The number of blogs and other forms of opinionated online content has increased dramatically in recent years.Many fields,including academia and national security,place an emphasis on automated political article orient...The number of blogs and other forms of opinionated online content has increased dramatically in recent years.Many fields,including academia and national security,place an emphasis on automated political article orientation detection.Political articles(especially in the Arab world)are different from other articles due to their subjectivity,in which the author’s beliefs and political affiliation might have a significant influence on a political article.With categories representing the main political ideologies,this problem may be thought of as a subset of the text categorization(classification).In general,the performance of machine learning models for text classification is sensitive to hyperparameter settings.Furthermore,the feature vector used to represent a document must capture,to some extent,the complex semantics of natural language.To this end,this paper presents an intelligent system to detect political Arabic article orientation that adapts the categorical boosting(CatBoost)method combined with a multi-level feature concept.Extracting features at multiple levels can enhance the model’s ability to discriminate between different classes or patterns.Each level may capture different aspects of the input data,contributing to a more comprehensive representation.CatBoost,a robust and efficient gradient-boosting algorithm,is utilized to effectively learn and predict the complex relationships between these features and the political orientation labels associated with the articles.A dataset of political Arabic texts collected from diverse sources,including postings and articles,is used to assess the suggested technique.Conservative,reform,and revolutionary are the three subcategories of these opinions.The results of this study demonstrate that compared to other frequently used machine learning models for text classification,the CatBoost method using multi-level features performs better with an accuracy of 98.14%.展开更多
In this paper, we conduct research on the reform orientation of the college ideological and the political course system under background of the Chinese dream and new normal. The complex phenomenon of ideological and p...In this paper, we conduct research on the reform orientation of the college ideological and the political course system under background of the Chinese dream and new normal. The complex phenomenon of ideological and political education to our ideological and political education essence, grasp the law of ideological and political education to increase the difficulty. As an ideological and the political educators, it is necessary to continuously enhance the ability of dealing with the complex problems that is good at through the complex phenomenon of the ideological and political education, understanding and grasping the essence of the ideological and political education. We combine the primary analysis of the Chinese dream and new normal to form the optimal education paradigm for the college ideological and the political course system that is necessary.展开更多
The paper conducts Critical Discourse Analysis on the use of Modality in political interviews. The purpose of this study is to investigate whether the use of Motlality is driven by the speakers' ideology, and thus...The paper conducts Critical Discourse Analysis on the use of Modality in political interviews. The purpose of this study is to investigate whether the use of Motlality is driven by the speakers' ideology, and thus helps lo build the power relationships between the two participants. Such a linguistic awareness can inform a capacity to resist and change exploitative and dominating linguistic practices, and it' s an issue of importance to everyone with a concem and interest in the problems of our contemporary society. With such awareness, people can get a more incisive recogni-tion and judgment of the political implications, and correctly acquire new trends in politics and developnient of current affairs.展开更多
In this paper, we analyze the unique paradigm of ideological and political education, ideological and political education of traditional paradigms no longer meet the growth of university students, by ideological and p...In this paper, we analyze the unique paradigm of ideological and political education, ideological and political education of traditional paradigms no longer meet the growth of university students, by ideological and political education paradigm from “Monologue” to “dialogue” conversion, combined with the actual college students, give full play to college students the role of ideological and political education paradigm. The arrival of the era of big data, not only brings opportunities to the ideological and political education of college students, but also posed a serious challenge. Virtual social identity shaken the existing system, a profound impact on the ideological and political education environment, threats Students privacy and how to interpret scienti? c data become big new issues. Promote ideological and political education work based on large data Mechanism Innovation students, educators to enhance their level of information, to take a scienti? c means to enhance the effectiveness of large data acquisition, based on innovation paradigm of big data, improve the relevant rules and regulations, Big Data Application processing procedures, accurately grasp the ideological trend of dynamic students, sharing complex associated data. From Effectiveness departure ideological and political education, noting that the era of ideological and political education needs paradigm shift, put forward the ideological and political education paradigm shift orientation: Students diversification purposes of ideological and political education, humanity; target specific ideological and political education technology, equalization; ideological and political education of life, flexible technology; ideological and political education means of penetration, interactive. Four aspects of ideological and political education of the people Paradigm conducted a preliminary inquiry, hoping to take this direction to ensure the ideological and political education Paradigm successfully converted.展开更多
As a representative modernist writer of the early 20th century,Gertrude Stein creatively established a unique experimental writing style to support her modernist expression.This paper attempts to analyze the Oriental ...As a representative modernist writer of the early 20th century,Gertrude Stein creatively established a unique experimental writing style to support her modernist expression.This paper attempts to analyze the Oriental elements,especially elements and images related to“China”in her works.Stein’s uses these elements to construct a systematic and complex matrix of aesthetics and politics.“China”in Stein’s matrix is an essential source of her so-called“the oriental peaceful penetration”and a significant lens for her ideological expression and political thoughts.Although Stein emphasizes her Oriental components in the source of identity,she always places herself in a Western position,ignoring cultural and political expressions in the real Chinese context and turning“China”into a useful tool in the collective fantasies of the West.展开更多
文摘The number of blogs and other forms of opinionated online content has increased dramatically in recent years.Many fields,including academia and national security,place an emphasis on automated political article orientation detection.Political articles(especially in the Arab world)are different from other articles due to their subjectivity,in which the author’s beliefs and political affiliation might have a significant influence on a political article.With categories representing the main political ideologies,this problem may be thought of as a subset of the text categorization(classification).In general,the performance of machine learning models for text classification is sensitive to hyperparameter settings.Furthermore,the feature vector used to represent a document must capture,to some extent,the complex semantics of natural language.To this end,this paper presents an intelligent system to detect political Arabic article orientation that adapts the categorical boosting(CatBoost)method combined with a multi-level feature concept.Extracting features at multiple levels can enhance the model’s ability to discriminate between different classes or patterns.Each level may capture different aspects of the input data,contributing to a more comprehensive representation.CatBoost,a robust and efficient gradient-boosting algorithm,is utilized to effectively learn and predict the complex relationships between these features and the political orientation labels associated with the articles.A dataset of political Arabic texts collected from diverse sources,including postings and articles,is used to assess the suggested technique.Conservative,reform,and revolutionary are the three subcategories of these opinions.The results of this study demonstrate that compared to other frequently used machine learning models for text classification,the CatBoost method using multi-level features performs better with an accuracy of 98.14%.
文摘In this paper, we conduct research on the reform orientation of the college ideological and the political course system under background of the Chinese dream and new normal. The complex phenomenon of ideological and political education to our ideological and political education essence, grasp the law of ideological and political education to increase the difficulty. As an ideological and the political educators, it is necessary to continuously enhance the ability of dealing with the complex problems that is good at through the complex phenomenon of the ideological and political education, understanding and grasping the essence of the ideological and political education. We combine the primary analysis of the Chinese dream and new normal to form the optimal education paradigm for the college ideological and the political course system that is necessary.
文摘The paper conducts Critical Discourse Analysis on the use of Modality in political interviews. The purpose of this study is to investigate whether the use of Motlality is driven by the speakers' ideology, and thus helps lo build the power relationships between the two participants. Such a linguistic awareness can inform a capacity to resist and change exploitative and dominating linguistic practices, and it' s an issue of importance to everyone with a concem and interest in the problems of our contemporary society. With such awareness, people can get a more incisive recogni-tion and judgment of the political implications, and correctly acquire new trends in politics and developnient of current affairs.
文摘In this paper, we analyze the unique paradigm of ideological and political education, ideological and political education of traditional paradigms no longer meet the growth of university students, by ideological and political education paradigm from “Monologue” to “dialogue” conversion, combined with the actual college students, give full play to college students the role of ideological and political education paradigm. The arrival of the era of big data, not only brings opportunities to the ideological and political education of college students, but also posed a serious challenge. Virtual social identity shaken the existing system, a profound impact on the ideological and political education environment, threats Students privacy and how to interpret scienti? c data become big new issues. Promote ideological and political education work based on large data Mechanism Innovation students, educators to enhance their level of information, to take a scienti? c means to enhance the effectiveness of large data acquisition, based on innovation paradigm of big data, improve the relevant rules and regulations, Big Data Application processing procedures, accurately grasp the ideological trend of dynamic students, sharing complex associated data. From Effectiveness departure ideological and political education, noting that the era of ideological and political education needs paradigm shift, put forward the ideological and political education paradigm shift orientation: Students diversification purposes of ideological and political education, humanity; target specific ideological and political education technology, equalization; ideological and political education of life, flexible technology; ideological and political education means of penetration, interactive. Four aspects of ideological and political education of the people Paradigm conducted a preliminary inquiry, hoping to take this direction to ensure the ideological and political education Paradigm successfully converted.
文摘As a representative modernist writer of the early 20th century,Gertrude Stein creatively established a unique experimental writing style to support her modernist expression.This paper attempts to analyze the Oriental elements,especially elements and images related to“China”in her works.Stein’s uses these elements to construct a systematic and complex matrix of aesthetics and politics.“China”in Stein’s matrix is an essential source of her so-called“the oriental peaceful penetration”and a significant lens for her ideological expression and political thoughts.Although Stein emphasizes her Oriental components in the source of identity,she always places herself in a Western position,ignoring cultural and political expressions in the real Chinese context and turning“China”into a useful tool in the collective fantasies of the West.