DEMO CENTER

TINYRAY

f t in

WELCOME TO DEMO WEBSITE BY THANH LE

This website is for the research and demonstration projects I have been carried out by bringing about multiple discipline research to address vital real-world problems, particularly those in bioinformatics, medical imaging, computer vision, economics and education.

Please check the list below for some of my research projects and software.

Machine Learning approach for gene expression data analysiscompleted project

High-throughput microarray technology is an important and revolutionary technique used in genomics and systems biology to analyze the expression of thousands of genes simultaneously. The popular use of this technique has resulted in enormous repositories of microarray data, for example, the Gene Expression Omnibus (GEO), maintained by the National Center for Biotechnology Information (NCBI). However, an effective approach to optimally exploit these datasets in support of specific biological studies is still lacking. Specifically, an improved method is required to integrate data from multiple sources and to select only those datasets that meet an investigator's interest. In addition, to exploit the full power of microarray data, an effective method is required to determine the relationships among genes in the selected datasets and to interpret the biological meanings behind these relationships.

To address these requirements, we have developed a machine learning based approach that includes: - An effective meta-analysis method to integrate microarray data from multiple sources; the method exploits information regarding the biological context of interest provided by the biologists. - A novel and effective cluster analysis method to identify hidden patterns in selected data representing relationships between genes under the biological conditions of interest. - A novel motif finding method that discovers, not only the common transcription factor binding sites of co-regulated genes, but also the miRNA binding sites associated with the biological conditions. - A machine learning-based framework for microarray data analysis with a web application to run common analysis tasks on online. Publication of this research is available online at ACM Digital Library.

AI application in Course Scheduling softwarecompleted project

to be filled...

Applications of Fuzzy Systems & ANN in price predictioncompleted project

to be filled...

FCM Application in Business Game Softwarecompleted project

to be filled...

Image feature extractioncompleted project

to be filled...

HWR Application in academicscompleted project

to be filled...

OCR Application in academicscompleted project

to be filled...

An AI heuristic method for Optical Mark Recognitioncompleted project

to be filled...

on-going projectSocial behavior based Online Advertising System

Traditional Online Advertising Systems use user's contents to determine appropriate ads to deliver. In this project, we apply machine learning to look for insights from user's contents, particularly those they make available on social networks.

Social Network Data Analysis

completed project

This project aims that analyzing social data ...

Gene-Drug connectivitycompleted project

to be filled...

Internet-based Quiz Systemon-going project

to be filled...

A Web application for Gene-Protein-Pathway connectivity analysiscompleted project

to be filled...

TCP/IP Network based Quiz Systemcompleted project

to be filled...

IPX/SPX Network based Quiz Systemcompleted project

to be filled...