LFD-Lab: Laboratory for Learning From Data
|
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. |