使用人工智能,物联网和社交媒体对COVID-19数据分析的调查
Muhammad Junaid Butt1, Ahmad Kamran Malik1, Nafees Qamar2
1Department of Computer Science, COMSATS University Islamabad (CUI), Islamabad 45550, Pakistan.
Sensors (Basel, Switzerland)
|July 8, 2023
概括
这项调查探讨了人工智能 (AI),机器学习,深度学习和物联网 (IoT) 如何帮助COVID-19数据分析以控制疾病并了解其对社会的影响. 它还检查了AI.
科学领域:
- * 流行病学和公共卫生
- * 数据科学和人工智能
- * 社会科学 * 社会科学
背景情况:
- *冠状病毒,包括新型COVID-19,代表着一个重大的全球健康威胁,导致全球数百万人死亡.
- *COVID-19的快速传播需要快速的数据分析和技术干预来控制其影响.
- * 了解疫情对社会的影响对于制定有效的公共卫生战略至关重要.
研究的目的:
- *调查数据分析技术的应用,特别是人工智能,机器学习,深度学习和物联网,用于打击COVID-19.
- *分析这些技术在预测,检测和诊断COVID-19中的作用.
- * 调查社交媒体上与COVID-19相关的错误信息的传播,并分析情绪.
主要方法:
- *在COVID-19数据分析中审查和分析有关AI,机器学习,深度学习和物联网应用的现有文献.
- * 应用社交网络分析和情绪分析技术来研究社交媒体平台上的错误信息.
- *对在COVID-19背景下使用的各种数据分析技术进行比较分析.
主要成果:
- *人工智能,机器学习,深度学习和物联网已经证明在分析COVID-19数据以控制和管理疾病方面具有显著的实用性.
- *这些技术在预测疫情,检测感染和帮助患者诊断方面是有效的.
- *社交网络和情绪分析有效地识别和分析了社交媒体上虚假新闻和阴谋论的传播.
结论:
- * 数据分析,由人工智能和相关技术驱动,对于管理COVID-19等流行病至关重要.
- * 建议继续研究先进的数据分析技术,以改善疾病监测和应对.
- *处理病毒和适应不断变化的生活条件的指导方针是由数据分析的见解提供信息.
相关概念视频
Steps in Outbreak Investigation
154
In the ever-evolving field of public health, statistical analysis serves as a cornerstone for understanding and managing disease outbreaks. By leveraging various statistical tools, health professionals can predict potential outbreaks, analyze ongoing situations, and devise effective responses to mitigate impact. For that to happen, there are a few possible stages of the analysis:
154
Issues And Trends In Healthcare Delivery System
5.7K
The issues and trends in healthcare delivery are constantly changing. The COVID-19 pandemic is one recent issue that wreaked havoc on healthcare systems, causing a shortage of healthcare workers, high demand for medicines and supplies, and increased medical expenditure due to a lack of insurance. Other issues include rising healthcare costs and care fragmentation.
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
5.7K
Data Collection by Survey
6.5K
The systematic method of obtaining and analyzing accurate information of a population is called data collection. A survey is a standard method of data collection that involves collecting information from a target human population about their experience, opinion, or knowledge of a product, service, or process. The responses are recorded and interpreted. The most common survey examples are written questionnaires, face-to-face or telephonic conversations, focus groups, and electronic (e-mail or...
6.5K
Surveys
14.8K
Often, psychologists develop surveys as a means of gathering data. Surveys are lists of questions to be answered by research participants, and can be delivered as paper-and-pencil questionnaires, administered electronically, or conducted verbally. Generally, the survey itself can be completed in a short time, and the ease of administering a survey makes it easy to collect data from a large number of people.
14.8K
Statistical Methods for Analyzing Epidemiological Data
425
Epidemiological data primarily involves information on specific populations' occurrence, distribution, and determinants of health and diseases. This data is crucial for understanding disease patterns and impacts, aiding public health decision-making and disease prevention strategies. The analysis of epidemiological data employs various statistical methods to interpret health-related data effectively. Here are some commonly used methods:
425
Statistical Software for Data Analysis and Clinical Trials
646
Statistical software is pivotal in data analysis and clinical trials by providing tools to analyze data, draw conclusions, and make predictions. These software packages range from simple data management applications to complex analytical platforms, supporting various statistical tests, models, and simulation techniques. Their significance lies in their ability to handle vast amounts of data with precision and efficiency, enabling researchers to validate hypotheses, identify trends, and make...
646


