دانلود مقاله همه گیر کووید 19 و مسائل امنیت سایبری
خلاصه
1. مقدمه
2. آثار مرتبط
3. روش شناسی
4. نتایج
5. بحث و نتیجه گیری
منابع
Abstract
1. Introduction
2. Related Works
3. Methodology
4. Results
5. Discussion and Conclusion
References
چکیده
هدف این مطالعه درک آگاهی عمومی از مسائل و بحث‌های مرتبط با امنیت سایبری در طول همه‌گیری COVID-19 است. کارمندان و داده‌های سازمانی محرمانه در نتیجه همه‌گیری، در برابر حملات سایبری آسیب‌پذیر هستند، که نگرانی‌هایی را در مورد امنیت سایبری در مورد عادی کار کردن از خانه ایجاد کرده است. احساسات و جنبه‌های اصلی مردم مربوط به نگرانی‌های امنیت سایبری از توییت‌هایی در وب‌سایت رسانه اجتماعی میکروبلاگینگ توییتر استخراج شده است. تکنیک‌های تحلیل احساسات و مدل‌سازی موضوع برای درک دیدگاه‌ها، احساسات و موضوعات مورد بحث توسط افراد به کار گرفته شده‌اند. این تحلیل نشان می‌دهد که مردم نسبت به نگرانی‌های مربوط به جرایم سایبری بیشتر آگاه می‌شوند و در مبارزه با چالش جرایم سایبری بیشتر مثبت هستند تا منفی. این مقاله همچنین موضوعات اصلی آشکار شده توسط Topic Modeling را برجسته می کند.
توجه! این متن ترجمه ماشینی بوده و توسط مترجمین ای ترجمه، ترجمه نشده است.
Abstract
The purpose of this study is to understand public awareness of cybersecurity-related issues and discussions during the COVID-19 pandemic. Employees and confidential organizational data are vulnerable to cyber-attacks as a result of the pandemic, which has raised concerns about cyber security about the new normal of working from home. The public’s main sentiments and aspects related to cyber security concerns have been mined from tweets on the microblogging social media website Twitter. Sentiment Analysis and Topic Modeling techniques have been applied to understand the perspectives, emotions, and themes discussed by people. The analysis reveals people are becoming more aware of cybercrime-related concerns and are more positive than negative in combating the challenge of cybercrime. The paper also highlights the main themes revealed by Topic Modeling.
Introduction
The Internet has now integrated into human lives, with about 3 billion users all over the world. Billions of dollars are generated globally by this global network [13]. In the current scenario, the majority of the activities and interactions, whether commercial, cultural, governmental, nongovernmental, individual, or organizational, are all performed in cyberspace [1], causing unprecedented growth in cyberspace [2]. The innovations in the field of the internet have made it more accessible, user-friendly, and affordable for most people [34], thus integrating it into human lives profusely. The lives of humans on earth are intertwined in cyberspace and any turbulence or insecurity impacts different facets of human lives [18]. Such a tremendous growth in information sharing provides a platform to those with malevolent intentions and raises cybersecurity issues [15]. Due to COVID-19 pandemic role of technology has escalated in the professional lives with remote working becoming new normal. However organizations are still not able to provide cybercrime safe remote working. In today’s contemporary world social media is a great source of exchanging information, opinions, and discussions by providing a universal platform. Twitter, a microblogging platform has 206 million daily active users enabling users to create and post messages and follow each other [4]. People post their experiences, opinions especially emotions via electronic media. Therefore, microblogging websites like Twitter are a momentous source of data followed by opinion mining and sentiment analysis [17, 29, 30].
Discussion and Conclusion
The Twitter data analysis explains the awareness and perception of the users on cybersecurity-related issues. Users, in general, discussed the issues like ransomware, malware, and cyber-attacks in different parts of the world. Since the study took place in November and December 2021, the people were well aware and perhaps more trained to combat the cyber-attacks than initially when the COVID-19 outbreak took place as implied by a large number of positive and neutral tones of the polarity of sentiments The Sentiment Analysis further enlightened that people were having ‘trust’ as the major emotion in tweets. This may be the people and their organizations have leveraged better tools and techniques to mitigate the online scams. Also, they were more accustomed to working remotely. Moreover, high anticipation emotion also predicts that people were hopeful that the situation will improve and in future, the cyber security will enhance as companies will take better practical approaches to protect their devices and people. Although, the high value of ‘Fear” in the sentiment analysis depicts that there are issues people are concerned about and the cyber attacks in Russia, ransomware, hacking, and malware show people are still afraid of cybercrimes. The cyber criminals keep on deploying new techniques to scam the devices and people which require a more precautious take on the issues. But the sentiment analysis reveals as people became more accustomed to the new normal and improved vigilant employment of technology the sentiments were more neutral or positive.