An Expert System to Detect Political Arabic Articles Orientation Using CatBoost Classifier Boosted by Multi-Level Features

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%.

Construction of an Evaluation Indicator System for Civic and Political Applications in Professional Practice Courses Based on CIPP:Taking the VBSE Practical Training Course as an Example

This study takes the virtual business society environment(VBSE)practical training course as a case study and applies the theoretical framework of the context,input,process,product(CIPP)model to construct an evaluation indicator system for the application of civic and politics in professional practice courses.The context evaluation is measured from the support of the VBSE practical training course into course civic and politics,teachers’cognition,and the integration of course objectives;the input evaluation is measured from the matching degree of teachers’civic and political competence,and the matching degree of teaching resources;the process evaluation is measured from the degree of implementation of civic and politics teaching and the degree of students’acceptance;and the product evaluation is measured from the degree of impact of civic and politics teaching.

Resiliency Process and Political Socialization among Palestinian Children Exposed to Political Traumatic Experience: An Integrative Review

Background: Political conflicts and wars all over the world are global concerns which directly influence the lives of people including children. Over one billion children worldwide inhabit countries or territories torn apart by armed conflict, war, or terrorism. Purpose: The purpose of this review was to identify the best evidence on the Resiliency Process and Political Socialization among Palestinian Children Exposed to Political Traumatic Experience. Methods: An integrative review was used to assess the resiliency process and political socialization among Palestinian Children Exposed to Political Traumatic Experience. Data search was between 2009 and 2019 using ProQuest, Nursing Journal Publications, EBSCO, Jordanian Database for Nursing Research, WHO online library, scholar Google scholar, science direct, and PubMed. A total of 8 articles met the eligibility criteria. Results: The eight reviewed articles adopted descriptive analytic and cross-sectional studies. Themes were: Impact of psychological trauma on children, Political socialization process and Resiliency among children. Conclusion: Reviewed articles regarding children reaction to trauma and resiliency process showed that children varied in their responses. The studies showed that children were vulnerable to psychological harms and consequences of trauma that might include PTSD and others behavioral problems. At the same time, the studies confirmed that despite the harmful consequences they had positive adaptation and abilities to resist.

Visualizing Clashes and Alliances in Social Networks of Political Discussions

Political discussions are characterized by conflicts of interest, and decisions are made based on negotiations. In general, participants need to reinforce their opinions and influence other participants. In this context, it is important to know how allies and opponents are positioned, in order to understand the discussion dynamics and plan adequate actions. This paper suggests the use of social network visualizations to explicit oppositions and alliances in order to support the understanding and following of political discussions. A system which supports these visualizations was built. An experiment performed to test the proposed visualizations showed to which extent they can be more efficient in identifying information about clashes and alliances than an online discussion system can.

Social Media Use and Political Participation in Rural China:A Case Study

Among the few studies conducted on political participation in China,most, if not all, provided an urban-centric picture of participation with both Internet-based debate on certain topics or offline movement on a specific issue.Little attention is paid to the role social media use which might play in rural politics in China. This paper takes it from here and looks at how factory nongmingong in China use social media to participate in rural politics, as well as the relationship between such use and political participation.We employ a processual approach to rural politics where rural politics is viewed as the interaction between individual participant and the structural forces,cultural or political, that comprise the current cultural nexus of power within the enlarged social landscape of rural politics. We will in this process examine the participation of their perception of rural politics, expression as well as action. By interviews and participant observation among nongmingong in this villa,ge, we demonstrated that their perception of the factory culture, the time limits imposed by the factory, and extant social networks on social media and the renting and mianzi principles attached to it are three important cultural forces shaping both their political use of social media and the observed political participation. The very affordance of friends and group chats offered by WeChat, when adopted by them, in our case, play a central role in this process.

China:Political, Social, and Economic Reforms from 1700s to the Present

Chinese social and economic history is both influenced by and,to a certain extent,married with Chinese political regimes.Various political dynasties from the past have each exercised significant control of Chinese social and economic environments,and continue to exert influence even to the present day.Three of these influential periods include the Kang Qian Flourishing Age(1723-1796),the Qing Dynasty Decline(1800s-1912),and the People’s Republic of China Communist Control(1949-present).A review and in-depth examination of each regime helps to both understand where China is today and also how it is likely to evolve in the future.

Politicizing the queue： The social, political and cultural symbolism of hair in Qing dynasty and young republican China

The human body, such as hair, serves as a prism through which historical and cultural contexts are effectively refracted. Despite its historical and cultural significance, the role of hair, however, remains curiously a marginalized subject among the renewed interests on the body in the academic fields. In this paper, the author attempts to politicize the queue from 3 perspectives： maintaining a certain prescribed hairstyle is a top-down gesture to construct national conformity; the boundary between Manchu and Han is invoked and reinvented through the battles surrounding the queue politic in late Qing and early Republic; the widespread debate between keeping the queue and cutting the queue at the turn of the 20th century epitomizes the haunting rhetoric of traditionalism and modernism pursuit of modernity in China.

Analysis of the Network Ideological and Political Guidance under the Socialism Core Values

The core values of socialism is a unique value concept in our country. It has a strong scientifi c and rational needs. The socialist core values education is a branch of the ideological and political education. From the perspective of the core values education in ancient China, this paper discusses the education of the socialist core value in related issues. Based on the great practice of Chinese characteristic socialism, this paper deeply studies from the aspect of Marxism and socialism value theory of the basic issues of the construction of socialist core values, systematically analyzes the scientifi c connotation, signifi cance, content, structure and basic approaches of the socialist core value education, striving to present some new idea and viewpoints on the above topics. Under the influence of the network environment, the socialist core values should refl ect its value to guide the network ideological and political, make the network environment more healthy, more adapt to the development of the contemporary society. This paper discusses the network ideological and political guidance under socialism core values.

Division and integration tendency of college students＇ political socialization

the political socialization of college students is the purpose of the individual to accept political culture in the historical, social, cultural and the specific interaction, formation of political attitude, the practice process of shaping the political people. Our country is in the period of social transition, this period of transformation of political, economic and cultural construction of the China different from traditional political culture atmosphere, in the impact of the global political factors, college students＇ political psychology, political attitude and political behavior has undergone a series of changes. These changes impact on the existing college students＇ political socialization outcomes, so that students show the political and social highlights issues in the process of social transformation. In this case,we should only study the college students＇ optimization approach of political socialization carefully, improve the level of Chinese college students＇ political socialization, to ensure China＇ s social transition in a stable order smoothly, develop socialist political requirements of qualified university students, so as to make the socialism prosperous.

Social Media Cyberbullying Detection on Political Violence from Bangla Texts Using Machine Learning Algorithm

When someone threatens or humiliates another person online by sending those unpleasant messages or comments, this is known as Cyberbullying. Recently, Bangla text has been used much more often on social media. People communicate with others on social media through messages and comments. So bullies use social media as a rich environment to bully others, especially on political issues. Fights over Cyberbullying on political and social media posts are common today. Most of the time, it does a lot of damage. However, few works have been done for monitoring Bangla text on social media & no work has been done yet for detecting the bullying Bangla text on political issues due to the lack of annotated corpora and morphologic analyzers. In this work, we used several machine learning classifiers & a model. That will help to detect the Bangla bullying texts on social media. For this work, 11,000 Bangla texts have been collected from the comments section of political Facebook posts to make a new dataset and labelled the data as either bullied or not. This dataset has been used to train the machine learning classifier. The results indicate that Random Forest achieves superior accuracy of 91.08%.

The Islamic Studies in China-Research in Political and Social Fields

In the research of political and social fields,modern Islamic politics has evolved into three schools of nationalism,modernism and fundamentalism in the 20th century.The research in the field of contemporary Islam involves different countries,nationalities and different economic and political conditions.It is not only the research field of religion,but also has the characteristics of interdisciplinary academic frontier.From the perspective of academic research,these trends have attracted the attention and research of scholars inside and outside the church on Islamic political and social issues.Recently,there have been many problems related to Islam and the current international political life,as well as the research results of Islamic social thoughts and social movements.

Incorporation of Xi Jinping Thought on Socialism with Chinese Char-acteristics for a New Era into Teaching of Ideological and Political Theories in Colleges and Universities--A Case Study of Accomplishments in Morality and Introduction to Law

Xi Jinping Thought on Socialism with Chinese Characteristics for a New Era is an important achievement of the 19 th National Congress of the Communist Party of China. Taking the course of accomplishments in morality and introduction to law as an example,the incorporation of Xi Jinping Thought on Socialism with Chinese Characteristics for a New Era into teaching of ideological and political theories in colleges and universities is discussed in this article from the three following aspects of why should be incorporated,what to be incorporated,and how to incorporate to promote the spread of Xi Jinping Thought on Socialism with Chinese Characteristics for a New Era among the student groups.

The Mental Origins and the Evolution of Political Order

The paper proposes that the four-component structure of political order consists of state, imagination, rule, and accountability whose mental origins are the social brain, theory of mind, the rational brain, and the empirical brain, respectively. The rational brain and the empirical brain are from the thinking brain. This paper posits that in the evolution of political order, the main function of political order is to pacify changed social structure derived from technological revolution. Therefore, the four technological revolutions (the Upper Paleolithic, Agricultural-Bronze, Iron, and Industrial Revolutions) produce the four changed social structures (linked bands, tribe, mega empire, and modern nation, respectively) whose internal conflicts are pacified by the four political revolutions (the imaginative, hierarchical, thinking, bottom-up political revolutions, respectively) to form the four politics (the imaginative egalitarianism, decentralized hierarchical tribalism, centralized top-down thinking, and multilateral bottom-up thinking politics, respectively). In the competitive West originated from Greece and Middle East, the rule of law is the rational rule of competition among competitors, and the accountability of election is the empirical accountability of competition among competitors. In the cooperative East originated from India and China, the rule of relation is the rational rule of cooperation among kin-friends, and the accountability of professional qualification is the empirical accountability of cooperation among kin-friends. For political order, the two viable politics are competitive liberal democracy based on liberty and cooperative well-off democracy (well-off socialism) based on wellbeing. The direction of political order is middle democracy between liberal democracy and well-off democracy based on the multilateral bottom-up thinking politics.

Greek Political Language during the Economic Crisis—A Network Analytic Approach

In this paper, we seek to analyze pre-electoral political language in Greece with the use of Social Network Analysis. For this analysis, we collected data from the pre-elections speeches of five political leaders from the 20th of September 2015 Greek general elections. We proceed to form, analyze and compare networks of words with an emphasis on financial vocabulary. Findings can provide interesting insights into how political leaders structure their speeches, evaluate important issues and use economic terms and political rhetoric, while different structural patterns can reveal the differences between political parties. Finally, we check whether the overall networks follow the general rules of real-life networks by belonging to the small-world or scale-free categories.

Political Optimizer with Probabilistic Neural Network-Based Arabic Comparative Opinion Mining

Opinion Mining(OM)studies in Arabic are limited though it is one of the most extensively-spoken languages worldwide.Though the interest in OM studies in the Arabic language is growing among researchers,it needs a vast number of investigations due to the unique morphological principles of the language.Arabic OM studies experience multiple challenges owing to the poor existence of language sources and Arabic-specific linguistic features.The comparative OM studies in the English language are wide and novel.But,comparative OM studies in the Arabic language are yet to be established and are still in a nascent stage.The unique features of the Arabic language make it essential to expand the studies regarding the Arabic text.It contains unique featuressuchasdiacritics,elongation,inflectionandwordlength.Thecurrent study proposes a Political Optimizer with Probabilistic Neural Network-based Comparative Opinion Mining(POPNN-COM)model for the Arabic text.The proposed POPNN-COM model aims to recognize comparative and non-comparative texts in Arabic in the context of social media.Initially,the POPNN-COM model involves different levels of data pre-processing to transform the input data into a useful format.Then,the pre-processed data is fed into the PNN model for classification and recognition of the data under different class labels.At last,the PO algorithm is employed for fine-tuning the parameters involved in this model to achieve enhanced results.The proposed POPNN-COM model was experimentally validated using two standard datasets,and the outcomes established the promising performance of the proposed POPNN-COM method over other recent approaches.

Virtual Political Communication in Bulgaria

Social networks are the result of a couple of circumstances such as the current development of communication technology and the improvement of the opportunities for communication, access to new ideas, web-based information, electronic resources and database serving millions of people all over the world. Social networks have increased their public influence, which contain videotaped speeches and presentations. Multimodality has become a characteristic feature of contemporary political virtual communication. Bulgarian politicians appreciate the Internet as a tool for building popularity in its wealth of features, forms, and modes. Communicative tools and techniques have changed. The forms of the Bulgarian political communication found in the virtual environment such as sites, blogs, social networks, video clips, virtual forums, etc. are heterogeneous. Bulgarian citizens accept the Internet as a tool for increased political and social activities. Civil oratory, which is seen as a mechanism for efficient organizing of public events during election campaigns, protests, and demonstrations, is also present in the social networks. The citizens use a combination of verbal and visual elements; they are bloggers and participants in virtual political forums and actively participate in the spread of all kinds of forms of the social networks. They take part in the street demonstrations and organize performances; they ridicule politicians through posters and cartoons published online. Verbal and visual messages of the citizens come to real life during the protests and to virtual life in the social networks. The polyphony of social networks is a manifestation of virtual civil communication where the citizens in their virtual projection as netizens build up a new complex model of communication.

Political Disinformation on the Net and the Risk to Democracy

The essay aims at analyzing the relationship between the changes of political information,disseminated through the net,and the dangers to democracy.In particular,three topics will be addressed:the change of ways of making political information on the net;the new characteristics of political information disseminated on the net and the risk for democracy;the need to combat political disinformation on the net through adequate regulation.In this regard,the paper analyzes the measures adopted in some European countries,such as France,Germany,and Spain,aimed at countering disinformation online and fake news,especially in the field of political information,and the action started by the European Union for this purpose.The measures adopted by some European countries are aimed at:repressing the disinformation and fake news;providing transparency obligations for providers;promoting media literacy programs.Instead,the European Union preferred to resort to self-regulation by providers.In fact,although the European Union can adopt a regulation containing specific obligations for providers,for the moment it has provided for the adoption of a Code of good practice to combat disinformation which is not binding on them.In this regard,the paper analyzes the possible measures that States and European Union could introduce in order to combat the phenomenon of political disinformation able to influence the voters and condition the electoral competitions.Finally,the paper focuses on the effectiveness of these measures and their limits.

Social Concerns for the Industrialization of Regional Culture in Gansu

Gansu, as the birthplace of Chinese Civilization, has very rich cultural resources. The advantages of regional culture in Gansu are strongly inclusive in category, excellent in spirit, rare in resources, completely worthless in value, famous world-wide, and so on. But serious concerns still exist in the industrialization of regional culture in Gansu, China. Here we recall the advantages of the cultural resources in this province, since it is beneficial for training a kind of cultural spirit or consciousness. It is also intended to put forward suggestions for the industrialization of regional culture and avoid unnecessary steps or even irretrievable loss.

Analysis of Peasant Workers＇ Citizenization and Social Integration in the Perspective of Social Concern

Migrant workers are the important driving force of the process of the urban modernization in our country. It is the main body ofmodern industrial workers in our country. The urbanization of migrant workers has become a major problem in the transformation of China＇ ssocial and economic structure, the core of the problem of the ＂agriculture, rural areas and farmers＂ and the focus of the community. Theacademic circles have done a lot of research on this issue. The equalization of basic public services is the right of every member of societyto share the fruits of social development. This right is the only way to realize the equalization of general public services. From the dynamicevolution, the equalization of basic public services is an indispensable process in the realization of fairness and the justice in society as a whole.Therefore, this paper proposes the novel idea on the issue that will later promote the development of the related theories and applications.

Broaching Political and Theoretical Divides through Deliberation

Commitment to deliberative democracy as a tool for social and political ordering is shared by political philosophers from many traditions. This paper examines John Rawls and Iris Marion Young＇s respective commitments to deliberative democracy in hopes of finding a methodological proposal for peace between followers of Rawls, the greatest liberal political philosopher of the 20th century, and Young, the late anti-liberal and anti-oppression theorist. While there are important differences between their respective positions, this paper posits that deliberative democracy can appease adherents of both thinkers, providing a shared method for determining conflicts between them. Liberal democracy is preferable, partly since it creates a place for anti-liberal positions （viz., Young＇s position can exist within the larger Rawlsian framework）, but deliberative democracy can succeed even if one is not a liberal democrat.