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Automated Health Assistance based on IOT and Machine Learning 基于物联网和机器学习的自动健康援助
Pub Date : 2021-11-10 DOI: 10.1109/ICTAI53825.2021.9673237
Jaspreet Singh, Deepinder Kaur, Guneet Kaur
The past few decades have witnessed a significant growth in the field of medical care and health facilities. People from around the globe raised their living standards in terms of sanitization skills and caring their physical system. However, the risk of chronic diseases is profound these days than the previous years. The automated IOT based monitoring systems for health of a chronic patient is the need of an hour. The advancements in the digital world has added few years in the lifespan of human. Having said that, technology is not a tool to keep human alive for centuries and it is not a solution to every medical problem. The only solution that can be possible with the technology is that, the healthcare monitoring can rectify the traditional way of dealing with the patient’s care. Moreover, the cost of patient keeping may be reduced by automating some of tasks of nursing staff and management. This paper presents a workable prototype for an automated health assistance based on IOT and machine learning. The proposed system is 81.4% accurate in terms of performance and it is validated against the existing benchmarks and is specially made to reduce the load of doctors and nurses.
在过去的几十年里,医疗保健和卫生设施领域有了显著的发展。世界各地的人们在卫生技能和照顾身体系统方面提高了生活水平。然而,现在患慢性病的风险比前几年更大。基于物联网的慢性患者健康自动监测系统需要一个小时。数字世界的进步使人类的寿命延长了几年。话虽如此,技术并不是让人类存活几个世纪的工具,也不是解决所有医疗问题的办法。该技术唯一可能的解决方案是,医疗监控可以改变传统的处理患者护理的方式。此外,通过自动化护理人员和管理的一些任务,可以降低病人的护理成本。本文提出了一种基于物联网和机器学习的自动化健康援助的可行原型。拟议的系统在性能方面的准确率为81.4%,并根据现有的基准进行了验证,并且专门用于减轻医生和护士的负担。
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引用次数: 0
Elevating Software Quality Role Using Angle Methodology 用角度方法论提升软件质量角色
Pub Date : 2021-11-10 DOI: 10.1109/ICTAI53825.2021.9673334
Meenu Lochan
Software Quality is an essential part of modern research, and up till now there are insufficient mechanisms in the intellectual environment to acknowledge, measure and to enhance quality parameters. In this paper, considering agile methodologies might produce software faster as well as boost software quality so that they complete quality necessities of the product. Choosing and adaptation of any methodology depends on the type and people involved in the project. Employee behavior, their mutual relations and enthusiasm is one of factors which can critically affect success of the method implementation. So, these factors also measured all through the version of agile methodology. There is no doubt that the foundation of agile techniques is people. The motive of this paper is to introduce a best method for implementation of the agile methodology. Finally In this paper, every issue affecting software quality assurance has been explored, and all fixes that are feasible have been provided. Practitioners may find the conclusions of this study useful in assessing specific measuring tools and application quality characteristics.
软件质量是现代软件质量研究的重要组成部分,但目前在知识环境中还没有足够的机制来识别、度量和提高软件质量参数。在本文中,考虑敏捷方法可以更快地生成软件,并提高软件质量,从而完成产品的质量要求。任何方法的选择和适应都取决于项目的类型和涉及的人员。员工行为、员工之间的相互关系和员工的积极性是影响方法实施成功的关键因素之一。所以,这些因素也都是通过敏捷方法的版本来衡量的。毫无疑问,敏捷技术的基础是人。本文的目的是介绍一种实现敏捷方法的最佳方法。最后,本文探讨了影响软件质量保证的每一个问题,并提供了所有可行的修复方法。从业者可能会发现这项研究的结论在评估特定的测量工具和应用程序质量特征方面是有用的。
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引用次数: 0
Novel Machine Learning Ensemble Models for Active Diabetes Diagnosis 用于活动性糖尿病诊断的新型机器学习集成模型
Pub Date : 2021-11-10 DOI: 10.1109/ICTAI53825.2021.9673166
Mohamed A M Iesa, Abhinandan P Shirahatt, Harsha Sharma, Mohit Kumar Goyal, Amit Shrivastava, Baba Vajrala
Now that diabetes is on the rise as a silent killer, it will have catastrophic consequences if preventative measures are not implemented soon enough. Given that diabetes cannot be cured after it has been diagnosed in a patient, early identification of the illness is critical in diabetes. Doctors are finding it more difficult to do manual detection as the number of patients grows on a daily basis. We can do some automobile detection using tools like Machine Learning. This issue of diabetes diagnosis has been the subject of much study up to this point. Using two ensemble machine learning algorithms like Random Forest and GBDT, this study does predictive analysis. Pima Indians Diabetes Dataset, which includes data of diabetes patients, was used in this study to conduct different experiments. The findings are presented in this article. This article also addresses the significance of output interpretability in the healthcare sector and explains how providing output interpretability together with the machine learning model’s output on the patient record would assist physicians in real-time (in the future).
现在,糖尿病作为一个无声的杀手正在上升,如果不尽快实施预防措施,它将产生灾难性的后果。糖尿病患者一旦确诊就无法治愈,因此对糖尿病的早期诊断至关重要。随着患者数量的增加,医生发现人工检测越来越困难。我们可以使用机器学习之类的工具来做一些汽车检测。到目前为止,糖尿病的诊断问题一直是许多研究的主题。本研究使用随机森林和GBDT两种集成机器学习算法进行预测分析。本研究使用了包含糖尿病患者数据的皮马印第安人糖尿病数据集进行不同的实验。本文介绍了研究结果。本文还讨论了输出可解释性在医疗保健领域的重要性,并解释了如何将输出可解释性与机器学习模型在患者记录上的输出结合起来,实时地(在未来)帮助医生。
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引用次数: 0
A Survey of Advances in MIMO Techniques for Mobile Communication 移动通信中MIMO技术进展综述
Pub Date : 2021-11-10 DOI: 10.1109/ICTAI53825.2021.9673384
Srishti Sabharwal, Jaspreet Kaur, Ashim Shahi
Wireless communication is evolving at a greater pace with the continuous introduction of new services and this hiking graph of technologies also requires update in Antenna systems. This paper overviews crucial advancements in the MIMO(Multiple- Input Multiple-output) systems and in context to this, key aspects of single user MIMO and multiuser MIMO are also discussed. Overview of Open loop and closed loop, SU (single user) MIMO is provided with analysis of Data Rate maximization in MIMO along with review of Uplink and downlink technologies of MU (Multi User)-MIMO. This paper also provides insight about convex optimization techniques in MIMO design.
随着新服务的不断推出,无线通信正在以更快的速度发展,这一技术的发展趋势也需要天线系统的更新。本文概述了MIMO(多输入多输出)系统的重要进展,并在此背景下,讨论了单用户MIMO和多用户MIMO的关键方面。概述开环和闭环,SU(单用户)MIMO分析了MIMO中的数据速率最大化,并回顾了MU(多用户)-MIMO的上行和下行技术。本文还对MIMO设计中的凸优化技术进行了深入研究。
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引用次数: 2
Virtualization Risks and associated Issues in Cloud Environment 云环境中的虚拟化风险和相关问题
Pub Date : 2021-11-10 DOI: 10.1109/ICTAI53825.2021.9673424
Parinishtha Surya, P. Pachauri, Ansh Pachauri, Prateek Chaturvedi, S. Yadav, Divya Singh
Cloud computing is dynamically evolving with high end services that are available in low costs and are easily accessible on-demand. Virtualization has made it possible to access data and resources from anywhere on a pay-as-you-use basis. With the magnification of cloud applications, there arises a need to identify the risks associated with virtualization technology. One big issue is configuration management of such a heterogeneous network. There is a need to design a secure access mechanism to handle the multi-tenancy. Virtualization faces a big challenge in resource allocation and developing trust among its users. Handling the data migration among virtual machines is another big issue. The evaluation of service level agreement of the service provider is also very important. It must cover all the details of agreement defining all the services that the CSP is promising along with the associated charges in detail.
云计算正在随着高端服务的不断发展而动态发展,这些服务以低成本提供,并且可以按需轻松访问。虚拟化使得在按使用付费的基础上从任何地方访问数据和资源成为可能。随着云应用程序的扩大,需要识别与虚拟化技术相关的风险。一个大问题是对这种异构网络的配置管理。需要设计一种安全的访问机制来处理多租户。虚拟化在资源分配和用户之间建立信任方面面临着巨大的挑战。处理虚拟机之间的数据迁移是另一个大问题。对服务提供商的服务水平协议的评估也非常重要。它必须涵盖协议的所有细节,定义CSP承诺的所有服务以及相关收费的细节。
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引用次数: 14
FZMAI and MBSCIH Model for Preventing and Detecting Intrusions in Wireless Sensor Network 无线传感器网络入侵预防与检测的FZMAI和MBSCIH模型
Pub Date : 2021-11-10 DOI: 10.1109/ICTAI53825.2021.9673232
Neha Singh, Deepali Virmani
Remote Sensor Network (WSN) have gotten continuously one of the sultriest investigation regions in the field of software engineering. This is a result of their wide extent of employments, including location applications, transportation. To keep the security and dependability of WSN, a framework forestalling and distinguishing interruptions is the need of 60 minutes. Research zeroing in on these sorts of frameworks ought to follow the characteristics of WSNs and should fit for perceiving greatest security dangers. This paper proposes an original framework for forestalling and identifying interruptions in remote sensor organizations. The proposed model is a blend of two interruption forestalling and identifying strategy. For avoidance of assaults, the paper utilizes Fuzzified philosophy to deflect Intrusions in Wireless Sensor Network (FzMAI). For recognition of assaults, MBSCIH (Multi to twofold class size-based lopsidedness dealing with procedure) method is utilized. The defined framework acts in two stages: In avoidance stage, we keep an interruption from entering a remote sensor organization. As counteraction isn't penny percent, hardly any malevolent hubs enter the framework, prompting identification stage. In identification stage, the entered malignant hubs are distinguished utilizing MBSCIH. The confirmation of defined system is done on WSN-DS. Our framework yields a precision of 99.97%.
遥感网络(WSN)一直是软件工程领域研究的热点之一。这是他们广泛就业的结果,包括位置应用,运输。为了保证无线传感器网络的安全性和可靠性,需要在60分钟内建立一个能够防止和识别中断的框架。针对这类框架的研究应遵循无线传感器网络的特点,并应适合感知最大的安全危险。本文提出了一个原始框架,用于预防和识别远程传感器组织中的中断。所提出的模型是两种中断预防和识别策略的混合。为了避免攻击,本文利用模糊化思想对无线传感器网络(FzMAI)中的入侵进行偏转。在攻击识别方面,采用了基于多到双类规模的不对称性处理程序(MBSCIH)方法。所定义的框架分为两个阶段:在回避阶段,我们阻止中断进入遥感器组织。由于反作用力不是百分之一,几乎没有恶意枢纽进入框架,促使识别阶段。在识别阶段,利用MBSCIH对进入的恶性枢纽进行区分。在WSN-DS上对已定义的系统进行确认。我们的框架产生99.97%的精度。
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引用次数: 0
An enhancive Watershed transformation approach to segment Optic Disk from Smartphone Fundus Images 基于增强分水岭变换的智能手机眼底图像视盘分割方法
Pub Date : 2021-11-10 DOI: 10.1109/ICTAI53825.2021.9673361
Shubhi Gupta, Sanjeev Thakur, Ashutosh Gupta
In order to build a PC-assisted device for eye diseases, automatic optic disc (OD) detection plays a very important role. Face condition testing is a limiting factor. Optic Disk detection belongs to a supervised approach. The suggested approach uses the fundus image’s edge information to locate the Optic Disk and identify the presence of abnormality such as a cancer. The Sobel edge detector uses the watershed algorithm to collect edge information and segmentation. Then the Hough circle transformation is performed to approximate the Optic Disk boundary by a circle.
视盘(OD)自动检测对于建立一个计算机辅助的眼病治疗设备起着非常重要的作用。面部状况测试是一个限制因素。视盘检测属于监督检测方法。建议的方法是利用眼底图像的边缘信息来定位视盘,并识别异常(如癌症)的存在。Sobel边缘检测器采用分水岭算法采集边缘信息并进行分割。然后进行霍夫圆变换,用圆逼近视盘边界。
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引用次数: 0
Earning management estimation and prediction using machine learning: A systematic review of processing methods and synthesis for future research 使用机器学习的盈余管理估计和预测:对未来研究的处理方法和综合的系统回顾
Pub Date : 2021-11-10 DOI: 10.1109/ICTAI53825.2021.9673157
Faozi A. Almaqtari, Najib H. S. Farhan, Monir Yahya Salmony, Waleed M. Al‐ahdal, Nandita Mishra
The present study highlights earning management optimization possibilities to constrain the events of earning management and financial fraud. Our study investigates the existing stock of knowledge and strand literature available on earning management and fraud detection. It aims to review systematically the methods and techniques used by prior research to determine earning management and fraud detection. The results indicate that prior research in earning management optimization is diverged among several techniques and none of these techniques has provided an ideal optimization for earning management. Further, the results reveal that earning management determinants are complex based on the type and size of business entities which complicate the optimization possibilities. The current research brings useful insights for predicting and optimization of earnings management and financial fraud. The present study has significant implications for policymakers, stock markets, auditors, investors, analysts, and professionals.
本研究强调盈余管理优化约束盈余管理事件和财务舞弊的可能性。我们的研究调查了现有的关于盈余管理和欺诈检测的知识和文献。它的目的是系统地回顾以前的研究中使用的方法和技术,以确定盈余管理和欺诈检测。研究结果表明,以往的盈余管理优化研究主要集中在几种技术上,没有一种技术能够为盈余管理提供理想的优化。此外,研究结果表明,盈余管理的决定因素是复杂的,这取决于企业实体的类型和规模,从而使优化的可能性复杂化。目前的研究为盈余管理和财务舞弊的预测和优化提供了有益的见解。本研究对政策制定者、股票市场、审计师、投资者、分析师和专业人士具有重要的启示意义。
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引用次数: 0
Analysis of the Secure Cloud Framework for Mobile Banking 移动银行安全云框架分析
Pub Date : 2021-11-10 DOI: 10.1109/ICTAI53825.2021.9672770
Susheel George Joseph, S. Jadhav, Smita Sharma, Amarjeet Poonia, Anurag Shrivastava, S. Hemavathi
Many service-related tasks can now be completed swiftly and efficiently thanks to advancements in mobile communications. Mobile banking is one such solution that has eliminated the requirement for many ordinary transactions to be completed at a branch. Mobile phones can supplement the reach in a country like India, where the last mile is reached through brick-and-mortar banking facilities. This paper explains how a mobile cloud framework can be used for banking and customer services to improve the customer’s banking experience while also assuring data security. This article focuses on cloud-based risk design for banking products to address challenges such as processing speed and storage capacity in mobile banking. The system is evaluated using an improved random forecast technique. This proposed system fulfils 99% of the accuracy.
由于移动通信的进步,许多与服务相关的任务现在可以迅速有效地完成。手机银行就是这样一种解决方案,它消除了许多普通交易必须在分行完成的要求。在像印度这样的国家,手机可以补充覆盖范围,在那里,最后一英里是通过实体银行设施到达的。本文解释了如何将移动云框架用于银行和客户服务,以改善客户的银行体验,同时确保数据安全。本文重点介绍银行产品的基于云的风险设计,以解决移动银行中的处理速度和存储容量等挑战。采用改进的随机预测技术对系统进行了评估。该系统达到了99%的准确率。
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引用次数: 0
Comparison of Voice Based Virtual Assistants fostering Indian Higher Education – A Technical Perspective 基于语音的虚拟助手促进印度高等教育的比较——技术视角
Pub Date : 2021-11-10 DOI: 10.1109/ICTAI53825.2021.9673307
Silky Sharma, Gurinder Singh
To meet expectations of stakeholders in Education 4.0, the inclination towards acceptance, testing, and implementation of Voice Assistants has increased at a faster pace in western universities. This study has been done to understand the present level of performance and capability of voice assistants in answering the basic queries of users from Indian Higher education sector. Three voice assistants namely Amazon Alexa, Microsoft Cortana, and Google Assistant have been considered for a survey in which 100 students participated and tested the performance of these three voice assistants by asking basic questions related to admission and examination. A set of total 14 questions has been selected to be asked by user in both the categories. Category 1 related to Admissions contained 7 little complex questions while category 2 related to Examination had 7 direct and simpler questions. Responses of the users were noted down and after careful analysis, the explanations have been deduced about performance of these voice assistants in factors considered: understanding of voice and language of user, understanding of basic meaning of the question, request to repeat the question, whether the answer was given by voice assistants and quality of the answer received. As per the results, various observations have been noted that may further help Artificial Intelligence developers and programmers to understand the success and failure of voice assistants and accordingly bring improvements in their performance level. This study also helps in knowing about huge applications, contributions and benefits these voice assistants offer to the stakeholders. Once the improvements are incorporated by the developers, marketing professionals can boost the absorption and use of voice assistants in massive higher education sector of India by convincing the important stakeholders that also paves a way to tap into more undiscovered possibilities about use of Artificial Intelligence in higher education system at global level.
为了满足教育4.0中利益相关者的期望,西方大学对语音助手的接受、测试和实施的倾向以更快的速度增长。这项研究是为了了解语音助手在回答印度高等教育部门用户的基本问题时的表现和能力。亚马逊Alexa、微软Cortana和谷歌Assistant这三款语音助手进行了一项调查,100名学生参与其中,通过询问与入学和考试相关的基本问题来测试这三款语音助手的表现。在这两个类别中,用户选择了一组总共14个问题。第1类有7道比较复杂的题目,第2类有7道比较简单直接的题目。记录用户的回答,经过仔细分析,从对用户语音和语言的理解、对问题基本含义的理解、要求重复问题、是否由语音助手给出答案、收到的答案质量等因素,推断出这些语音助手的表现。根据研究结果,各种观察结果可能会进一步帮助人工智能开发人员和程序员了解语音助手的成功和失败,并相应地提高其性能水平。这项研究还有助于了解这些语音助手为利益相关者提供的巨大应用、贡献和利益。一旦开发人员将这些改进纳入其中,营销专业人员就可以通过说服重要的利益相关者来促进印度大规模高等教育部门对语音助手的吸收和使用,这也为在全球范围内利用人工智能在高等教育系统中使用更多未被发现的可能性铺平了道路。
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引用次数: 0
期刊
2021 International Conference on Technological Advancements and Innovations (ICTAI)
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