Ella Bingham and Maria Lindqvist (eds.): HIIT Annual Report 2014. HIIT, May 2015. PDF, PDF of the Appendix.
Ella Bingham and Heikki Mannila: "On the Applicability of Latent Variable Modeling to Research System Data", in: "Advances in Independent Component Analysis and Learning Machines", Ella Bingham, Samuel Kaski, Jorma Laaksonen and Jouko Lampinen, editors, Academic Press (Elsevier), pp. 279-288, 2015.
Ella Bingham, Samuel Kaski, Jorma Laaksonen and Jouko Lampinen (eds.), "Advances in Independent Component Analysis and Learning Machines", Academic Press (Elsevier), 2015. Book web page
Ella Bingham and Heikki Mannila: "Towards computational techniques for identifying candidate chronofaunas", Annales Zoologici Fennici, Vol. 51, No 1-2, pp. 43-48, 2014. PDF
Ella Bingham (ed.): HIIT Annual Report 2013. HIIT, June 2014. PDF, PDF of the Appendix.
Ella Bingham (ed.): HIIT Annual Report 2012. HIIT, June 2013. PDF, PDF of the Appendix.
Ella Bingham (ed.): HIIT Annual Report 2011. HIIT, May 2012. PDF, PDF of the Appendix.
Ella Bingham and Greger Linden (eds.): HIIT Annual Report 2010. HIIT, July 2011. PDF.
Ella Bingham: "Finding segmentations of sequences". An invited chapter in: "Inductive Databases and Constraint-based Data Mining", Saso Dzeroski, Bart Goethals and Pance Panov, editors. Springer, 2011. PDF of my chapter Electronic version of the book
Ella Bingham, Mikko Koivisto, Yrjö Leino, and Heikki Mannila: "Linkage disequilibrium between chromosomes in the human genome: Test statistics and rapid computation". Department of Computer Science, University of Helsinki, Report C 2010-5, April 2010.
Dimitrios Mavroeidis and Ella Bingham: "Enhancing the stability and efficiency of spectral ordering with partial supervision and feature selection". Knowledge and Information Systems, Vol. 23, No. 2, pp. 243-265, May 2010. DOI 10.1007/s10115-009-0215-1. PDF
Ella Bingham and Heikki Mannila: "Complexity control in a mixture model by Hardy-Weinberg equilibrium". Computational Statistics and Data Analysis, Vol 53, pp. 1711-1719, 2009. DOI 10.1016/j.csda.2008.07.023. PDF
Dimitrios Mavroeidis and Ella Bingham: "Enhancing the stability of spectral ordering with sparsification and partial supervision: Application to paleontological data". ICDM'08, IEEE International Conference on Data Mining, Pisa, Italy, Dec. 15-19, 2008. 10 pages. PDF
Lee Hsiang Liow, Mikael Fortelius, Ella Bingham, Kari Lintulaakso, Heikki Mannila, Larry Flynn, Nils Chr. Stenseth: "Reply to Vilar et al.: Sleep or hide, better for survival anytime". PNAS (Proceedings of the National Academy of Sciences, USA), Vol. 105, No. 35, pp. E57, 2008.
Lee Hsiang Liow, Mikael Fortelius, Ella Bingham, Kari Lintulaakso,
Heikki Mannila, Larry Flynn, Nils Chr. Stenseth: "Higher origination
and extinction rates in larger mammals". PNAS (Proceedings of the
National Academy of Sciences, USA), Vol. 105, No. 16, pp. 6097-6102,
2008. PDF
Nature Research Highlight, Nature 452, 784-785 (17 April 2008), doi:10.1038/452784a
Davin Wong, Ella Bingham and Saara Hyvönen: "Recommendation of multimedia items by link analysis and collaborative filtering". Proceedings of the Second International Conference on Weblogs and Social Media (ICWSM 2008), AAAI Press, 2008, pp. 226-227. PDF
Ella Bingham, Ata Kaban and Mikael Fortelius: "The Aspect Bernoulli model: Multiple causes of presences and absences". Pattern Analysis and Applications, Vol 12, Issue 1, 2009, pp. 55-78. DOI 10.1007/s10044-007-0096-4 PDF Matlab code
Ata Kaban and Ella Bingham: "Factorisation and denoising of 0-1 data: A variational approach". Neurocomputing, Special issue on Blind Signal Processing, Vol 71, Issues 10-12, June 2008, pp. 2291-2308. PDF DOI 10.1016/j.neucom.2007.07.038
Lee Hsiang Liow, Mikael Fortelius, Ella Bingham, Kari Lintulaakso, Heikki Mannila, Larry Flynn, Nils Chr. Stenseth: "Why bigger is not better in the long run: investigating mammal lineage survivorship using Neogene mammals of Eurasia". The Palaeontological Association (PalAss) Annual Meeting, December 2007, Uppsala, Sweden. Abstract (plain text) Book of abstracts (PDF)
Ella Bingham, Aristides Gionis, Niina Haiminen, Heli Hiisilä, Heikki Mannila, Evimaria Terzi, "Segmentation and dimensionality reduction". 2006 SIAM Conference on Data Mining, April 20-22, 2006, Bethesda, Maryland, USA, pp. 372-383. PDF Matlab code
Ata Kaban, Ella Bingham, "ICA-based Binary Feature Construction". Independent Component Analysis and Blind Signal Separation: 6th International Conference, ICA 2006, Charleston, SC, USA, March 5-8, 2006. Proceedings. Editors: Justinian Rosca, Deniz Erdogmus, Jose C. Principe, Simon Haykin. pp. 140 - 148. PDF
Heli Hiisilä and Ella Bingham, "Dependencies between transcription factor binding sites: comparison between ICA, NMF, PLSA and frequent sets", Proceedings of the 4th IEEE International Conference on Data Mining, November 1-4, 2004, Brighton, UK, pp. 114-121. PostScript
Ata Kaban, Ella Bingham and Teemu Hirsimäki: "Learning to read between the lines: The aspect Bernoulli model", Proceedings of the 4th SIAM International Conference on Data Mining, April 22-24, 2004, Lake Buena Vista, Florida, USA, pp. 462-466. PDF
Ella Bingham: Advances in Independent Component Analysis with Applicatios to Data Mining. Doctoral thesis, December 2003. Read more
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
Ella Bingham, Ata Kaban and Mark Girolami: "Topic identification in dynamical text by complexity pursuit", Neural Processing Letters vol 17, issue 1, pages 69-83, 2003. PostScript, PDF, Matlab code, sample term by doc matrix, term list for the matrix
Aapo Hyvärinen and Ella Bingham: "Connection between multi-layer perceptrons and regression using independent component analysis", Neurocomputing 50C:211-222, January 2003. PDF
Ella Bingham, Jukka Kuusisto and Krista Lagus: "ICA and SOM in Text Document Analysis", The 25th ACM SIGIR 2002 International Conference on Research and Development in Information Retrieval, August 11-15, 2002, Tampere, Finland, pp. 361-362. PostScript, PDF
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
Jouni K. Seppänen, Jaakko Hollmen, Ella Bingham and Heikki Mannila: "Nonnegative matrix factorization on gene expression data", Bioinformatics 2002, April 2002, Bergen, Norway, poster 49, p. 82 in the book of abstracts (PDF)
Ella Bingham: "Topic identification in dynamical text by extracting minimum complexity time components", 3rd International Conference on Independent Component Analysis and Blind Signal Separation (ICA2001), December 9-13, 2001, San Diego, CA, USA, pp. 546-551. PostScript, PDF
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
Ella Bingham: "Reinforcement learning in neurofuzzy traffic signal control", European Journal of Operational Research, Vol. 131, No. 2, 2001, pp. 232-241. PostScript, PDF and Abstract (plain text)
Ella Bingham, Ata Kaban and Mark Girolami: "Finding topics in dynamical text: application to chat line discussions", 10th International World Wide Web Conference (WWW10), May 1-5, 2001, Hong Kong, Poster Proceedings pp. 198-199. PostScript, PDF
Ella Bingham and Aapo Hyvärinen: "Fast and robust deflationary separation of complex valued signals", Proc. X European Signal Processing Conference (EUSIPCO 2000), September 4-8, 2000, Tampere, Finland, Vol. I, pp. 23-26 PDF
Ella Bingham and Aapo Hyvärinen: "ICA of complex valued signals: a fast and robust deflationary algorithm", Proc. International Joint Conference on Neural Networks (IJCNN2000), July 24-27, 2000, Como, Italy, Vol. III, pp. 357-362. PostScript
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, Abstract (plain text) and Matlab code, compatible with GPLv2 (>=)
Ella Bingham: "Neurofuzzy Traffic Signal Control", Master's Thesis, Helsinki University of Technology, Department of Engineering Physics and Mathematics, 1998. Zipped PostScript, PDF file, Abstract (plain text), suomenkielinen tiivistelmä (tekstimuodossa)