From 1997 to 2002 I was a reseacher and graduate student in
The theme of my research was the use of Self-Organizing Map (SOM) in data mining and knowledge discovery from databases. It is my belief that the SOM would be a valuable tool in the data understanding / data survey phase of the data mining process, because it is an efficient tool in data segmentation and visualization. However, what was lacking was a set of good postprocessing tools. The tools would allow the data miner to basically throw the data set in a SOM and as an output get a characterization of the data in the form of summarizations and visualizations, aiming to create a better understanding of the data. This is a task which is done over and over again in the course of data mining. Therefore, the constuction of the characterization should be as automated as possible. I handled and partially solved these problems in my research.
Here are some projects I have done / participated in:
Wanna know about my other, darker side?? Check out my Mr. Hyde page!
Thursday, 30-May-2002 09:38:31 EEST