Security/Authentication
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AI in Security/Authentication
User Authentication is a major part of cybersecurity and therefore when MFA (Multi factor authentication we saw many businesses adopting it for better secure access. But cybercriminals are also actively improving their strategies, including adding to their toolkit artificial intelligence (AI). Which is why very sophisticated AI is quickly introduced by identity and access management systems to further improve MFA.Â
As artificial intelligence gains popularity, even biometrics can be produced even more quickly, allowing fake fingerprints and facial images with ample matching points to pass a scan. But by including a vital piece of information: meaning, the MFA can be improved. Context is the login details of the user, such as where the user is when trying to log in or using the computer. This method is called risk based authentication.Â
To give more context, in this method of authentication additional factors such as location, past login behavior, change in IP address and device type help identify if a device is stolen. To implement risk-based authentication, companies like OneLogin and Google, use AI-backed technologies. The AI measures and weighs individual variables of the login attempt to achieve a risk score for the scenario. AI™, monitor several factors in a user’s logins over time and build a profile for each user to understand login patterns. When a user varies from that profile on a given authentication attempt, the AI system assesses the variable factors and determines a risk score for the current login attempt. Some of the factors typically accounted for include:
- Network reputation
- User’s geographic location
- The device fingerprint (such as the manufacturer, model, or browser)
- Time of login
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Risk-based authentication would gradually shift from supervised learning, where findings are included in the dataset, to unsupervised learning, where the AI identifies new trends that people might not have found and predicts possible factors to be evaluated. Being able to cross reference several machine learning algorithms and use pattern recognition and predictive algorithms based on time series would enhance the accuracy and reach of AI-based authentication offerings for future web application logins, but also for other cybersecurity aspects, such as network intrusion and botnet detection.
Regional Outlook (Revenue, USD Billion, 2021 – 2027)
- North America
- The U.S.
- Canada
- Mexico
- Europe
- Germany
- The U.K.
- Asia Pacific
- China
- Japan
- India
- South America
- Brazil
- Middle East and Africa (MEA)
Topics this report will cover:
- Market size from 2019 to 2027
- Revenue Forecast from 2020 to 2027
- Market segmentation and active players
- Market trends and opportunities
- Competitive landscape
- Regional analysis
- Related Industries
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Report Attribute | Details |
Market size value in 2020 | XXXX Bn USD |
Revenue forecast in 2027 | XXXX Bn USD |
Growth rate | CAGR of XX% from 2022 to 2027 |
Base year for estimation | 2019 |
Historical data | 2016-2020 |
Forecast period | 2021 – 2027 |
Quantitative units | Revenue in USD million/billion and CAGR from 2020 to 2027 |
Report coverage | Revenue forecast, competitive landscape, growth drivers, industry segments, trends. |
Segments covered | Type, distribution channel, region |
Regional scope | North America; Europe; Asia Pacific; Central & South America; Middle East & Africa |
Country scope | U.S., U.K., UAE, India, China, Columbia |
Key companies profiled | Market Leaders in each region |
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