Faculty: Malik Magdon-Ismail
Welcome to LFD-Lab. We deal with learning from anything data.
Research interests include:
• algorithms for big data
• machine learning: supervised, unsupervised, reinforcement
• data mining and pattern recognition
• social networks
• probability and stochastic processes
• computational finance
The premise of learning is that you want to understand some process,
but you cannot solve this problem mathematically
or analytically; instead, you have data from which
you would like to learn/infer the process; and, be confident
that you succeeded (or failed). Ultimately you will take some action
based on your learning, and you would like to take the correct action.
This is a very broad premise, and it is no surprise that there are many applications.