| Title: | Random walk in machine learning and its applications in biology |
| Date: |
October 28, 2008 (Tuesday)
|
| Time: |
2:30 p.m. - 3:30 p.m.
|
| Venue: |
Room 121, 1/F, Ho Sin-hang Engineering Building,
The Chinese University of Hong Kong, Shatin, N.T. |
| Speaker: |
Professor Mahesan Niranjan
School of Electronics and Computer Science University of Southampton UK |
In recent years we have seen a rapid growth in the amount of biological data available in published repositories in the form of nucleotide and amino acid sequences, macromolecular structures and high throughput experimental measurements of mRNA, protein and metabolite concentrations. Growth of data in this manner has reinforced the view that computational modelling can be useful in uncovering regularities in the data, at least as a way of reducing the search space over which experimental biologists may formulate hypotheses.
In this seminar, I will discuss some topics in machine learning, the subject in which we are concerned with the development of algorithms for extracting useful information from large and complex datasets, and how they can be applied to making useful inferences in biology:
- homology detection with protein sequences;
- classification problems in transcriptome analysis and a critique of the precision with which gene expression data is archived in public repositories;
- the relationship between cellular mRNA levels and the corresponding protein levels;
- model-based inference of transcription factor activities during cell cycle regulation
BIOGRAPHY:
Professor Niranjan joined the University of Southampton in February 2008 as a professor in the School of Electronics and Computer Science. He also serves as Head of the Information: Signals, Images and Systems (ISIS) research group.
Prior to joining Southampton, he has worked for the University of Cambridge as a Lecturer in Information Engineering (1990-1998), and the University of Sheffield as Professor of Computer Science (1999-2007). At Sheffield he also served as Head of Computer Science (Feb 2002 - Aug 2004) and Dean of Engineering (Aug 2006 - Jan 2008).
Enquiries: Miss Temmy So at tel 2609 8444
For more information, please refer to http://www.cse.cuhk.edu.hk/seminar