'''Parallel Self-organizing Modeling'''. F. Lemke

'''Abstract.''' ''This paper reports real-world performance tests of a computationally intensive, cross-platform mathematical self-organizing modeling algorithm we have been developing. It implements vector processing (SIMD) and shared-memory multi-threaded processing (MIMD) for multi-core processors or multi-processor CPUs. We tested scalability and speedup of eight different implementations of the algorithm on datasets with growing number of samples on both 32-bit and 64-bit Mac OS X systems running on eight-core Intel Xeon based hardware.''

'''Keywords.''' Parallel computing, vector processing, multi-core, self-organizing modeling, knowledge discovery

'''References.'''
[[br]]1. Madala, H.R., Ivakhnenko, A.G.: Inductive Learning Algorithms for Complex Systems Modelling. CRC Press Inc., Boca Raton, Ann Arbor, London, Tokyo. 1994, http://www.gmdh.net/articles/index.html
[[br]]2. http://www.gmdh.net and http://www.opengmdh.org 
[[br]]3. Farlow, S.J. (ed.): Self-Organizing methods in Modeling. GMDH Type Algorithm. Marcel Dekker. New York, Basel, 1984.
[[br]]4. Elder, J. F.: Induction and Polynomial Networks. In: Fraser, M.D. (Ed.): Network Models for Control and Processing, Intellect Press, 2000.
[[br]]5. Muller, J.-A., Lemke, F.: Self-Organising Data Mining. Libri, Hamburg, 2000.
[[br]]6. Flynn, M. J.: Some computer organizations and their effectiveness. IEEE Transactions on Computers, C-21(9), 1972.
[[br]]7. Apple Inc., Developer Documentation. Reference Library, 2007
[[br]]8. Reinders, J.: Intel Threading Building Blocks. O’Reilly, 2007
[[br]]9. Mattson, T., Sanders, B., Massingill, B.: Patterns for Parallel Programming. Addison-Wesley, 2004
[[br]]10. Fayyad, U. M. et al: Advances in Knowledge Discovery and Data Mining. AAAI Press/The MIT Press. Menlo Park, California, 1996.
[[br]]11. Hawkins, J.: On Intelligence, Owl Books, 2005.
[[br]]12. Rattner, J.: Tera-scale Computing - A Parallel Path to the Future, 2007, http://softwarecommunity.intel.com/articles/eng/1275.htm 
[[br]]13. KnowledgeMiner, self-organizing modeling tool, http://www.knowledgeminer.com 
[[br]]14. CAESAR research project, http://www.caesar-project.eu 
[[br]]15. DEMETRA project on pesticides, http://www.demetra-tox.net 
[[br]]16. Apple Worldwide Developers Conference 2006, Scientific Poster Session, http://images.apple.com/ca/science/poster/pdf/lemke.pdf 
[[br]]17. Regulatory framework of the European Union for Registration, Evaluation and Authorization of Chemicals (REACH), 2003, http://europa.eu.int/comm/environment/chemicals/reach.htm 
[[br]]18. Next generation modeling. http://www.yxsoftware.org