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  1. Innovative Approaches in Cardiovascular Disease Prediction Through Machine Learning Optimization.M. Arul Selvan - 2024 - Journal of Science Technology and Research (JSTAR) 5 (1):350-359.
    Cardiovascular diseases (CVD) represent a significant cause of morbidity and mortality worldwide, necessitating early detection for effective intervention. This research explores the application of machine learning (ML) algorithms in predicting cardiovascular diseases with enhanced accuracy by integrating optimization techniques. By leveraging data-driven approaches, ML models can analyze vast datasets, identifying patterns and risk factors that traditional methods might overlook. This study focuses on implementing various ML algorithms, such as Decision Trees, Random Forest, Support Vector Machines, and Neural Networks, optimized through (...)
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  • EDIBLE MUSHROOMS AND THEIR CULTIVATION.Ali Mubashar - 2024 - Journal of Science Technology and Research (JSTAR) 5 (1):98-144.
    Wild mushrooms are of great significance to people of places where they naturally occur, as they provide an essential source of nutrition and contribute to the local economy. Multiple studies have conducted significant studies and classified many kinds of mushrooms to show their unique characteristics. Pleurites spp. and Lentinula eddoes are commonly cultivated plants valued for their floral properties. Mushrooms contain a variety of carbohydrates. Certain carbohydrates have shown the ability to reduce the risk of cancer and prevent the immune (...)
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  • Advanced Attribute-Based Keyword Search for Secure Cloud Data Storage Solutions.S. Yoheswari - 2024 - Journal of Science Technology and Research (JSTAR) 5 (1):350-360.
    This paper delves into the integration of optimization techniques within ABKS to enhance search efficiency and data security in cloud storage environments. We explore various optimization strategies, such as index compression, query processing enhancement, and encryption optimization, which aim to reduce computational overhead while maintaining robust security measures. Through a comprehensive analysis, the paper illustrates how these techniques can significantly improve the performance of cloud storage systems, ensuring both security and usability. Experimental results demonstrate that optimized ABKS not only accelerates (...)
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  • PRECAUTION OF MIXING MILL FOR EMPLOYEE SAFETY.R. Jeyapandi Prathap - 2024 - Journal of Science Technology and Research (JSTAR) 5 (1):290-310.
    This abstract describes a control system for a 3 horsepower (3hp) alternating current (AC) motor that operates in both forward and reverse directions with a delay of 2 seconds using two limit switches. The system is designed to ensure the safety of the motor and surrounding equipment by introducing a delay before the motor changes direction, and by using two limit switches to control the direction of the motor. When the motor runs in the forward direction and the first limit (...)
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  • Consumption of flowers and their medicinal properties.Laila Umme - 2024 - Journal of Science Technology and Research (JSTAR) 5 (1):157-175.
    The human being has selected a variety of domesticated plants that gives a benefit, and also significant in food production. The origin of these plants mostly in Central Asia such as China having great variety of crops such as oats, barley, sesame, pumpkin, sorghum, asparagus, pear, apple and citrus etc. While centers of origin such as Mexico and Central America have great diversity in corn, beans, squash, maguey, nopal, sunflower, avocado, cocoa etc. In many countries poor nutrition is a current (...)
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  • Awareness and Current knowledge of Neurogenerative disorders.Laila Umme - 2024 - Journal of Science Technology and Research (JSTAR) 5 (1):267-289.
    Although the brain has numerous functions, there are issues related to it, such as depression, anxiety, stroke, and many more, which we covered in this study. In this essay, we covered a variety of therapeutic plants, their possible phytochemical components, and how they can treat neurological issues. Plant derivatives can potentially treat these memory-related problems by their extract and decoction. Therefore, many of days favor herbal and traditional medicine over Western medicine.
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  • OPTIMIZED CARDIOVASCULAR DISEASE PREDICTION USING MACHINE LEARNING ALGORITHMS.S. Yoheswari - 2024 - Journal of Science Technology and Research (JSTAR) 5 (1):350-359.
    Cardiovascular diseases (CVD) represent a significant cause of morbidity and mortality worldwide, necessitating early detection for effective intervention. This research explores the application of machine learning (ML) algorithms in predicting cardiovascular diseases with enhanced accuracy by integrating optimization techniques. By leveraging data-driven approaches, ML models can analyze vast datasets, identifying patterns and risk factors that traditional methods might overlook. This study focuses on implementing various ML algorithms, such as Decision Trees, Random Forest, Support Vector Machines, and Neural Networks, optimized through (...)
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  • OPTIMIZED SECURE CLOUD STORAGE USING ATTRIBUTE-BASED KEYWORD SEARCH.S. Yoheswari - 2024 - Journal of Science Technology and Research (JSTAR) 5 (1):338-349.
    In the modern digital era, cloud storage has become an indispensable service due to its scalability, accessibility, and cost-effectiveness. However, with the vast amount of sensitive information stored on cloud platforms, ensuring data security and privacy remains a critical challenge. Traditional encryption techniques, while secure, often hinder efficient data retrieval, especially when using keyword searches. To address this, attribute-based keyword search (ABKS) offers a promising solution by allowing secure, fine-grained access control and efficient keyword searches over encrypted data. This paper (...)
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  • ASSOCIATION OF DEPRESSION WITH COVID-19 IN DIFFERENT COUNTRIES AMONG DIFFERENT CATEGORIES OF PEOPLE.Iqbal Zarqa - 2024 - Journal of Science Technology and Research (JSTAR) 5 (1):309-324.
    COVID-19 affected to the people all around the world. As its first and second wave has been passed and we are facing currently to third wave, but all around the world no one can overcome to this viral infectious disease. Likewise it is affecting to people like a viral disease physically but along with its effect, its huge effect on mental health worldwide. The significant academic research has shown that there is a correlation of mental issues and covid-19 pandemic. Among (...)
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  • Graves' Disease: Current Knowledge and Management.Ghaffar Irum - 2024 - Journal of Science Technology and Research (JSTAR) 5 (1):145-156.
    This review was conducted to examine the causes, diagnoses, clinical manifestations, and available treatments for Graves' disease. Keywords like "Graves' disease," "radioactive iodine," "etiology," and "treatment" were used to search for data pertaining to Textbooks on endocrinology and other papers from these sources were also located. The introduction, etiology, risk factors, symptoms, diagnosis, course of treatment, and the contribution of many factors to the beginning of Graves' disease are all covered in this review article.
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  • Analysis of Human Computer Interface ( HCI) using Meta Verse Techniques.Iqbal Zarqa - 2024 - Journal of Science Technology and Research (JSTAR) 5:1.
    : The design and usability of computer interfaces are crucial factors in improving user experience and productivity in the field of human-computer interaction. This overview examines the development of computer interfaces, starting with command-line interfaces (CLI) and moving on to graphical user interfaces (GUI), touch interfaces, and gesture-controlled interfaces. The guiding concepts of interface development are highlighted: usability, accessibility and user-centered design. The harmony of form and function, the incorporation of cutting-edge technologies such as voice recognition and augmented reality, and (...)
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  • Optimized Attribute-Based Search and Secure Storage for Cloud Computing Environments.M. Arul Selvan - 2024 - Journal of Science Technology and Research (JSTAR) 5 (1):361-370.
    In the modern digital era, cloud storage has become an indispensable service due to its scalability, accessibility, and cost-effectiveness. However, with the vast amount of sensitive information stored on cloud platforms, ensuring data security and privacy remains a critical challenge. Traditional encryption techniques, while secure, often hinder efficient data retrieval, especially when using keyword searches. To address this, attribute-based keyword search (ABKS) offers a promising solution by allowing secure, fine-grained access control and efficient keyword searches over encrypted data.
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  • Machine Learning-Driven Optimization for Accurate Cardiovascular Disease Prediction.Yoheswari S. - 2024 - Journal of Science Technology and Research (JSTAR) 5 (1):350-359.
    The research methodology involves data preprocessing, feature engineering, model training, and performance evaluation. We employ optimization methods such as Genetic Algorithms and Grid Search to fine-tune model parameters, ensuring robust and generalizable models. The dataset used includes patient medical records, with features like age, blood pressure, cholesterol levels, and lifestyle habits serving as inputs for the ML models. Evaluation metrics, including accuracy, precision, recall, F1-score, and the area under the ROC curve (AUC-ROC), assess the model's predictive power.
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