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With the increasing number of Web services, correct and efficient classification of Web services is crucial to improve the efficiency of service discovery. However, existing Web service classification approaches ignore the class overlap in Web services, resulting in poor accuracy of classification in practice. This paper aims to provide an approach to address this issue.

This paper proposes a label confusion and priori correction-based Web service classification approach. First, functional semantic representations of Web services descriptions are obtained based on BERT. Then, the ability of the model is enhanced to recognize and classify overlapping instances by using label confusion learning techniques; Finally, the predictive results are corrected based on the label prior distribution to further improve service classification effectiveness.

Experiments based on the ProgrammableWeb data set show that the proposed model demonstrates 4.3%, 3.2% and 1% improvement in Macro-F1 value compared to the ServeNet-BERT, BERT-DPCNN and CARL-NET, respectively.

This paper proposes a Web service classification approach for the overlapping categories of Web services and improve the accuracy of Web services classification.

China has been one of these countries that followed glocalization with the establishment of Chinese social media platforms, which adopt global trends and software patterns. WeChat has been a success story that at first emerged as a social communication tool but has extended to include commercial dynamics as well. Hence, this study aims to understand WeChat user’s general perceptions of the WeChat platform as a general social platform and as a commercial business platform.

In this study, the sample (n = 400) was obtained from a specific group of people who have had experiences with different WeChat tools and their payment systems. Nonrandom purposive sampling was used by considering its higher probability of representativeness. The online survey that was given to participants through the WeChat groups included 14 questions, in which eight questions are for demographics and general WeChat use, and six questions are for WeChat payment. After descriptive statistical analysis, comparison-based tests were conducted and interpreted accordingly.

Overall, the study participants had a high frequency of using WeChat’s messaging and moments features. Moreover, users perceive WeChat and its payment tools as unsecured or not secure enough. However, that perception did not affect their intention to continue adopting the app. Hence, regardless of the unsecure perception, study participants still had high usage of WeChat pay.

This paper provides an example from China that is known as a high-tech country, and there are a very few studies on the WeChat app despite their high number of users and daily financial transactions.

In the wake of the fourth industrial revolution, where most information is accessible online, archives should be visible online for them to fulfil their legislated mandate and facilitate access to information resources. The Covid-19 pandemic has further underscored the importance of online platforms in making archives accessible without the public having to visit archival institutions physically. The purpose of this study is to examine the extent to which public archival institutions of South Africa are visible online with the view to deepen their understanding of how archives promote themselves online.

The study employed content analysis to establish the online content of public archival institutions in South Africa. A google search was conducted using the names of the archival institutions as search terms. The top results obtained after the search were recorded for further analysis.

The findings suggest that public archival institutions in South Africa have limited online presence. Only the National Archives of South Africa had an active website with collections that are accessible online. Some provincial archives had websites hosted by their parent bodies while others had no websites at all. Only the Limpopo and Eastern Cape provincial archives had their Facebook pages in the top results. There were no signs of other social media sites in the top results.

The study concludes that public archival institutions are not visible online. All provincial archives need to have websites where they can be accessed. The use of social media platforms needs to be prioritised. In this fourth industrial revolution age, people communicate and interact online. Public archival institutions should therefore make it their primary mandate to take the archives to where the people are currently meeting.

This research explores project manager (PM) behavior in their professional virtual communities (PVCs), using social identity theory as a theoretical foundation. The purpose is to examine the extent to which PMs seek information on key topics in the Project Management Body of Knowledge Guide (PMBoK).

A text data analytics methodology that uses quantitative and qualitative analysis techniques is followed. The research method reveals relationships in language-based data gathered from six project management forums and blogs.

Information related to all the PMBoK topics is sought in the project management virtual communities. People management topics account for a dominant portion of interactions. The findings enhance social identification theorizing for the PM role. From a practical standpoint, the findings shed light on focal areas for greater emphasis in PM PVCs.

Our people management finding constructively replicates existing findings via a large, global sample and strengthens calls for increased focus on people management matters in project management. As a result, we call for increased scholarly attention to people management in project management. Finally, we encourage pursuit of several research questions to enhance knowledge of PM information-seeking behavior.

In recent decades, childhood in Japan has undergone significant transformations. Government policies geared at boosting women's labor force participation, a declining fertility rate, rising costs of having children on the one hand, and increased spending on public childcare and support measures for families, on the other hand, contribute to these ongoing changes. Having only one child is becoming the norm while mothers' role in society is shifting. The traditional family structure is moving from the previously predominant male breadwinner model to more dual-earner families. Children now spend significant amounts of time in care and education institutions.

In this chapter, we analyze current configurations of early childhood in institutions and the family from a policy perspective and regarding children's predominant education and care arrangements. Drawing on various survey data sets and evidence from demographic statistics to pedagogical ethnographies, we look at how childcare policies and families reshape the organization of children's lives and outline how institutions and educators create learning experiences aligned with the values of a collectivist society. However, despite being deeply rooted in traditional child-rearing goals, many parents also subscribe to rigorous educational arrangements from early childhood onwards to prepare children for success in a competitive education system. The chapter finishes with an outlook on future directions of how policymakers and the ongoing institutionalization of childhood continue to change children's lives.

This chapter explores the development of social science visualizations as cultural objects within art worlds. The research examines artworks as social science visualizations to show the importance of conducting analysis within distinctive social, institutional, and cultural environments. To make these arguments, the chapter outlines some of the key features of art worlds as they have been analyzed by cultural sociologists and anthropologists. We point out how cultures of reception and institutional intermediaries, such as museums, have historically shaped the construction of artworks, which are never produced or interpreted in a vacuum. The chapter closes with a call to expand both the application of social science visualizations and our understanding of such visualizations as subject to similar art world dynamics. Such visualizations, it is argued, constitute key components of social research practice increasingly oriented toward a digitally connected public hungry for visual interpretations of contemporary social developments.

The evolution from emerging technologies to smart libraries is thoroughly analyzed thematically and bibliometrically in this research study, spanning 2013 through 2022. Finding and analyzing the significant changes, patterns and trends in the subject as they are represented in academic papers is the goal of this research.

Using bibliometric methodologies, this study gathered and examined a large corpus of research papers, conference papers and related material from several academic databases.

Starting with Artificial Intelligence (AI), the Internet of Things (IoT), Big Data (BD), Augmentation Reality/Virtual Reality and Blockchain Technology (BT), the study discusses the advent of new technologies and their effects on libraries. Using bibliometric analysis, this study looks at the evolution of publications over time, the geographic distribution of research and the most active institutions and writers in the area. A thematic analysis is also carried out to pinpoint the critical areas of study and trends in emerging technologies and smart libraries. Some emerging themes are information retrieval, personalized recommendations, intelligent data analytics, connected library spaces, real-time information access, augmented reality/virtual reality applications in libraries and strategies, digital literacy and inclusivity.

This study offers a thorough overview of the research environment by combining bibliometric and thematic analysis, illustrating the development of theories and concepts during the last ten years. The results of this study helps in understanding the trends and future research directions in emerging technologies and smart libraries. This study is an excellent source of information for academics, practitioners and policymakers involved in developing and applying cutting-edge technology in library environments.