Objective Natural language processing (NLP) was used to excavate and visualize the core content of syndrome element syndrome differentiation (SESD). Methods The first step was to build a text mining and analysis envir...Objective Natural language processing (NLP) was used to excavate and visualize the core content of syndrome element syndrome differentiation (SESD). Methods The first step was to build a text mining and analysis environment based on Python language, and built a corpus based on the core chapters of SESD. The second step was to digitalize the corpus. The main steps included word segmentation, information cleaning and merging, document-entry matrix, dictionary compilation and information conversion. The third step was to mine and display the internal information of SESD corpus by means of word cloud, keyword extraction and visualization. Results NLP played a positive role in computer recognition and comprehension of SESD. Different chapters had different keywords and weights. Deficiency syndrome elements were an important component of SESD, such as "Qi deficiency""Yang deficiency" and "Yin deficiency". The important syndrome elements of substantiality included "Blood stasis""Qi stagnation", etc. Core syndrome elements were closely related. Conclusions Syndrome differentiation and treatment was the core of SESD. Using NLP to excavate syndromes differentiation could help reveal the internal relationship between syndromes differentiation and provide basis for artificial intelligence to learn syndromes differentiation.展开更多
In many representative, literary, cinematic, or artistic products of modern civilization, the problem of world＇s reality and the relationship of the subject with it, are seen from different viewpoints, such as the di...In many representative, literary, cinematic, or artistic products of modern civilization, the problem of world＇s reality and the relationship of the subject with it, are seen from different viewpoints, such as the dimension of the utopian perception of a dreamlike or imaginary composition, subconscious creation, but also more complex versions such as computer mediated complete illusion, artificial intelligence, and control of the brain, intrusion, and influence exerted on the thought of the other using modern technology or any combination of all the above. It is thus understood that the issue at hand can be approached from a variety of viewpoints and aspects, such as the philosophical, psychological, psychoanalytical, technological, neurophysiologieal, sociological, literary and so on Our viewpoint is strictly limited to the theatrical dimension and our analysis will prosress based on data comprising the theatrical phenomenon, that is, the illusion, as opposed to virtual reality of modern technology.展开更多
基金the funding support from the National Natural Science Foundation of China (No. 81874429)Digital and Applied Research Platform for Diagnosis of Traditional Chinese Medicine (No. 49021003005)+1 种基金2018 Hunan Provincial Postgraduate Research Innovation Project (No. CX2018B465)Excellent Youth Project of Hunan Education Department in 2018 (No. 18B241)
文摘Objective Natural language processing (NLP) was used to excavate and visualize the core content of syndrome element syndrome differentiation (SESD). Methods The first step was to build a text mining and analysis environment based on Python language, and built a corpus based on the core chapters of SESD. The second step was to digitalize the corpus. The main steps included word segmentation, information cleaning and merging, document-entry matrix, dictionary compilation and information conversion. The third step was to mine and display the internal information of SESD corpus by means of word cloud, keyword extraction and visualization. Results NLP played a positive role in computer recognition and comprehension of SESD. Different chapters had different keywords and weights. Deficiency syndrome elements were an important component of SESD, such as "Qi deficiency""Yang deficiency" and "Yin deficiency". The important syndrome elements of substantiality included "Blood stasis""Qi stagnation", etc. Core syndrome elements were closely related. Conclusions Syndrome differentiation and treatment was the core of SESD. Using NLP to excavate syndromes differentiation could help reveal the internal relationship between syndromes differentiation and provide basis for artificial intelligence to learn syndromes differentiation.
文摘In many representative, literary, cinematic, or artistic products of modern civilization, the problem of world＇s reality and the relationship of the subject with it, are seen from different viewpoints, such as the dimension of the utopian perception of a dreamlike or imaginary composition, subconscious creation, but also more complex versions such as computer mediated complete illusion, artificial intelligence, and control of the brain, intrusion, and influence exerted on the thought of the other using modern technology or any combination of all the above. It is thus understood that the issue at hand can be approached from a variety of viewpoints and aspects, such as the philosophical, psychological, psychoanalytical, technological, neurophysiologieal, sociological, literary and so on Our viewpoint is strictly limited to the theatrical dimension and our analysis will prosress based on data comprising the theatrical phenomenon, that is, the illusion, as opposed to virtual reality of modern technology.
