Volume 12 | Issue 11 |

 Abstract

Vishvik Rujan Aur Sthaniya Anukulan Ke Sandharbh Me OTT Samagri Ke Sanskrutik Prabhav Ka Adhyan

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Vishvik Rujan Aur Sthaniya Anukulan Ke Sandharbh Me OTT Samagri Ke Sanskrutik Prabhav Ka Adhyan

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PeacePulse is a mental health application designed to support users in improving emotional health, fostering mindfulness, and addressing prevalent mental health challenges. It offers an accessible and scalable alternative to traditional mental health services, integrating advanced machine learning (ML) and AI-driven features to proactively predict and support mental wellness. Key functionalities within PeacePulse include a conversational chatbot for first-level emotional support, an interactive platform for users to share personal stories, therapist contact options, self-care activity suggestion, stress assessment, mindful games and exercises to engage users consistently.

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Mental Health, Chatbot, Self-Care Activities, Stress Test, Cognitive Behavioral Therapy (CBT)

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This paper presents a structured design approach for a Shunt Active Power Filter (SAPF) and Series Active Power Filter to enhance power quality by mitigating current and voltage harmonics. Using a Proportional-Integral (PI) controller for DC-link voltage regulation and instantaneous reactive power theory for reference current extraction, the system employs hysteresis current control for voltage source inverter (VSI) switching. The series-shunt configuration addresses harmonic disturbances, improving voltage stability at the load side. MATLAB/Simulink simulations demonstrate SAPF effectiveness under balanced and unbalanced non-linear loads, significantly reducing total harmonic distortion (THD) and improving overall power quality.

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Series Active Filter (SAF), Shunt Active Power Filter (SAPF), Power Quality Improvement (PQI), Voltage unbalance, DVR ,PI Controller

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Due to factors including shared strategic objectives, historical ties, and geographic proximity, India and Myanmar's relationship has changed over time. The main elements influencing Indo-Myanmar ties are examined in this paper, along with their political dynamics, economic collaboration, and security considerations. In the past, the relationship has fluctuated between times of harmony and conflict due to changes in India's foreign policy objectives and the domestic political climate in Myanmar. India considers Myanmar to be an essential partner in its "Act East" program, which seeks to improve trade routes and promote regional connectivity due to Myanmar's important location as a bridge connecting South and Southeast Asia. This analysis looks at the ways that India and Myanmar have strengthened their economic relations by working together on infrastructure projects, especially in border areas. Because they face similar difficulties in preserving regional peace, security cooperation--in particular, counterinsurgency and border management--remains a pillar of their bilateral relationship. Additionally, the paper explores how important international actors--particularly China--affect relations between India and Myanmar. India finds it difficult to strike a balance between its strategic interests and Myanmar's growing reliance on Chinese investments. The prospects for future cooperation between India and Myanmar are examined in this analysis's conclusion, with an emphasis on opportunities for both countries' economies to flourish, their strategic alignment, and the advancement of regional stability.

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Indo-Myanmar relations, political dynamics, economic cooperation, and security concerns

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Abstract: Mahatma Gandhiji advocated for Hindi as the national language, considering it as a unifying force for India. He believed that expressing oneself in Hindi fostered a sense of patriotism and was the ideal means of communication for Indians. Gandhi saw Hindi as a bridge across India's vast diversity, encouraging all citizens to learn it as a mark of pride in their homeland. His vision sought to unify the country's regional identities into a cohesive national identity. The Constitution supports this aim, promoting use of Hindi across India to honour Gandhi's vision of a unified nation bound by a common language.

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Key words: Mahatma Gandhi, Hindi, National Language, Constitution, Official language.

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The objective of this paper is to estimate the parameters of New Weighted Exponential distribution with shape parameter(?) and scale parameter(?). In this heuristic algorithm, the least squares method is used to Estimates the parameters of New Weighted Exponential Distribution. We also computed Average Estimate (AE), Variance (VAR), Mean Absolute Deviation (MAD), Mean Square Error (MSE), Relative Error (RE) and Relative Absolute Bias (RAB) for both the parameters under grouped sample based on 1000 simulations to assess the performance of the estimators.

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New Weighted Exponential Parameters, Grouped sample, Median Rank regression method, simulation.

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This study explores the development and optimization of machine learning models for the early detection of diabetes. Utilizing a comprehensive dataset of health indicators, including glucose levels, BMI, age, and other risk factors, we implemented various predictive models such as Random Forest, Logistic Regression, SVM, and XGBoost. Data preprocessing involved missing value imputation, feature encoding, and normalization to ensure model robustness. The models were evaluated using key performance metrics, including Accuracy, ROC-AUC, and F1 Score. To enhance model performance, we employed hyperparameter optimization techniques like RandomizedSearchCV and calibration methods, resulting in notable improvements in discriminatory power, particularly for Random Forest and XGBoost. The optimized models demonstrated significant potential for integration into clinical settings, offering a practical tool for early diagnosis and improved patient management. Future work will focus on expanding the dataset and exploring advanced ensemble techniques to further refine the predictive accuracy.

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Machine Learning, Diabetes, Healthcare, Random Forest Classifier, Analysis

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

The objective of this paper is to estimate the parameters of New Weighted Exponential distribution with shape parameter(?) and scale parameter(?). In this heuristic algorithm, the Least Squares Regression method is used to Estimates the parameters of New Weighted Exponential Distribution. We also computed Average Estimate(AE), Variance (VAR), Mean Absolute Deviation (MAD), Mean Square Error(MSE), Relative Error (RE) and Relative Absolute Bias (RAB) for both the parameters under grouped sample based on 1000 simulations to assess the performance of the estimators.

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New Weighted Exponential Parameters, Grouped sample, Least Square regression method, simulation.

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The study sought to evaluate the effect of strategic management practices on the academic performance of private schools in Kiambu County, Kenya. The study examined the effects of strategic planning, strategic leadership, strategic organization structure, and strategic resource allocation on academic performance of private secondary schools in Kiambu county. The study was guided by competence-based management theory, system theory of management, and resource-based theories. Descriptive research design was used in the study. The target population consisted of 78 private secondary schools in Kiambu County. A sample of 39 private secondary schools was derived using Cochran's sample size formula. The schools were selected using stratified and simple random sampling methods. 195 respondents were selected from the sampled schools. This included 39 respondents in the management level, 78 teachers, and 78 support staff. The data was collected using the questionnaire with both open and closed-ended questions. The questionnaire was tested for validity and reliability through a pilot study, strategic management experts, and Cronbach Alpha coefficient. The quantitative data was analyzed using Statistical Package for Social Science (SPSS) version 26, descriptive statistical methods, inferential statistics such as Pearson correlation coefficient, ANOVA and multiple regression analysis. The qualitative data was analyzed using content analysis method. Quantitative data was presented using tables, while qualitative data using narrations. The researcher observed integrity and transparency when collecting the data, interpreting and reporting the findings by upholding privacy, safety, moral and ethical practices. The study found that strategic management practices played a vital role in boosting the academic performance of private secondary schools in Kiambu County. There are significant correlations among strategic planning, leadership, organizational structure, and resource allocation. In conclusion, the study advocates for a comprehensive strategy that integrates these elements to optimize educational outcomes. It is recommended that private secondary schools in Kiambu County adopt this holistic approach to improve academic performance and ensure long-term educational success. Further studies are recommended to be conducted to identify the long-term impact of strategic management on educational institutions

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Strategic Planning, Strategic Leadership, Strategic Organization Structure, Strategic Resources Allocation, Academic Performance

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Creative Commons Attribution 4.0 and The Open Definition