Ella Bingham:
Advances in independent component analysis
with applications to data mining
Thesis for the degree of Doctor of Science in Technology
December 12, 2003
Slides of my lecture in the dissertation (in English) in PDF
Väitöslektion suomenkieliset kalvot PDF-muodossa
Abstract of the thesis
Väitöstiedote ja suomenkielinen tiivistelmä (in Finnish)
The thesis consists of a summary and 6 publications.
Summary:
Advances in independent component analysis
with applications to data mining
(in b5 paper size, 60+8 pages) thesis.pdf
Publications of the thesis in a single PDF file (72 pages)
Publications of the thesis:
- Publication 1
Ella Bingham and Aapo Hyvärinen:
"A fast fixed-point algorithm for independent component analysis of
complex valued signals", International Journal of Neural Systems,
Vol. 10, No. 1 (February, 2000) 1-8.
PDF
- Publication 2
Ella Bingham and Heikki Mannila:
"Random projection in dimensionality reduction: applications to
image and text data", Proceedings of the 7th ACM SIGKDD International
Conference on
Knowledge Discovery and Data Mining (KDD-2001), August 26-29, 2001,
San Francisco, CA, USA, pp. 245-250.
PostScript,
PDF
- Publication 3
Aapo Hyvärinen and Ella Bingham:
"Connection between multi-layer perceptrons and regression using
independent component analysis", Neurocomputing 50C:211-222,
January 2003.
PDF
- Publication 4
Ella Bingham, Ata Kaban and Mark Girolami:
"Topic identification in dynamical text by complexity pursuit",
Neural Processing Letters Vol 17, Issue 1: 69-83, 2003.
PostScript,
PDF
- Publication 5
Ella Bingham, Heikki Mannila and Jouni Seppänen:
"Topics in 0-1 data", Proceedings of the 8th ACM SIGKDD International
Conference on Knowledge Discovery and Data Mining, July 23-26, 2002,
Edmonton, Alberta, Canada, pp. 450-455.
PostScript,
PDF
- Publication 6
Jouni K. Seppänen, Ella Bingham and Heikki Mannila: "A simple
algorithm for topic identification in 0-1 data", Knowledge Discovery
in Databases: PKDD 2003. 7th European Conference on Principles and
Practice of Knowledge Discovery in Databases, Cavtat-Dubrovnik,
Croatia, September 2003, Proceedings. Number 2838 in Lecture Notes in
Artificial Intelligence, Springer, pp. 423-434.
PDF
I completed my thesis in
HeCSE, Helsinki
Graduate School of Computer Science and Engineering where my
major was
Computer and Information Science and my minor was
Systems Analysis.
Page maintained by ella at iki.fi,
last updated Tuesday, 30-Aug-2005 15:22:06 EEST