Machine Learning for Network measurement and management
The velocity, variety and volume of data carried by the internet naturally calls for Big Data approaches, coupled with specific Machine Learning analytics to extract value from such data.
Our research group has long experience in Internet traffic monitoring, with applications to management, quality of service and experience, and in general in understanding the complicated system the Internet is today. Solutions covers both technology suitable for monitoring (e.g., able to cope with 40xGbp/s using common hardware), and distributed platforms, (e.g., how to coordinate data collections from millions of nodes), and machine learning /artificial intelligence algorithms to extract knowledge from the raw data.
- PE7_8 Networks (communication networks, networks of sensors, robots...)
- Computer network management
- Big Data applications
- Machine Learning
- Internet traffic monitoring
- System design