Scientific Computation and Applied & Industrial Mathematics: Delin Chu

  • Date: 02/11/2020
  • Time: 12:30
Lecturer(s):
Delin Chu, National University of Singapore
Location: 

University of British Columbia

Topic: 

Regularized Incremental Linear Discriminant Analysis on Large-Scale Data

Description: 

Over the past few decades, a lot of attention has been drawn to large-scale streaming data analysis, where researchers are faced with huge amount of high-dimensional data acquired in a stream fashion. In this case, conventional algorithms that compute the result from scratch whenever a new data comes are highly inefficient. To handle this problem, we propose a new incremental regularized least squares algorithm that is applied to supervised dimensionality reduction of large-scale streaming data with focus on linear discriminant analysis. Experimental results on real-world data sets demonstrate the effectiveness and efficiency of our algorithms.

Other Information: 

Location: PIMS Seminar Room ESB 4133