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Multi-Disease Prediction based on Symptoms using DL 基于症状的多疾病预测
Pub Date : 2019-08-31 DOI: 10.17762/itii.v7i2.801
Aastha Gour
The primary objective of this research is to develop an accurate and efficient model to predict various diseases by analyzing patients' symptoms, thereby enabling early detection, intervention, and personalized treatment plans. Our proposed system employs advanced feature extraction techniques and state-of-the-art Deep Learning (DL) algorithms to analyze and classify symptom patterns, ultimately predicting the most likely diseases associated with the given symptoms. We utilized a comprehensive dataset containing symptom data for numerous diseases, and our system was trained using DL techniques. The performance of the proposed model was evaluated through multiple performance parameters, including accuracy, sensitivity, and specificity. Our experimental results demonstrate the effectiveness and potential of the proposed system in predicting multiple diseases based on symptoms with high accuracy. This study highlights the potential of DL in revolutionizing the field of medical diagnosis and personalized medicine, ultimately improving patient outcomes and healthcare efficiency. The integration of DL with healthcare can bring about a revolution in personalized medicine, and the accurate prediction of diseases can enable early intervention and improve patient outcomes. The article highlights the potential of DL methods in disease prediction and emphasizes the need for further research to overcome the current limitations and challenges. Overall, the article serves as a guide for researchers and healthcare professionals in understanding the role of DL in disease prediction and its implications for the future of healthcare.
本研究的主要目的是通过分析患者的症状,建立一个准确、高效的模型来预测各种疾病,从而实现早期发现、早期干预和个性化的治疗方案。我们提出的系统采用先进的特征提取技术和最先进的深度学习(DL)算法来分析和分类症状模式,最终预测与给定症状相关的最可能的疾病。我们使用了包含许多疾病症状数据的综合数据集,并且我们的系统使用DL技术进行了训练。该模型的性能通过多个性能参数进行评估,包括准确性、灵敏度和特异性。我们的实验结果证明了该系统在基于症状预测多种疾病方面的有效性和潜力。这项研究强调了深度学习在医疗诊断和个性化医疗领域的革命性潜力,最终改善了患者的治疗效果和医疗效率。DL与医疗保健的整合可以带来个性化医疗的革命,对疾病的准确预测可以实现早期干预并改善患者的预后。文章强调了深度学习方法在疾病预测中的潜力,并强调需要进一步研究以克服当前的局限性和挑战。总的来说,本文为研究人员和医疗保健专业人员理解DL在疾病预测中的作用及其对医疗保健未来的影响提供了指南。
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引用次数: 0
The Intersection of Science and Literature in the works of Robert Louis Stevenson 罗伯特·路易斯·史蒂文森作品中科学与文学的交集
Pub Date : 2019-08-31 DOI: 10.17762/itii.v7i2.804
A. P. Singh
The works of Robert Louis Stevenson depict his intense fascination in exploring scientific matters in his literary arena marking his keen interest in areas of psychology, anthropology and aspects of evolutionary theory. In works, such as “Treasure Island” and “Strange Case of Dr. Jekyll and Mr. Hyde”, Stevenson uses theories on psychology to interpret and present his characters, there by portraying intersection of science and literature. The life of Stevenson evidently shows the author’s attempts to learn significance of science in explaining and comprehending the mysteries of universe. It is this same interest that influences Stevenson in using his understanding of science to frame the psyche of his own characters. The literary style of imparting scientific knowledge to illustrate one’s characters and draw the narratives eventually opens a new scope of literary technique that develops intersection of science and fiction. The study and analysis of Robert Louis Stevenson’s works help contribute to the debates and discussions on interweaving of fiction and science by opening up various narrative styles and techniques of writing.
罗伯特·路易斯·史蒂文森的作品描绘了他在文学领域探索科学问题的强烈迷恋,标志着他对心理学、人类学和进化论方面的浓厚兴趣。在《金银岛》、《化身博士》等作品中,史蒂文森运用心理学理论来诠释和呈现他的人物形象,在这些作品中,他刻画了科学与文学的交集。史蒂文森的一生清楚地表明,作者试图学习科学在解释和理解宇宙奥秘中的意义。正是这种兴趣影响了史蒂文森运用他对科学的理解来塑造他笔下人物的心理。这种通过传授科学知识来塑造人物形象、描绘故事的文学风格,最终开辟了科学与小说交叉的文学技巧新领域。对罗伯特·路易斯·史蒂文森作品的研究和分析有助于打开各种叙事风格和写作技巧,从而有助于对小说与科学交织的辩论和讨论。
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引用次数: 0
Spam Detection and Spammer Community Detection in Social Media Platform Using Machine Learning Techniques 基于机器学习技术的社交媒体平台垃圾邮件检测和垃圾邮件制造者社区检测
Pub Date : 2019-08-31 DOI: 10.17762/itii.v7i2.802
L. Gopal
In recent years, social media platforms have experienced a surge in popularity, leading to an increase in spam and spammer communities. This paper presents a comprehensive study on spam detection and spammer community detection in social media platforms using machine learning techniques. The proposed approach focuses on three main features: Review-Behavioral (RB) Based features, Review-Linguistic (RL) Based Features, and User-Behavioral (UB) Based Features. By combining these features, we aim to create a robust and accurate spam detection model that effectively identifies spam content and spammer communities in social media networks. The Review-Behavioral (RB) Based features focus on the patterns and tendencies observed in user-generated content, such as the frequency of posting, the time between posts, and the distribution of ratings. Review-Linguistic (RL) Based Features, on the other hand, analyze the linguistic characteristics of the content, including the use of specific keywords, the complexity of the text, and sentiment analysis. Lastly, User-Behavioral (UB) Based Features examine the behavior of users in the social media platform, including their social connections, interactions, and activity patterns. By incorporating these features into a machine learning model, we aim to develop an effective spam detection and spammer community detection system that can be used to protect social media platforms from malicious activities. The results of this study will provide valuable insights into the effectiveness of these features in identifying spam and spammer communities, as well as contribute to the ongoing efforts to improve the security and integrity of social media networks.
近年来,社交媒体平台的受欢迎程度激增,导致垃圾邮件和垃圾邮件制造者社区的增加。本文利用机器学习技术对社交媒体平台中的垃圾邮件检测和垃圾邮件制造者社区检测进行了全面研究。提出的方法侧重于三个主要特征:基于评论行为(RB)的特征,基于评论语言(RL)的特征和基于用户行为(UB)的特征。通过结合这些功能,我们的目标是创建一个强大而准确的垃圾邮件检测模型,有效地识别社交媒体网络中的垃圾邮件内容和垃圾邮件发送者社区。基于评论行为(RB)的特性侧重于在用户生成内容中观察到的模式和趋势,例如发布的频率、发布之间的时间和评级的分布。另一方面,基于评论语言(RL)的特征分析内容的语言特征,包括特定关键词的使用,文本的复杂性和情感分析。最后,基于用户行为(UB)的特征检查用户在社交媒体平台上的行为,包括他们的社会联系、互动和活动模式。通过将这些功能整合到机器学习模型中,我们的目标是开发一种有效的垃圾邮件检测和垃圾邮件发送者社区检测系统,可用于保护社交媒体平台免受恶意活动的侵害。这项研究的结果将为这些功能在识别垃圾邮件和垃圾邮件发送者社区方面的有效性提供有价值的见解,并有助于不断努力提高社交媒体网络的安全性和完整性。
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引用次数: 0
Challenges of Family-Owned Business in India: A Survey Based Analysis of Family Business Owners 印度家族企业面临的挑战:基于对家族企业主的调查分析
Pub Date : 2018-12-31 DOI: 10.17762/itii.v6i3.817
Anjali Malik
The foundation of the Indian economy is family-owned companies, which contribute significantly to the GDP of the nation. These companies do, however, confront several difficulties that can prevent them from expanding and remaining viable. The most important difficulty is succession planning. Families in India generally run their enterprises from generation to generation. Finding the ideal successor, however, can be challenging because it calls for juggling family relationships and commercial savvy. Professionalism is an additional difficulty. Changing from a conventional, hierarchical management structure to a more professional, merit-based strategy is a challenge for many family-owned firms in India.As a result, there can be inefficiencies, a lack of creativity, and challenges in attracting and keeping talent. Another issue faced by family-owned enterprises in India is access to funding. Most of these enterprises rely on internal capital or bank loans, which might be scarce and limit expansion possibilities. Overall, family-owned firms in India have difficulties that call for meticulous preparation, strategic thought, and a readiness to adjust to shifting market conditions over the long term to remain competitive and viable.
印度经济的基础是家族企业,它们对国家的GDP做出了巨大贡献。然而,这些公司确实面临着一些阻碍它们扩张和维持生存的困难。最重要的困难是继任计划。在印度,家族企业一般是代代相传的。然而,寻找理想的继任者可能具有挑战性,因为这需要兼顾家庭关系和商业头脑。专业性是一个额外的困难。对印度的许多家族企业来说,从传统的等级管理结构向更专业、更择优的战略转变是一项挑战。因此,在吸引和留住人才方面可能会出现效率低下、缺乏创造力和挑战。印度家族企业面临的另一个问题是融资渠道。这些企业大多依靠内部资金或银行贷款,这可能是稀缺的,限制了扩张的可能性。总的来说,印度的家族企业面临的困难需要细致的准备、战略思考和长期适应不断变化的市场条件的准备,以保持竞争力和生存能力。
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引用次数: 0
Role of Balance Scorecard in Improving Business Decision Making and Effectiveness: An Analytical Study 平衡计分卡在改善企业决策和效率中的作用:一项分析研究
Pub Date : 2018-12-31 DOI: 10.17762/itii.v6i3.818
Omdeep Gupya
A performance management tool known as the Balanced Scorecard (BSC) has the potential to significantly increase India's businesses' efficiency and decision-making. The BSC provides an extensive view of an organization's success by analysing key performance indicators from four separate perspectives: financial, customer, internal processes, and learning and growth.The BSC enables companies in India to more effectively integrate their long-term objectives and strategies into their daily operations. Information on profitability is provided from the financial perspective, while customer happiness and loyalty are gauged from that perspective.The internal processes perspective emphasises the effectiveness of internal procedures, while the learning and growth perspective identifies opportunities for employee advancement.Businesses can better identify their strengths and weaknesses and make changes that will increase overall effectiveness by monitoring performance from all four viewpoints. Organizations can spot opportunities for improvement and take proactive measures to improve their overall performance by monitoring key performance indicators from a variety of angles.
一种被称为平衡计分卡(BSC)的绩效管理工具有可能显著提高印度企业的效率和决策。平衡计分卡通过从财务、客户、内部流程、学习和成长四个不同的角度分析关键绩效指标,为组织的成功提供了广泛的视角。平衡计分卡使印度的公司能够更有效地将其长期目标和战略融入日常运营中。从财务角度提供有关盈利能力的信息,而从该角度衡量客户的满意度和忠诚度。内部流程视角强调内部流程的有效性,而学习和成长视角则确定员工晋升的机会。企业可以更好地识别他们的优势和劣势,并做出改变,通过从所有四个角度监控绩效来提高整体效率。组织可以发现改进的机会,并采取主动措施,通过从各种角度监控关键绩效指标来提高其整体绩效。
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引用次数: 0
Consumer Buying Behaviour And Brand Choice in Small Car Segment: A Quantitative Investigation 小型车消费者购买行为与品牌选择:一项量化调查
Pub Date : 2018-12-31 DOI: 10.17762/itii.v6i3.822
Sweta Chauhan
Modern technology has made cars less of a status symbol and more of a necessity. One of the industries in our country that is growing the fastest is the auto business. It has become a staple of our daily lives, which is why automobile manufacturers are focusing more on the common male market. The option to purchase an automobile is not a personal one. The marketing environment today has changed from product-based to need-based, giving consumers a wide range of options from which to choose. This study concludes that consumer purchasing behavior plays a vital part in providing marketers with 4 wheels, and there is a wealth of opportunity for more research in this area. Each person has distinctive tastes, interests, perceptions, beliefs, and considerations. In the current state of the automobile industry, there are several options available in every segment, making it risky and challenging work to understand human behavior. Companies must comprehend the precise needs of the client to gain market share. The basic data used in this study was gathered through the distribution of a structured questionnaire. With the aid of several characteristics, an effort is made to research buyer behavior for small-segment vehicles, and data is interpreted under that understanding.
现代科技使汽车不再是身份的象征,而是一种必需品。我国发展最快的工业之一是汽车工业。它已经成为我们日常生活的必需品,这就是为什么汽车制造商越来越关注普通男性市场。购买汽车不是个人的选择。今天的营销环境已经从以产品为基础转变为以需求为基础,这给了消费者广泛的选择余地。这项研究得出的结论是,消费者的购买行为在为营销人员提供4个轮子方面起着至关重要的作用,在这一领域还有大量的研究机会。每个人都有独特的品味、兴趣、观念、信仰和考虑。在汽车行业的当前状态下,每个细分市场都有几个可用的选择,这使得理解人类行为变得既冒险又具有挑战性。公司必须了解客户的确切需求,以获得市场份额。本研究使用的基本数据是通过分发结构化问卷收集的。借助几个特征,研究了小排量汽车的购买者行为,并在此基础上对数据进行了解释。
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引用次数: 0
Role of Government Policies on Success of New Ventures: An Empirical Study 政府政策对新创企业成功的作用:一个实证研究
Pub Date : 2018-12-31 DOI: 10.17762/itii.v6i3.819
A. Saini
New venture success in India is greatly influenced by government policy. The Indian government has put into effect a number of laws and measures to encourage entrepreneurship and foster an atmosphere that is favorable for startups. The development of new businesses in the nation has been significantly influenced by the policies the government has put in place.The Startup India project, which was introduced in 2016, is one of the important regulations that the government has put in place. Through tax breaks, financial opportunities, and streamlined compliance procedures, this effort strives to help and encourage businesses throughout the nation. To encourage entrepreneurship among women and marginalized communities, the government has also developed a number of plans and programmes, such as the Stand-Up India scheme.In addition to helping the overall expansion of new enterprises in the nation, the project has given these groups financial support to launch their businesses.The government has also loosened FDI regulations, streamlined the business registration process, and implemented bankruptcy rules to make it simpler for new businesses to operate in the nation. The development of a supportive environment for entrepreneurs in India has been greatly aided by these regulations.
在印度,新企业的成功很大程度上受到政府政策的影响。印度政府出台了一系列鼓励创业的法律和措施,营造了有利于创业的氛围。新企业的发展在很大程度上受到了政府政策的影响。创业印度项目于2016年推出,是政府制定的重要法规之一。通过税收减免、金融机会和简化的合规程序,这项努力努力帮助和鼓励全国各地的企业。为了鼓励妇女和边缘化社区的创业精神,政府还制定了一些计划和方案,例如“站起来的印度”计划。除了帮助新企业在全国全面扩张外,该项目还为这些集团提供了启动业务的资金支持。政府还放宽了对外国直接投资的规定,简化了企业注册程序,并实施了破产规定,使新企业在该国的经营更容易。这些规定极大地促进了印度企业家支持性环境的发展。
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引用次数: 0
“Role of Internet of Things (Iot) in Supply Chain Management Effectiveness: An Empirical Study” 物联网(Iot)在供应链管理有效性中的作用:实证研究
Pub Date : 2018-12-31 DOI: 10.17762/itii.v6i3.824
Sargam Bahl
The Internet of Things (IoT) is a network of interconnected hardware, sensors, and software programs that gather and share data collected. IoT devices can be installed in manufacturing facilities, warehouses, distribution centers, transportation equipment, and retail establishments, as well as throughout the entire ecosystem. The supply chain's numerous elements, such as inventory levels, product conditions, equipment performance, and transportation routes, may be tracked, monitored, and analyzed with the ease of these IoT devices. Supply chain managers can achieve a level of visibility and management over the operations never before possible by utilizing IoT capabilities. Real-time data gathering and analysis support proactive decision-making, enabling quicker reaction times to anticipated interruptions, inventory level optimization, and enhanced demand forecasting precision. IoT-enabled supply chain management also improves traceability and transparency, giving businesses the capacity to comply with regulations, reduce risks, and guarantee the quality and safety of the products. Additionally, IoT-driven supply chain management encourages coordination and integration among a range of stakeholders, including suppliers, manufacturers, logistics service providers, and clients. Enhanced coordination, shorter lead times, and better customer service are all made possible by the supply chain's smooth data and information flow. IoT devices can help automate repetitive processes so that staff members can concentrate on more value-added activities.
物联网(IoT)是一个由互连的硬件、传感器和软件程序组成的网络,用于收集和共享收集到的数据。物联网设备可以安装在制造设施、仓库、配送中心、运输设备和零售场所,以及整个生态系统中。供应链的众多要素,如库存水平、产品条件、设备性能和运输路线,都可以通过这些物联网设备进行跟踪、监控和分析。通过利用物联网功能,供应链管理人员可以实现前所未有的运营可见性和管理水平。实时数据收集和分析支持前瞻性决策,实现对预期中断的更快反应时间、库存水平优化和更高的需求预测精度。物联网支持的供应链管理还提高了可追溯性和透明度,使企业能够遵守法规,降低风险,并保证产品的质量和安全。此外,物联网驱动的供应链管理鼓励一系列利益相关者之间的协调和整合,包括供应商、制造商、物流服务提供商和客户。供应链顺畅的数据和信息流使加强协调、缩短交货时间和更好的客户服务成为可能。物联网设备可以帮助自动化重复流程,以便员工可以专注于更多增值活动。
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引用次数: 0
Key Success Factors of Saving Behaviour and Retirement Planning: A Cross-Sectional Study 储蓄行为与退休计划的关键成功因素:一项横断面研究
Pub Date : 2018-12-31 DOI: 10.17762/itii.v6i3.825
Divya Punj
The main success elements for retirement planning and saving behaviour in India are essential for guaranteeing financial security in the post-work years. It's critical to have a clear grasp of the significance of retirement savings. People can be inspired to take action by being informed about the long-term advantages of saving and the possible repercussions of poor planning. The importance of financial literacy cannot be overstated. By making readily available information and tools on several retirement savings choices, including pensions, mutual funds, and provident funds, people are better equipped to make educated decisions and select the best investment vehicles. Consistent saving practices are essential. Developing a routine of consistent saving, no matter the amount, might eventually result in sizable retirement funds. Employer-sponsored retirement plans or systematic investment programmes can encourage people to automate their savings, which can reinforce this practice. Planning for retirement can be considerably improved by enabling laws and incentives.
在印度,退休计划和储蓄行为的主要成功要素对于保证退休后的财务安全至关重要。对退休储蓄的重要性有一个清晰的认识是至关重要的。通过了解储蓄的长期好处和计划不周的可能后果,人们可以被激励采取行动。金融知识的重要性怎么强调都不为过。通过提供各种退休储蓄选择的信息和工具,包括养老金、共同基金和公积金,人们可以更好地做出明智的决定,选择最好的投资工具。始终如一的储蓄习惯是必不可少的。养成一种持续储蓄的习惯,无论金额多少,最终可能会有一笔可观的退休基金。雇主赞助的退休计划或系统性投资计划可以鼓励人们将储蓄自动化,从而加强这种做法。通过扶持法律和激励措施,可以大大改善退休计划。
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引用次数: 0
Factors Affecting Effective Mergers and Acquisition: An Empirical Investigation 影响有效并购的因素:实证研究
Pub Date : 2018-12-31 DOI: 10.17762/itii.v6i3.823
Ashish Anans Tripathi
For many years, organizations looking to grow, capture more market share or improve their competitive advantages looks to mergers and acquisitions (M&A) as strategic tools. Pre-deal analysis and due diligence stand out as essential components of an effective M&A strategy. It is possible to spot potential risks and value drivers by thoroughly analyzing financial statements, operational synergies, cultural fit, and market dynamics. Inadequate due diligence might result in unforeseen difficulties, such as hidden liabilities or clashing cultures, which impede post-merger integration. Planning for integration and effective communication is equally important. Clear communication strategies manage stakeholder expectations both internally and externally while promoting transparency. Furthermore, establishing synergies and reducing disruptions requires thorough integration planning that takes organizational structure, systems, processes, and human resources into account. Third, leadership and cultural compatibility have a big impact on post-M&A integration. Strong leadership and a common vision facilitate the alignment of strategic goals and employee motivation. If not properly resolved, cultural differences between merging businesses might obstruct integration attempts and reduce the intended benefits.
多年来,寻求增长、获得更多市场份额或提高竞争优势的组织将合并和收购(M&A)视为战略工具。交易前分析和尽职调查是有效并购战略的重要组成部分。通过全面分析财务报表、运营协同效应、文化契合度和市场动态,可以发现潜在的风险和价值驱动因素。不充分的尽职调查可能会导致无法预见的困难,例如隐藏的负债或文化冲突,从而阻碍合并后的整合。规划整合和有效沟通同样重要。清晰的沟通策略管理内部和外部利益相关者的期望,同时提高透明度。此外,建立协同作用和减少干扰需要全面的集成计划,将组织结构、系统、过程和人力资源考虑在内。第三,领导力和文化兼容性对并购后整合有很大影响。强有力的领导和共同的愿景有助于战略目标和员工动机的一致。如果不能妥善解决,合并企业之间的文化差异可能会阻碍整合的尝试,降低预期的收益。
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引用次数: 0
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Information Technology in Industry
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