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Customer Segmentation of Indian restaurants on the basis of geographical locations using Machine Learning 利用机器学习在地理位置的基础上对印度餐馆进行客户细分
Pub Date : 2021-11-10 DOI: 10.1109/ICTAI53825.2021.9673153
Rishi Gupta, Akash Verma, Hari Om Topal
In today’s world where there has been a significant change that have occurred over the past few decades in the general lifestyle of people many technological advancements have taken place which has uplifted the living standards of people significantly. As a result of these changes many new businesses and entrepreneurs are emerging on a rapid basis and there is cut-throat competition between the businesses competing in the same domain to retain their old customers and add new customers so that the respective businesses could grow and prosper. To do so the organizations must provide extremely good services to the customer regardless the business operates on small scale or large scale. Also, the ability of a business to interpret what their customer’s needs, and desires are will not only help them amass a much higher customer support but would also help them formulate customer service plans which would be formed based on customer’s requirements thus boosting the organizations respective business. To attain such knowledge and understanding the approach of customer services in a structured manner could be adopted. All the customers who will be in the same segment will be having similar market features. The emergence of many machine learning techniques has promoted the usage of customer segmentation techniques which are automated in nature which work in the favour of traditional analytics of the market which often fail to work efficiently when the customer base is significantly larger. In this paper, the K-Means Clustering algorithm has been implemented to serve the purpose.
在当今世界,在过去的几十年里,人们的一般生活方式发生了重大变化,许多技术进步已经发生,大大提高了人们的生活水平。由于这些变化,许多新的企业和企业家正在迅速涌现,在同一领域竞争的企业之间存在着激烈的竞争,以保留他们的老客户并增加新客户,以便各自的企业能够发展和繁荣。要做到这一点,组织必须为客户提供非常好的服务,无论业务规模是小还是大。此外,企业理解客户需求和愿望的能力不仅可以帮助他们获得更高的客户支持,还可以帮助他们制定基于客户需求形成的客户服务计划,从而促进组织各自的业务。为了获得这些知识和理解,可以采用结构化的方式为客户服务。所有将在同一细分市场的客户将具有相似的市场特征。许多机器学习技术的出现促进了客户细分技术的使用,这些技术本质上是自动化的,有利于传统的市场分析,而当客户群显著增加时,传统的市场分析往往无法有效地工作。本文实现了K-Means聚类算法来达到这一目的。
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引用次数: 0
An Implementation of Capture the Flag (CTF) Tool 捕获标志(CTF)工具的实现
Pub Date : 2021-11-10 DOI: 10.1109/ICTAI53825.2021.9673160
Mohammad Nadeem Uddin, Sparsh Mishra, Ankur Das, Tanmay Rastogi, Anshul Verma, Piya Kothari
Cyber security competitions are gaining much attention as an outstanding method of computer security education. It is important to find out better and new ways to get involved students and freshers in computer security development challenges. This task collected and analyzed the solutions to 3600 issues captured through CTF from around 150 competitions were performed and hosted in last 2 years. This activity has identified safety issues highly relevant to the industry and academics. It is listed as safety tools and techniques used so much for the players. Here we have described a bunch of exercises as a toolkit for new comers and freshers to try it out in the system security threats identification and resolution.
网络安全竞赛作为一种优秀的计算机安全教育方式,正受到越来越多的关注。找到更好的新方法让学生和新生参与到计算机安全开发挑战中来是很重要的。这项任务收集并分析了通过CTF在过去两年中执行和主办的约150场比赛中捕获的3600个问题的解决方案。这项活动确定了与工业界和学术界高度相关的安全问题。它被列为运动员经常使用的安全工具和技术。在这里,我们描述了一堆练习作为一个工具包,供新手和新手在系统安全威胁识别和解决方面进行尝试。
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引用次数: 0
Analysis of Digitization, IOT and Block chain in Bancassurance 数字化、物联网、区块链在银行保险中的应用分析
Pub Date : 2021-11-10 DOI: 10.1109/ICTAI53825.2021.9673198
Rashmi, Garima Bhardwaj
Digitisation is the use of digital technologies and advancements in order to achieve new revenue and value-generating prospects by creating advanced technology based business model. In the last decade most of the enterprises have undergo into radical changes and transformation to alter their functions, processes, and operations. The bancassurance is not an exception. Under it, digitisation must be used to counter the changing needs of the customers. Due to worldwide pandemic and lockdowns, most of the people evolve themselves to use technology in day to day work. Therefore, it is a wide open window for banks and insurers to take that opportunity and form a digital model with the use of technological advancements and innovations. The present paper discuss about the digitisation in the field of bancassurance. The study is qualitative in nature and based on secondary source of data. Banks must constantly upgrade and develop new innovative customised packages and services in order to remain competitive. Bancassurance success is heavily reliant on banks maintaining excellent customer relationships with the help of technological advancement. The use of technological innovations and advancements is the core for digitisation which going to make digital bancassurance model a huge success.
数字化是利用数字技术和进步,通过创造基于先进技术的商业模式来实现新的收入和创造价值的前景。在过去的十年中,大多数企业都经历了彻底的变革和转型,以改变其功能,流程和运营。银行保险也不例外。在这种情况下,必须使用数字化来应对客户不断变化的需求。由于全球大流行和封锁,大多数人都在日常工作中使用技术。因此,银行和保险公司可以利用这一机会,利用技术进步和创新形成数字模式。本文对银行保险领域的数字化进行了探讨。该研究本质上是定性的,基于二手数据来源。为了保持竞争力,银行必须不断升级和开发新的创新定制套餐和服务。银行保险的成功很大程度上依赖于银行在技术进步的帮助下保持良好的客户关系。利用技术创新和进步是数字化的核心,这将使数字银行保险模式取得巨大成功。
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引用次数: 14
Virtual Mouse using Hand Gestures 使用手势的虚拟鼠标
Pub Date : 2021-11-10 DOI: 10.1109/ICTAI53825.2021.9673251
Roshnee Matlani, Roshan Dadlani, Sharv Dumbre, Shruti Mishra, A. Tewari
Gesture-controlled laptops and computers have recently gained a lot of traction. Leap motion is the name for this technique. Waving our hand in front of our computer/laptop allows us to manage certain of its functionalities. Over slides and overheads, computer-based presentations have significant advantages. Audio, video, and even interactive programmes can be used to improve presentations. Unfortunately, employing these techniques is more complicated than using slides or overheads. The speaker must operate various devices with unfamiliar controls (e.g., keyboard, mouse, VCR remote control). In the dark, these devices are difficult to see, and manipulating them causes the presentation to be disrupted. Hand gestures are the most natural and effortless manner of communicating. The camera’s output will be displayed on the monitor. The concept is to use a simple camera instead of a classic or standard mouse to control mouse cursor functions. The Virtual Mouse provides an infrastructure between the user and the system using only a camera. It allows users to interface with machines without the use of mechanical or physical devices, and even control mouse functionalities. This study presents a method for controlling the cursor’s position without the need of any electronic equipment. While actions such as clicking and dragging things will be carried out using various hand gestures. As an input device, the suggested system will just require a webcam. The suggested system will require the use of OpenCV and Python as well as other tools. The camera’s output will be presented on the system’s screen so that the user can further calibrate it.
手势控制的笔记本电脑和电脑最近获得了很多关注。跳跃运动是这种技术的名称。在我们的电脑/笔记本电脑前挥动我们的手可以让我们管理它的某些功能。与幻灯片和开销相比,基于计算机的演示具有显著的优势。音频、视频,甚至互动程序都可以用来改进演示。不幸的是,使用这些技术比使用幻灯片或开销更复杂。演讲者必须用不熟悉的控制方式操作各种设备(如键盘、鼠标、录像机遥控器)。在黑暗中,这些设备很难看到,操纵它们会导致演示中断。手势是最自然、最轻松的交流方式。摄像机的输出将显示在监视器上。这个概念是用一个简单的摄像头代替传统的或标准的鼠标来控制鼠标光标的功能。虚拟鼠标提供了用户和系统之间的基础设施,仅使用一个摄像头。它允许用户在不使用机械或物理设备的情况下与机器进行交互,甚至可以控制鼠标功能。本研究提出了一种无需任何电子设备即可控制光标位置的方法。而点击和拖动等操作将使用各种手势来执行。作为输入设备,建议的系统只需要一个网络摄像头。建议的系统将需要使用OpenCV和Python以及其他工具。相机的输出将显示在系统屏幕上,以便用户可以进一步校准它。
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引用次数: 12
A Study on Artificial Intelligence Techniques for Fake News Detection 假新闻检测的人工智能技术研究
Pub Date : 2021-11-10 DOI: 10.1109/ICTAI53825.2021.9673252
P. Narang, Upasana Sharma
In recent years, there is an explosive growth of fake news on social media platform. Purpose behind spreading fake news is to create deception. This dissemination of fake news is becoming increasingly dangerous. This paper presents a comprehensive survey of fake news detection methods along with the identification of available data sets. We discuss the various artificial intelligence methods along with their comparative study. Finally, this review identifies the research challenges and potential directions for detection of fake news over social media.
近年来,社交媒体平台上的假新闻呈爆炸式增长。传播假新闻的目的是制造欺骗。假新闻的传播正变得越来越危险。本文介绍了假新闻检测方法的全面调查以及可用数据集的识别。我们讨论了各种人工智能方法,并对它们进行了比较研究。最后,本综述确定了社交媒体上假新闻检测的研究挑战和潜在方向。
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引用次数: 0
Compare and Contrast of Machine Learning Classification Algorithms to Predict Accuracy and Performance of Lung Cancer Disease 机器学习分类算法预测肺癌疾病的准确性和性能的比较与对比
Pub Date : 2021-11-10 DOI: 10.1109/ICTAI53825.2021.9673483
P. Singh, Vinod Chaudhary, Sheetu Jain, Gannavarapu Ananth Kumar
Lung cancer becoming one of dangerous disease that occur in human life due to unmanageable growth of cells in lungs and it will cause the serious breathing problems occurs. The medical industries are providing high-tech facilities and efficient medical treatment for procure lung cancer diseases, so, it will control the lung cancer disease up to good extent and focus to take early precaution also including symptoms for better diagnosis. In today’s Artificial Intelligence and Machine Learning algorithms has great influence in medical sectors at the early prediction of the diseases and other measures with accurate outcomes along with data analysis. During this research, we apply various classification algorithms of machine learning to classify the lung cancer disease along with lung cancer dataset. Above classifiers are created and data is prepossessed in rapid-miner tool, and it has transformed into binary form to detect accuracy and performance of lung cancer disease.
肺癌由于肺部细胞生长失控,会引起严重的呼吸问题,成为人类生活中发生的危险疾病之一。医疗行业正在为肺癌疾病提供高科技设备和高效的医疗,因此,它将在很大程度上控制肺癌疾病,并重点采取早期预防措施,包括症状,以便更好地诊断。在今天的人工智能和机器学习算法在医疗领域有很大的影响,在疾病的早期预测和其他措施,准确的结果以及数据分析。在本研究中,我们运用机器学习的各种分类算法,结合肺癌数据集对肺癌疾病进行分类。在快速挖掘工具中创建上述分类器并预先占有数据,并将其转换为二进制形式以检测肺癌疾病的准确性和性能。
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引用次数: 0
An Hybrid Approach to Insure Data Integrity on Outsourced Data using Symmetric Key Cryptography 使用对称密钥加密确保外包数据完整性的混合方法
Pub Date : 2021-11-10 DOI: 10.1109/ICTAI53825.2021.9673460
Ritin Behl, Sachi Pandey, A. Sinha
Cloud technology is advancing rapidly because of it’s capability to replace the traditional computing techniques. Cloud offers various kinds of services for the user that are being used. In this research paper, storage as a service provided by cloud is examined as the data of the owner is being shared to the cloud so we have to ensure that data integrity is being maintained. In order to have a robust mechanism that offers a secure pathway for sharing data different encryption algorithms have been utilized. We investigate all the suitable algorithms with various combinations because any single algorithm is prone to some kind of attack. Testing of these algorithms is done by analyzing the parameters such as time required for execution, use of computational resources, key management, etc. Finally the best one that stands and fulfill all the criteria in a reasonable manner is selected for the purpose of storage.
云技术正在迅速发展,因为它有能力取代传统的计算技术。云为正在使用的用户提供各种服务。在这篇研究论文中,存储作为云提供的一种服务被检查,因为所有者的数据被共享到云上,所以我们必须确保数据的完整性得到维护。为了有一个健壮的机制,为共享数据提供安全的途径,使用了不同的加密算法。我们研究了所有合适的算法与各种组合,因为任何单一的算法都容易受到某种攻击。这些算法的测试是通过分析执行所需的时间、计算资源的使用、密钥管理等参数来完成的。最后,以合理的方式选择符合并满足所有标准的最佳产品用于存储。
{"title":"An Hybrid Approach to Insure Data Integrity on Outsourced Data using Symmetric Key Cryptography","authors":"Ritin Behl, Sachi Pandey, A. Sinha","doi":"10.1109/ICTAI53825.2021.9673460","DOIUrl":"https://doi.org/10.1109/ICTAI53825.2021.9673460","url":null,"abstract":"Cloud technology is advancing rapidly because of it’s capability to replace the traditional computing techniques. Cloud offers various kinds of services for the user that are being used. In this research paper, storage as a service provided by cloud is examined as the data of the owner is being shared to the cloud so we have to ensure that data integrity is being maintained. In order to have a robust mechanism that offers a secure pathway for sharing data different encryption algorithms have been utilized. We investigate all the suitable algorithms with various combinations because any single algorithm is prone to some kind of attack. Testing of these algorithms is done by analyzing the parameters such as time required for execution, use of computational resources, key management, etc. Finally the best one that stands and fulfill all the criteria in a reasonable manner is selected for the purpose of storage.","PeriodicalId":278263,"journal":{"name":"2021 International Conference on Technological Advancements and Innovations (ICTAI)","volume":"7 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-11-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115401700","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
Securing the E-voting system through blockchain using the concept of proof of work 使用工作量证明的概念,通过区块链保护电子投票系统
Pub Date : 2021-11-10 DOI: 10.1109/ICTAI53825.2021.9673389
Mohit Kumar
The governance of most of the country depends on the election system. Almost all countries follow the voting system in the election process and based on which government has decided. In the past, voting was done manually or through ballot boxes, and many countries still followed this pattern. But nowadays, the E-voting system has come into existence, and they are considered to be fast as they generate results quickly. The major drawback of an E-voting system is the security features, and to overcome this situation and many approaches are developed to enhance the security features. In this paper, the Blockchain approach will be implemented to improve the security features of the Electronic-voting system using the concept of proof of work. Flask framework is used for the analysis purpose, and the evaluation parameter used for the validation of the models is security analysis and legal issues. Blockchain consumes so much power during the computation, so the paper has also discussed about the computing cost.
这个国家大部分地区的治理依赖于选举制度。几乎所有国家在选举过程中都遵循投票制度,并根据政府的决定。在过去,投票是手工或通过投票箱进行的,许多国家仍然沿用这种模式。但是现在,电子投票系统已经出现了,它们被认为是快速的,因为它们产生结果很快。电子投票系统的主要缺点是其安全性,为了克服这一缺点,人们开发了许多方法来增强其安全性。在本文中,将实施区块链方法,以使用工作量证明的概念来改进电子投票系统的安全特性。分析使用Flask框架,模型验证使用的评估参数为安全分析和法律问题。区块链在计算过程中消耗了大量的电力,因此本文也对计算成本进行了讨论。
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引用次数: 2
Intelligent HealthCare System using Raspberry Pi 使用树莓派的智能医疗保健系统
Pub Date : 2021-11-10 DOI: 10.1109/ICTAI53825.2021.9673348
Shruti, Monika Singh
The Internet of Things (IoT) is a trendy topic having social, economic, and technological consequences. It’s built using a protocol that makes it easier to engage and communicate with one another and with users. Healthcare is an important part of the Internet of Things because it reduces obstacles that patients and clinicians experience. By boosting the usefulness of a patient’s important information, the suggested solution delivers a new healthcare system that is scalable and flexible. The suggested solution gathers essential data from existing hospital-grade equipment in a portable container that can wirelessly communicate with database, which can then be monitored on any mobile or internet-connected device. To keep the kit modest, an Arduino is utilized, and the data is collected and processed by a Raspberry Pi before being stored in a Firebase database. An android application has been developed to display the result of patient. In this research, we provide a new and intelligent healthcare system based on modern technologies like the Internet of Things (IoT). This technology is smart enough to sense and process a patient’s data using a medical decision support system. This device offers a low-cost solution for people who live in remote areas; they can use it to detect if they have a serious health problem and seek treatment from nearby hospitals.
物联网(IoT)是一个具有社会、经济和技术影响的新潮话题。它是使用一种协议构建的,这种协议使彼此之间以及与用户之间的互动和交流变得更加容易。医疗保健是物联网的重要组成部分,因为它减少了患者和临床医生遇到的障碍。通过提高患者重要信息的有用性,建议的解决方案提供了一个可扩展且灵活的新医疗保健系统。建议的解决方案是从现有的医院级设备中收集基本数据,并将其放入一个便携式容器中,该容器可以与数据库进行无线通信,然后可以在任何移动或连接互联网的设备上进行监控。为了使工具包保持适度,使用了Arduino,数据在存储在Firebase数据库中之前由树莓派收集和处理。开发了一个android应用程序来显示患者的结果。在这项研究中,我们提供了一个基于物联网(IoT)等现代技术的新型智能医疗系统。这项技术足够智能,可以通过医疗决策支持系统感知和处理病人的数据。这个设备为生活在偏远地区的人们提供了一个低成本的解决方案;他们可以用它来检测自己是否有严重的健康问题,并向附近的医院寻求治疗。
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引用次数: 0
Model for Credit Card Fraud Detection using Machine Learning Algorithm 基于机器学习算法的信用卡欺诈检测模型
Pub Date : 2021-11-10 DOI: 10.1109/ICTAI53825.2021.9673381
Prabhat Singh, V. Chauhan, Shivam Singh, Priya Agarwal, Shrey Agrawal
Master Card organizations can recognize fake transaction so clients do not pay for things that they didn’t buy. Such issues may be handled with Machine Learning. This undertaking means to outline the demonstration of an informational collection utilizing AI with Credit Card Fraud Detection. This Fraud Detection issue incorporates displaying previous credit card transaction with information of the ones that ended up being extortion. Our model is then used to check if other purchase/order is fraudulent. The aim is, to distinguish maximum of deceitful transactions and limiting the erroneous misrepresentation arrangements. In this cycle, we have zeroed in on dissecting and pre-handling informational collections just as the sending of numerous inconsistency location calculations, for example, SVM, logistic regression, KNN and random forest calculation on the PCA changed Credit Card transaction information.
万事达卡组织可以识别虚假交易,这样客户就不会支付他们没有购买的东西。这样的问题可以用机器学习来解决。本任务旨在概述利用人工智能与信用卡欺诈检测进行信息收集的演示。这个欺诈检测问题包括显示以前的信用卡交易的信息,最终被敲诈。然后使用我们的模型检查其他购买/订单是否具有欺诈性。其目的是,最大限度地区分欺诈交易和限制错误的虚假陈述安排。在这个循环中,我们将重点放在剖析和预处理信息集合上,就像发送大量的不一致位置计算一样,例如,SVM、逻辑回归、KNN和随机森林计算在PCA上改变了信用卡交易信息。
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引用次数: 0
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2021 International Conference on Technological Advancements and Innovations (ICTAI)
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