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In general, Indian Classical Music (ICM) is classified into two: Carnatic and Hindustani. Even though, both the music formats have a similar foundation, the way of presentation is varied in many manners. The fundamental components of ICM are raga and taala. Taala basically represents the rhythmic patterns or beats (Dandawate et al., 2015; Kirthika and Chattamvelli, 2012). Raga is determined from the flow of swaras (notes), which is denoted as the wider terminology. The raga is defined based on some vital factors such as swaras, aarohana-avarohna and typical phrases. Technically, the fundamental frequency is swara, which is definite through duration. Moreover, there are many other problems for automatic raga recognition model. Thus, in this work, raga is recognized without utilizing explicit note series information and necessary to adopt an efficient classification model.

This paper proposes an efficient raga identification system through which music of Carnatic genre can be effectively recognized. This paper also proposes an adaptive classifier based on NN in which the feature set is used for learning. The adaptive classifier exploits advanced metaheuristic-based learning algorithm to get the knowledge of the extracted feature set. Since the learning algorithm plays a crucial role in defining the precision of the raga recognition, this model prefers to use the GWO.

Through the performance analysis, it is witnessed that the accuracy of proposed model is 16.6% better than NN with LM, NN with GD and NN with FF respectively, 14.7% better than NN with PSO. Specificity measure of the proposed model is 19.6, 24.0, 13.5 and 17.5% superior to NN with LM, NN with GD, NN with FF and NN with PSO, respectively. NPV of the proposed model is 19.6, 24, 13.5 and 17.5% better than NN with LM, NN with GD, NN with FF and NN with PSO, respectively. Thus it has proven that the proposed model has provided the best result than other conventional classification methods.

This paper intends to propose an efficient raga identification system through which music of Carnatic genre can be effectively recognized. This paper also proposes an adaptive classifier based on NN.

The purpose of this paper is to describe a proposal for a data-driven investigation aimed at determining whether students’ learning behavior can be extracted and visualized from action logs recorded by Moodle. The paper also tried to show whether there is a correlation between the activity level of students in online environments and their academic performance with respect to final grade.

The analysis was carried out using log data obtained from various courses dispensed in a university using a Moodle platform. The study also collected demographic profiles of students and compared them with their activity level in order to analyze how these attributes affect students’ level of activity in the online environment.

This work has shown that data mining algorithm like vector space model can be used to aggregate the action logs of students and quantify it into a single numeric value that can be used to generate visualizations of students’ level of activity. The current investigation indicates that there is a lot of variability in terms of the correlation between these two variables.

The value presented in the study can help instructors monitor course progression and enable them to rapidly identify which students are not performing well and adjust their pedagogical strategies accordingly.

A plan to continue the work by developing a complete dashboard style interface that instructors can use is already underway. More data need to be collected and more advanced processing tools are necessary in order to obtain a better perspective on this issue.

In recent years, issues like untrusted or questionable sources of information are indisputably rampant in the digital era. The quality of information is now found to be challenging with its kind of issues, crisis and also clarity in which it requires to have a strategic scenario and practice to enhance quality assurance in order to creating safe cyber-spaces. The initiative to organise information at the organisational stage has widely emerged on the cyberspace. This paper aims to examine the insights of the element of trust in quality communication and information management to drive key performance indicator to support organisational sustainability. This approach is likely to play a significant role in enhancing critical inquiry in to issue of trust in information to ensure untainted integrity and quality assurance of the source of the information.

The preparation of this paper used a systematic literature review according to four phases, namely, identification, assessment or examination, extraction and interpretation. This approach was selected to advance critical inquiry into the most current topic on the trust for quality of information as way of strategic communication management to achieve safe cyber-organisational sustainability. The process was made through the various sources of peer-reviewed articles including journals, book chapters, books and conference proceedings. The literature review was carried out through the search for keywords such as trust in information, strategic communication and safe cyber-organisational sustainability.

The results revealed that the trust in quality of information with its wide range of initiatives could be enhanced as an initial attempt to embrace comprehensive approach in establishing strategic communication to ensure organisational sustainability and quality assurance of safe cyber space. The result further indicated three points, which follows development of virtual interaction with information management for safe cyberspace, enhancing continued predictability assessment in digital information process and practice and developing trust in information and quality of communication for organisational sustainability.

This paper is expected to give an insightful value in contributing to quality measurement of the strategic communication to promote trust in quality of information. Hence, the design to expand strategic management to support digital social connections in the cyber space. As a result, the profound contribution would also lead to enhancement of organisational sustainability in the digital era, amid technological trends.

The need to develop an approach to strengthen the trust in information in the digital cyberspace should focus on providing insights into the quality of information, authenticity and integrity to develop quality assurance for social connection. The awareness raising process in consolidating the trust in information has to start with exploring early social interaction in the digital age. This approach provides quality assurance to linking digital connection to develop trust in the quality of information. This would enable feedback to ensure accessibility and accuracy of quality of information dealing with critical elements relating to organisational sustainability.

The entire awareness in expanding the trust as information quality indicator has to be started with exploring the early social interaction in the digital age, to achieve quality basis on linking the digital connection as an attempt to build the information quality. This would give a feedback in ensuring the accessibility and accuracy of information quality together with dealing with an ultimate element to lead to the organisational longevity.

The numerous spoil grounds brought about by mega transportation infrastructure projects which can be influenced by the ecological environment. To achieve better management of spoil grounds, this paper aims to assess their comprehensive risk levels and categorize them into different categories based on ecological environmental risks.

Based on analysis of the environmental characteristics of spoil grounds, this paper first comprehensively identified the ecological environmental risk factors and developed a risk assessment index system to quantitatively describe the comprehensive risk levels. Second, this paper proposed a comprehensive model to determine the risk assessment and categorization of spoil ground group in mega projects integrating improved projection pursuit clustering (PPC) method and K-means clustering algorithm. Finally, a case study of a spoil ground group (includes 50 spoil grounds) in a mega infrastructure project in western China is presented to demonstrate and validate the proposed method.

The results show that our proposed comprehensive model can efficiently assess and categorize the spoil grounds in the group based on their comprehensive ecological environmental risk. In addition, during the process of risk assessment and categorization of spoil grounds, it is necessary to distinguish between sensitive factors and nonsensitive factors. The differences between different categories of spoil grounds can be recognized based on nonsensitive factors, and high-risk spoil grounds which need to be focused more on can be identified according to sensitive factors.

This paper develops a comprehensive model of risk assessment and categorization of a group of spoil grounds based on their ecological environmental risks, which can provide a reference for the management of spoil grounds in mega projects.

The question of whether and how communication departments contribute to organizational value creation has rarely been addressed in research. Such evidence is crucial, however, as communications compete internally with other functions (e.g. marketing and human resources (HR)) for budgets and staff. This article fills the gap by applying the business model concept, an established approach from management theory and practice, to communication units.

Based on an interdisciplinary literature review, the authors propose the Communication Business Model (CBM) as a new management approach for communications. To this end, pertinent definitions, frameworks and typologies of business models are analyzed and combined with insights from corporate communications literature.

The CBM outlines the generic architecture of business models for communication departments. Such models describe the basic principles of how such a unit operates, what services and products it provides, how it creates value for an organization and what revenues and resources are allocated.

The approach stimulates the debate on communication units as objects of observation when researching communication management practices. Further research with appropriate empirical methods is needed to identify and study different types of business models for communications.

The CBM can be used as a management tool to analyze, explain and innovate communication management in organizations. It is a fertile approach for communication practitioners to make the work of their department visible and to position themselves internally and externally.

Transferring a well-known concept from general management to communication management enriches the value creation debate in theory and practice. It allows communication leaders to align their work with organizational goals and make it accessible to top management and other decision-makers in the organization. It also opens up new avenues for research and education.

Workplace voice is well-established and encompasses behaviors such as prosocial voice, informal complaints, grievance filing, and whistleblowing, and it focuses on interactions between the employee and supervisor or the employee and the organizational collective. In contrast, our chapter focuses on employee prosocial advocacy voice (PAV), which the authors define as prosocial voice behaviors aimed at preventing harm or promoting constructive changes by advocating on behalf of others. In the context of a healthcare organization, low quality and unsafe patient care are salient and objectionable states in which voice can motivate actions on behalf of the patient to improve information exchanges, governance, and outreach activities for safer outcomes. The authors draw from the theory and research on responsibility to intersect with theories on information processing, accountability, and stakeholders that operate through voice between the employee-patient, employee-coworker, and employee-profession, respectively, to propose a model of PAV in patient-centered healthcare. The authors complete the model by suggesting intervening influences and barriers to PAV that may affect patient-centered outcomes.

The purpose of this paper is to clarify and demonstrate the core contributions of communication departments to organizational success beyond traditional ideas of messaging or information distribution. The main aim is to develop a better understanding of the different facets of value that the communication function delivers by introducing a distinction between strategic and operational contributions, following established management models.

The research is based on an extensive literature review at the nexus of communication management and strategic management research and ten qualitative case studies in large, internationally operating German organizations from different industries, combining in-depth interviews and document analyses.

The newly developed Communications Contributions Framework demonstrates that communications serve the corporation in four strategic and operational dimensions and emphasizes the critical role of communications in reflecting and adjusting organizational strategies, i.e. through identifying opportunities to innovate or securing intangible assets.

The paper outlines different application scenarios for how the new framework can be used in practice, i.e. as a multi-faceted rationale for explaining the impact of communication departments in the language of top management and reporting communication success in the logic of business.

The framework provides the first theoretically and empirically based “big picture” of communications’ contributions to corporate success, designed to lay ground for further discussions both in academia and in practice.

The debate on digitalization in the public relations (PR) literature has fragmented considerably over the past decade because of its focus on upcoming media-technological innovations, required professional skills and management concepts. Yet the field has difficulties in developing an integrative perspective on the implications of digitalization as a broader socio-technological transformation with a balanced consideration of prospects and risks.

This paper proposes an integrative perspective that focuses more on the enduring imaginaries of how digitalization can transform society for better or worse. It traces the historical roots of five imaginaries of digitalization, which have already emerged over the past century yet have experienced a significant revival and popularization in the current debate. Based on these five imaginaries, the authors performed a narrative literature review of the digitalization debate in 10 leading PR journals from 2010 to 2022.

The five imaginaries allow for a systematization of the fragmented digitalization debate in the field, reconstructing recurrent narratives, prospects and risks.

The originality of this contribution lies in its reconstructive approach, tracing societal imaginaries of digitalization and their impact on the current disciplinary debate. This approach provides context for a balanced assessment of and engagement with upcoming, increasingly fragmented digital advancements in PR research and practice.