Volume 12 | Issue 11 |

 Abstract

This study presents a hybrid cyberbullying detection model that integrates advanced machine learning algorithms--Linear Support Vector Machines (LSVM) and Recurrent Neural Networks (RNNs)--to address the growing issue of cyberbullying on social media platforms like Twitter and Facebook. As cyber threats become increasingly sophisticated, traditional security measures often fall short, making the application of machine learning crucial for real-time detection and mitigation. Utilizing a dataset of text expressions, the system achieves an impressive 85% classification accuracy with LSVM and an 81% feature extraction accuracy with RNN, outperforming both deep learning and traditional machine learning techniques. The research employs Object-Oriented Analysis and Design Methodology (OOADM) to create a modular and efficient software solution that processes real-time messages for cyberbullying characteristics. The results highlight the superior capabilities of RNN and LSVM in analyzing complex patterns, essential for effective cyberbullying detection. By combining technical advancements with human engagement, this study emphasizes the need for a multifaceted approach to combat cyberbullying. The proposed framework not only enhances cybersecurity measures but also contributes valuable insights into the intersection of machine learning and online safety. Ultimately, this research offers a proactive defense strategy, demonstrating the potential of cutting-edge AI methods to address emerging cyber threats effectively.

Licence: creative commons attribution 4.0

  License

Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Cyberbullying Detection, Online Bulling, Machine Learning, Bulling, Text Tracking

  License

Creative Commons Attribution 4.0 and The Open Definition

 Abstract

This study aims to assess depression, anxiety, and stress levels among college students using the DASS-21 (Depression, Anxiety, and Stress Scale-21) instrument. Given the growing mental health concerns within the college demographic, especially with the unique pressures of academic, social, and financial demands, the need for reliable tools to evaluate these mental health conditions is paramount. The DASS-21 scale, a concise and validated measure, is widely used for assessing the severity of these psychological states. Through a cross-sectional survey, students' responses to the DASS-21 items will provide insights into prevalent mental health issues and help identify key risk factors. Findings from this study aim to inform university counseling services and mental health support initiatives, contributing to strategies for early intervention and support systems tailored to student needs.

Licence: creative commons attribution 4.0

  License

Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Depression, Anxiety and Stress Scale-21, Postgraduate students of Jain University.

  License

Creative Commons Attribution 4.0 and The Open Definition

 Abstract

The desire for happiness is universal. Not all are able to actively pursue it and if they do, they fall short since the concept of Happiness is vastly misunderstood. Happiness is assured when there is purpose and meaning to life. Finding our life purpose is however challenging. In this article, I attempt to revive one of the ancient tools for revealing our life purpose, Vedic Astrology, describe who the contenders are, and the role played by the Atmakaraka.

Licence: creative commons attribution 4.0

  License

Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Happiness, Life Purpose, dharma, Archetypes, Vedic Astrology, Atmakaraka

  License

Creative Commons Attribution 4.0 and The Open Definition

 Abstract

Media trials have become increasingly prevalent in India, with media entities often assuming quasi-judicial roles in high-profile cases. This paper analyses the implications of media trials on the judicial process and the fundamental rights of the accused in India. Through examining key case studies and judicial responses, it investigates how media trials shape public opinion and affect fair trial rights, often leading to sensationalism, bias, and infringement of privacy. While media trials may aim to promote accountability, this paper argues for a regulatory framework to balance media freedom with safeguarding judicial integrity and the rights of individuals involved in legal proceedings. The paper offers insights into the need for responsible journalism that upholds democratic values without compromising due process and fairness.

Licence: creative commons attribution 4.0

  License

Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Media Trials, Judicial Process, Fundamental Rights, Fair Trial, Privacy, India

  License

Creative Commons Attribution 4.0 and The Open Definition

 Abstract

This research study presents a comparative analysis of various dynamic control strategies for robotic manipulators. The study investigates and evaluates different control approaches, including feedback linearization, computed torque control, passivity-based control, among others, in terms of their performance characteristics. Through simulation studies and experimental validations, the effectiveness of each control strategy is assessed with respect to trajectory tracking accuracy, disturbance rejection capability, energy efficiency, computational complexity, and adaptability to changing operational conditions. The research also highlights the trade-offs and limitations of each control strategy, offering valuable insights into their practical applicability in real-world robotic systems. The findings of this study aim to provide guidance for engineers and roboticists in selecting the most appropriate dynamic control strategy for specific manipulator applications, thereby contributing to the advancement of robotic manipulation technologies.

Licence: creative commons attribution 4.0

  License

Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Adaptive Control, Computed Torque Control, Computational Load, Dynamic Control Systems, Feedback Linearization, Nonlinear Dynamics, Parameter Adaptation, Passivity-Based Control

  License

Creative Commons Attribution 4.0 and The Open Definition

 Abstract

Abstract: This paper explores the multifaceted dimensions of women's empowerment and gender equality across various cultural and socio-economic contexts through The Convention on the Elimination of All Forms of Discrimination against Women (CEDAW). It was adopted by the United Nations in 1979, and serves as a foundational international treaty aimed at promoting gender equality and empowering women worldwide. This paper explores the impact of CEDAW in transforming legal frameworks, fostering social change, and enhancing women's rights. By obligating signatory nations to eliminate discrimination against women in all forms, CEDAW provides a comprehensive framework for addressing issues such as violence against women, economic inequality, and political participation. It is instrumental in reshaping societal norms and legal frameworks, driving systemic change that empowers women and promotes their fundamental rights on a global scale. The paper will discuss in detail the barriers that women face, including legal, economic, and social challenges, and highlights successful strategies implemented in different countries to promote gender equity at International Level.

Licence: creative commons attribution 4.0

  License

Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Key Words: Convention, Discrimination, Rights, Women and United Nation

  License

Creative Commons Attribution 4.0 and The Open Definition

 Abstract

: ?????? ?? ?????????? ???????? ???????? ???? ???????????? ??? ???????? ???????? ??? ????? ????????. ?????? ?????????? ???????? ????????? ??????? ???? ???????, ?????, ????? ????? ????? ?????? ??????? ???? ?????? ???? ??? ??????????. ???? ?????? ???????????? ????? ?????? ?????????? ?????? ???????? ???????????. ??? ?? ????????? ????? ?????????. ?????? ????? ???????? ????? ???? ???? ??????? ????????????? ??????????, ???? ??????????? ????????????, ???? ?????? ????? ????? ?????????????, ????????? ????? ????? ????? ??????, ????? ? ??????? ?????? ?????? ???? ???????????? ???????? ??????, ??????? ????? ???????? ???, ??????? ????? ??????????. ?????? ??????????? ???????? ????????, ?????????, ?????????, ???????????, ???? ??????????, ???????????? ?????????? ????????? ????? ????????????.

Licence: creative commons attribution 4.0

  License

Creative Commons Attribution 4.0 and The Open Definition

 Keywords

????????, ??????, ??????, ???????, ?????? ???, ???????, ??????, ???????

  License

Creative Commons Attribution 4.0 and The Open Definition

 Abstract

Licence: creative commons attribution 4.0

  License

Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Aurones, Antimicrobial, Autodock by PyRx

  License

Creative Commons Attribution 4.0 and The Open Definition

 Abstract

This paper is highleted to Aggression between individual and team game inter-collegiate women players . Aggression in sport can be caused by a number of factors. The most identifiable reasons are the rules of the game (level of physical contact), frustration, instinct, presence, arousal, environmental cues, self control and also the behavior of those around. Other factors in aggression include personality, media involvement, coaching, role models and the society we live in. The following is an insight into the term aggression in sport, using the social learning theory and environmental cues theory I will explain examples of each theory and try and contrast them.

Licence: creative commons attribution 4.0

  License

Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Sports,Psychology and Aggression.

  License

Creative Commons Attribution 4.0 and The Open Definition

 Abstract

: The fourth-largest public sector bank in India was formed in April 2020 when Canara Bank and Syndicate Bank merged. This research looks into the effects of that merger. Significant gains in market share, operational effectiveness, and product diversification have come from the combination. Key findings show that the banking industry is now more competitively positioned, with more assets, deposits, and a wider branch network that enable greater consumer access and service provision. A number of strategic proposals are put up to optimise the benefits of the merger: give top priority to the seamless integration of corporate cultures and operations; make investments in state-of-the-art IT infrastructure; and carry out strong customer retention campaigns. Achieving long-term success will also require concentrating on personnel management and streamlining the branch network. All things considered, the merger is a revolutionary move for both banks, putting them in a better position to compete in a changing financial environment and improve service quality and operational robustness. To ensure ongoing growth and navigate future hurdles, it will be imperative to employ adaptive tactics and constant monitoring.

Licence: creative commons attribution 4.0

  License

Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Canara Bank, Syndicate Bank, Merger, Market Share, Operational Effectiveness, Branch network, Banking industry, Financial environment, Constant monitoring, Public Sector Bank, Competitive positioning.

  License

Creative Commons Attribution 4.0 and The Open Definition