New journal article (IJSIR)
Andreas G.K. Janecek and Ying Tan. Swarm Intelligence for Non-negative Matrix Factorization. Journal of Swarm Intelligence Research (IJSIR), 2(4), pp. 12-34, October-December, 2011. Journal Webpage
New conference paper (ICNC)
Andreas G.K. Janecek and Ying Tan. Iterative Improvement of the Multiplicative Update NMF Algorithm using Nature-inspired Optimization In ICNC'2011: The 7th International Conference on Natural Computation. ISBN: 978-1-4244-9951-9, 2011. Conference Information
New conference paper (ICSI)
Andreas~G.K. Janecek and Ying Tan.
Using Population Based Algorithms for Initializing Nonnegative Matrix Factorization.
In ICSI'2011: Second International Conference on Swarm Intelligence, pages 307--316. Springer LNCS 6729, 2011.
***ICSI 2011 Best Paper Award!***
PDF
New conference paper (ICSI)
Andreas G.K. Janecek and Ying Tan.
Feeding the Fish - Weight Update Strategies for the Fish School Search Algorithm.
In ICSI'2011: Second International Conference on Swarm Intelligence, pages 553--562. Springer LNCS 6729, 2011.
PDF
New journal article (CAI)
Andreas~G.K. Janecek, Stefan Schulze Grotthoff, and Wilfried~N. Gansterer. "libNMF -- A Library for Nonnegative Matrix Factorization." Computing and Informatics, 30(2):205--224, 2011. Preview
PhD thesis Efficient Feature Reduction and ...
Feel free to download my PhD thesis entitled
"Efficient Feature Reduction and Classification Methods: Applications in Email Categorization and Drug Discovery."
Book chapter in "Survey of Text Mining"
Watch out for our new book chapter "Utilizing Nonnegative Matrix Factorization for E-mail Classification Problems" which will appear in the 3rd edition of the Book "Survey of Text Mining" (by M. Berry and J. Kogan, eds)
Journal article at QSAR & Comb...
Our new journal article "Comparison of Contemporary Feature Selection Algorithms: Application to the Classification of ABC-Transporter Substrates"
has been published in the latest issue of QSAR & Combinatorial Science.
This work is interdisciplinary work with the Group of Prof. Gerhard F. Ecker at the
Department of Medicinal Chemistry
The link to this article can be found here.
TMW @ SIAM SDM
Today I gave my presentation about our work entitled "E-Mail Classification based on Non-Negative Matrix Factorization" at the 2009 Text-Mining Workshop at the SIAM Data Mining Conference (SDM) 2009 in Reno/Nevada.