International Journal of Advanced Research in Science, Communication and Technology最新文献

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Depression Prediction using Machine Learning Algorithms 利用机器学习算法预测抑郁症
Prof. Saba Anjum Patel, Kalakshi Jadhav, Sayali Ligade, Vishal Mahajan, Keshav Anant
{"title":"Depression Prediction using Machine Learning Algorithms","authors":"Prof. Saba Anjum Patel, Kalakshi Jadhav, Sayali Ligade, Vishal Mahajan, Keshav Anant","doi":"10.48175/ijarsct-18279","DOIUrl":"https://doi.org/10.48175/ijarsct-18279","url":null,"abstract":"Depression affects millions worldwide, emphasizing the need for early detection. Leveraging machine learning, our research introduces a novel deep learning model merging text and social media data for depression prediction. Comparative analysis with state-of-the-art methods demonstrates promising results. As heightened social media use correlates with increased depression rates, our study targets probable depressed Twitter users through machine learning. By analyzing both network behavior and tweets, we develop classifiers utilizing diverse features extracted from user activities, revealing that incorporating more features enhances accuracy and F-measure scores in identifying depressed users. Our data-driven approach offers a predictive tool for early depression detection and other mental illnesses. This paper contributes insights into depression detection using machine learning and proposes innovative strategies for improved diagnosis and treatment","PeriodicalId":510160,"journal":{"name":"International Journal of Advanced Research in Science, Communication and Technology","volume":"17 11","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-05-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140967307","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An Automatic Method to Prevent and Classify Cyberbullying Incidents using Machine Learning Approach 利用机器学习方法预防和分类网络欺凌事件的自动方法
Sheetal J, P Vinay Kumar, Vishal Raj, Vishwa Teja
{"title":"An Automatic Method to Prevent and Classify Cyberbullying Incidents using Machine Learning Approach","authors":"Sheetal J, P Vinay Kumar, Vishal Raj, Vishwa Teja","doi":"10.48175/ijarsct-18277","DOIUrl":"https://doi.org/10.48175/ijarsct-18277","url":null,"abstract":"The technological advancements and the increasing popularity of social networking platforms, the sharing of personal information among online users has become widespread. This sharing occurs effortlessly through various devices such as computers and mobile phones. Cyberbullying can manifest through SMS, text messages, and various applications, as well as online platforms like social media and forums, where individuals can view, engage with, or distribute content.The project offers a comprehensive understanding of Cyberbullying incidents and their corresponding offences combining a series of approaches reported in relevant Work. The implementation provides the opportunity to systematically combine various element or Cyberbullying characteristics. Additionally, a comprehensive list of Cyberbullying-related offences is put forward. The offenses are ordered in a Deep Neural Network classification system based on specific criteria to assist in better classification and correlation of their respective incidents. This enables a thorough understanding of the repeating and underlying criminal activities. This study focuses on classifying user posts and image content into bullying or non bullying through reputation score","PeriodicalId":510160,"journal":{"name":"International Journal of Advanced Research in Science, Communication and Technology","volume":"25 5","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-05-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140969293","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Review on High Performance Liquid Chromatography (HPLC) 高效液相色谱法(HPLC)综述
Priya M. Dandekar, Mayuri G. Zore, Aasma I. Sheikh, Abhishek S. Jaware, Aditya G. Sarnaik, Aditya A. Sawde, Achal B, Lode
{"title":"A Review on High Performance Liquid Chromatography (HPLC)","authors":"Priya M. Dandekar, Mayuri G. Zore, Aasma I. Sheikh, Abhishek S. Jaware, Aditya G. Sarnaik, Aditya A. Sawde, Achal B, Lode","doi":"10.48175/ijarsct-18251","DOIUrl":"https://doi.org/10.48175/ijarsct-18251","url":null,"abstract":"High-performance liquid chromatography (HPLC) is an important qualitative and quantitative technique, generally used for the estimation of pharmaceutical and biological samples. It is the most versatile, safest, dependable, and fastest chromatographic technique for the quality control of drug components. This article was prepared with a review different aspects of HPLC, such as principle types, instrumentation, and application. High- Performance Liquid Chromatography has played a significant role in clinical laboratories for the separation and quantitation of biomarkers in different body fluids. The development of HPLC involves four basic steps; scouting, optimization, robustness testing, and validation. The technique is used to analyze drugs and medicines for their purity and to maintain the highest standards for pharmaceutical products with the end goal of helping patients with medical issues. Method of validation is the process used to confirm that the analytical procedure employed for a specific test is suitable for its intended use. Validation High-Performance Liquid Chromatography method as per ICH guidelines covers all the performance characteristics of validation, like Accuracy, precision, specificity, linearity, range, limit of detection, limit of quantification, robustness, system suitability the testing. The limitation of High-Performance Liquid Chromatography methods of development, public health importance, and validation is the automated process becomes complicated, has low separation power, and is expensive but High-Performance Liquid Chromatography is the modern diagnostic technique is used in all sectors","PeriodicalId":510160,"journal":{"name":"International Journal of Advanced Research in Science, Communication and Technology","volume":"13 8","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-05-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140967332","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Predictive Model for Medical Assistance 医疗援助预测模型
Prof. Nilima Ramteke, Tanmay Nitin Wankar, S. Utkarsh Rao, Sagar Arora
{"title":"Predictive Model for Medical Assistance","authors":"Prof. Nilima Ramteke, Tanmay Nitin Wankar, S. Utkarsh Rao, Sagar Arora","doi":"10.48175/ijarsct-18282","DOIUrl":"https://doi.org/10.48175/ijarsct-18282","url":null,"abstract":"Medical tourism has emerged as a prominent global healthcare phenomenon, driven by various factors such as cost differentials, quality of care, and accessibility.\u0000The first aspect of medical tourism is the transnational use of healthcare services, which is frequently driven by financial savings and shortened wait times. Patients from high-income nations frequently go to less expensive locations for elective surgery, while people from low-income nations may look overseas for cutting-edge medical care due to a lack of local healthcare infrastructure.\u0000Patients who choose medical tourism locations do so because of the high quality of the care they receive. Patients are enticed to particular locations by accredited healthcare facilities and highly trained medical personnel. However, maintaining uniform quality across many healthcare systems is still difficult.\u0000The economic impact on the countries of origin and destination makes up the third aspect of medical tourism. Through higher healthcare sector income, tourism-related activities, and job creation, medical tourism can promote economic growth in destination nations. On the other hand, source nations could experience issues with the distribution of healthcare resources and the \"brain drain\" of medical specialists.\u0000The relevance of ethical considerations in medical travel cannot be overstated. To preserve the credibility of medical tourism, issues relating to informed consent, patient safety, and the equal distribution of healthcare resources must be properly addressed.\u0000The COVID-19 pandemic's effects on international travel and healthcare systems are just a few of the aspects that are taken into account in this abstract while discussing the future of medical tourism. It emphasises the necessity of international cooperation to create uniform policies, rules, and moral frameworks that guarantee the safety of patients taking part in medical tourism.","PeriodicalId":510160,"journal":{"name":"International Journal of Advanced Research in Science, Communication and Technology","volume":"4 4","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-05-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140967354","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Enhancing Underwater Wireless Sensor Networks With Flexible Communication and Positioning 利用灵活的通信和定位功能增强水下无线传感器网络
Kumaran M, Mohanraja C, Praveen P, Dr R Priyadharshini
{"title":"Enhancing Underwater Wireless Sensor Networks With Flexible Communication and Positioning","authors":"Kumaran M, Mohanraja C, Praveen P, Dr R Priyadharshini","doi":"10.48175/ijarsct-18278","DOIUrl":"https://doi.org/10.48175/ijarsct-18278","url":null,"abstract":"An innovative approach centred around underwater wireless communication and positioning in Underwater Wireless Sensor Networks, addressing limited coverage by proposing a dual-hop system combining optical fiber and wireless links. Time frame design and Code Division Multiplexing Access enhance multi-user signal transmission efficiency. Proof-of-concept experiments validate feasibility, with the introduction of the hybrid fish eye routing protocol further enhancing performance by intelligently combining fish-eye routing and traditional protocols for improved coverage and reliability. Moreover, the hybrid fish eye protocol incorporates adaptive routing algorithms that dynamically adjust to changes in underwater conditions, ensuring robustness and adaptability in challenging environments. Additionally, the hybrid fish eye protocol optimizes energy consumption by minimizing unnecessary transmissions, thereby prolonging the lifespan of underwater sensor networks. With full-duplex communication, precise positioning, and an extended transmission range, convergent system demonstrates significant potential for supporting high-capacity transmission among mobile nodes in forthcoming underwater scenarios","PeriodicalId":510160,"journal":{"name":"International Journal of Advanced Research in Science, Communication and Technology","volume":"11 2","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-05-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140966898","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Optimizing Service Placement and Enhancing Service Allocation for Microservice Architectures in Cloud Environments 为云环境中的微服务架构优化服务安置和加强服务分配
Roshan Mahant, Sumit Bhatnagar, Vikas Mendhe
{"title":"Optimizing Service Placement and Enhancing Service Allocation for Microservice Architectures in Cloud Environments","authors":"Roshan Mahant, Sumit Bhatnagar, Vikas Mendhe","doi":"10.48175/ijarsct-18276","DOIUrl":"https://doi.org/10.48175/ijarsct-18276","url":null,"abstract":"With the increasing popularity of microservice architecture, there is a growing need to deploy service-based applications efficiently in cloud environments. Traditional cluster schedulers often fail to optimize service placement adequately, as they only consider resource constraints and overlook traffic demands between services. This oversight can lead to performance issues such as high response times and jitter. To address this challenge, we propose a novel approach to optimize the placement of service-based applications in clouds. Our approach involves partitioning the application into segments while minimizing overall traffic between them, and then strategically allocating these segments to machines based on their resource and traffic demands. We have developed a prototype scheduler and conducted extensive experiments on test bed clusters to evaluate its performance. The results demonstrate that our approach surpasses existing container cluster schedulers and heuristic methods, significantly reducing overall inter-machine traffic and improving application performance","PeriodicalId":510160,"journal":{"name":"International Journal of Advanced Research in Science, Communication and Technology","volume":"43 17","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-05-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140969564","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Replicating Musical Streaming: Spotify Clones 复制音乐流媒体Spotify 克隆版
Prof. Dr. Dhananjay Dumbere, Uday Durgam, Vaishnavi Mohurle, Shirish Kadam
{"title":"Replicating Musical Streaming: Spotify Clones","authors":"Prof. Dr. Dhananjay Dumbere, Uday Durgam, Vaishnavi Mohurle, Shirish Kadam","doi":"10.48175/ijarsct-18254","DOIUrl":"https://doi.org/10.48175/ijarsct-18254","url":null,"abstract":"In the contemporary digital era, music streaming platforms have revolutionized the way individuals consume and interact with music. Among these platforms, Spotify stands out as a leader, offering a seamless user experience, personalized recommendations, and an extensive library of songs. In this abstract, we outline the design and development process of a Spotify clone, aiming to replicate the core features and functionalities of the original platform while incorporating innovative elements.\u0000The development of the Spotify clone involves several key stages. Firstly, a thorough analysis of the original Spotify platform is conducted to identify its essential features, including user authentication, music playback, playlist management, recommendation systems, and social interaction. Leveraging this analysis, the design phase begins, focusing on creating an intuitive user interface that mirrors the aesthetics and usability of Spotify while ensuring compatibility across various devices and screen sizes","PeriodicalId":510160,"journal":{"name":"International Journal of Advanced Research in Science, Communication and Technology","volume":"20 2","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-05-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140974520","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Research Paper on Emotion Recognition 情绪识别研究论文
Sayali Barsagade, Sakshi Moon, Dhyaneshwari Itnakr, Damini Asoda, Vaibhav Wankhede, Dr. Dhananjay Dumbere
{"title":"Research Paper on Emotion Recognition","authors":"Sayali Barsagade, Sakshi Moon, Dhyaneshwari Itnakr, Damini Asoda, Vaibhav Wankhede, Dr. Dhananjay Dumbere","doi":"10.48175/ijarsct-18258","DOIUrl":"https://doi.org/10.48175/ijarsct-18258","url":null,"abstract":"As a recognizing in machine learning algorithm a significant amount of in different various field has been done in many technologies field of machines through which speech has a major impact research interest, especially in the affective computing domain. Increasing potential, algorithmic advancements, and applications in real-world. This human speech contains para-linguistic information that can be represented using different various quantitative features such as pitch, intensity for its deltaic result. It is commonly achieved following three key steps: data processing, feature extraction, and classification based on the underlying emotional features. The nature of these steps, help with the distinct features of human speech, to get the exact result through the underpin with the use of ML methods. Many techniques have been utilized to extract emotions from signals, including many well-established speech analysis and classification techniques. Emotion recognition the review covers databases used, emotions extracted, contributions made toward emotion recognition and limitations related to it. signals are an important but challenging component of Human-Computer Interaction (HCI) in machine learning aspect in computer machines through various different perspective and given signals","PeriodicalId":510160,"journal":{"name":"International Journal of Advanced Research in Science, Communication and Technology","volume":"64 6","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-05-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140973612","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Comprehensive Person Profiling System 综合人员剖析系统
Chikondi Lizzie Mkomba, Fanny Chatola
{"title":"Comprehensive Person Profiling System","authors":"Chikondi Lizzie Mkomba, Fanny Chatola","doi":"10.48175/ijarsct-18265","DOIUrl":"https://doi.org/10.48175/ijarsct-18265","url":null,"abstract":"The proposed Comprehensive person profiling system aims to use innovative approach to revolutionizing identity verification in financial transactions, particularly within banks or other financial organizations. This project aims to replace traditional national ID usage with a more efficient and secure system. Leveraging advanced technologies such as biometrics, data analytics, and machine learning, the system ensures a comprehensive profiling of individuals, offering a robust alternative to conventional identification methods. By seamlessly integrating into financial institutions, this solution enhances inconveniences of the users’ doing transactions, security, minimizes identity fraud, and streamlines customer authentication processes. The Comprehensive Person Profiling System not only safeguards sensitive information but also enhances the overall efficiency and reliability of financial transactions, marking a significant leap towards a more secure and technologically advanced future in the realm of personal identification.","PeriodicalId":510160,"journal":{"name":"International Journal of Advanced Research in Science, Communication and Technology","volume":"78 6","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-05-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140973841","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Phytoremediation of Grey Water 灰水的植物修复
Khushbu Shende, Mohini Jumde, Prerna Raipure, Sanskar Bhoga, Sahil Sheikh, Prof. Sandeep Ajmere
{"title":"Phytoremediation of Grey Water","authors":"Khushbu Shende, Mohini Jumde, Prerna Raipure, Sanskar Bhoga, Sahil Sheikh, Prof. Sandeep Ajmere","doi":"10.48175/ijarsct-18273","DOIUrl":"https://doi.org/10.48175/ijarsct-18273","url":null,"abstract":"Greywater, generated from domestic activities excluding toilet waste, presents a significant challenge for water management due to its diverse contaminants and potential environmental impact. Conventional treatment methods often fall short in addressing the complex composition of greywater while maintaining sustainability. Phytoremediation, a green technology that utilizes plants and their associated microorganisms, offers a promising and ecofriendly alternative for greywater treatment. \u0000This paper reviews the principles, mechanisms, and applications of phytoremediation in the context of greywater treatment. Various phytoremediation techniques such as rhizofiltration, phytoextraction, and phytodegradation are discussed, highlighting their efficacy in removing pollutants such as organic matter, nutrients, pathogens, and heavy metals from greywater. The role of specific plant species with remediation potential and their physiological mechanisms in contaminant uptake and transformation are examined. \u0000Case studies and experimental findings from greywater phytoremediation projects around the world are presented to demonstrate the practicality and effectiveness of this approach. Factors influencing phytoremediation performance, including plant selection, hydraulic conditions, nutrient availability, and system design, are analysed to optimize greywater treatment efficiency.","PeriodicalId":510160,"journal":{"name":"International Journal of Advanced Research in Science, Communication and Technology","volume":"41 5","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-05-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140974585","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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