Directions

Machine learning & Intelligence lab

Faculty Name
Eunho Yang
Research Area
Foundations, Intelligent·Information Service
Website
http://mli.kaist.ac.kr
E-mail
Phone
Office
#3425, E3

The goal of MLIlab is to provide algorithms and theories for the modern data in a wide range of scientific and industrial applications. In particular, MLIlab is engaged in fundamental research on complex data analytics such as high-dimensional data, graphs or ranking:

*High-dimensional Statistics

  •    - Learning models with various types of low-dimensional structure (such as sparse/group sparse vectors or low rank matrices and combinations of them etc)
  •    - Robust Learning resilient to outliers in data
  •    - Computationally efficient elementary estimation

*Graphical Models

  •    - Model specification for various types of data
  •    - Structure learning with guarantees
  •    - Efficient parameter estimation process

*Ranking

  •    - Ranking loss consistency
  •    - Ranking evaluation metric

and so on.

list