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Research And Implementation Of The Creation System Of Complete Sentences Based On The Statistical Model Of Word Segmentation

Posted on:2020-04-28Degree:MasterType:Thesis
Country:ChinaCandidate:J TaoFull Text:PDF
GTID:2415330599976661Subject:Computer technology
Abstract/Summary:PDF Full Text Request
In order to expand the application of artificial intelligence in the field of human culture,Microsoft Xiaobing released a 100% modern poetry collection created by artificial intelligence in May 2017,"Sunshine Lost Glass Window",which embodies the strong creative ability of artificial intelligence in the field of Humanities and art.However,at present,there is no mature scheme for the creation of ancient Chinese poetry.This paper makes a bold attempt to apply artificial intelligence to the creation of ancient Chinese poetry.Through the research,a complete Chinese poetry creation system(CPCS)based on the statistical model of segmentation is realized.The main innovations of this paper are as follows.On the basis of research and analysis of the related algorithms of Chinese ancient poetry writing,composition and machine learning,an intelligent system with functions of human-computer interaction,Chinese poetry article analysis,Chinese poetry article learning,Chinese poetry article rule matching,machine personality shaping and poetry creation is designed and implemented.Through the study of hundreds of Chinese poems and articles,the system basically has the function of creating five-and seven-character absolute sentences.Based on the principle of minimalism,a human-computer interaction mode is designed.Users can get the system's creation results simply by inputting a creative instruction with a theme.When analyzing and learning Chinese poems and articles,they can get the vocabulary set to be learned by sentence breaking and word segmentation based on statistics.Then,they use association rules.Vocabulary classification algorithm classifies the vocabulary to be learned,and obtains the part of speech,tone,level,collocation and emotional color of the words,so that the machine can easily "grasp" the vocabulary.In the independent creative stage of the system,a more accurate rule matching algorithm is designed based on the specified rules of ancient Chinese poetry,such as writing,rules and so on.On the basis of Lucene open source toolkit,the full-text retrieval function based on indexis realized,which makes the works created by the system reasonable in semantics and expression habits.Finally,a series of functional test cases are designed to test the system.The test results show that the system basically has the ability to create five-and seven-character absolute sentences.For other forms of works of Chinese poetry,such as lyrics,songs and fus,I hope to make further research in the future.
Keywords/Search Tags:statistical model of participle, creation of absolute sentences, machine learning, five-word absolute sentences
PDF Full Text Request
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