibilities of recognizing corpus clusters. The established corpus comprises 1376 articles, from specialist leading SCIindexed journals, and provides representative samples of the language of science and technology. In this paper, a review of selected issues is carried out with regards to computational approaches to language modelling as well as semantic patterns of language. The paper features semanticbased recognition algorithms of word clusters of similar meanings but different lexico-grammatical patterns from the established corpus using multilayer neural networks. The paper also presents experimental results of word cluster semantic-based recognition in the context of phrase meaning analysis.