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Department of Information and Computer SciencePage 1 MMACADAMIAMMa Macadamia Programme : Introduction to Research at ICS Department Erkki Oja Professor,

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Presentation on theme: "Department of Information and Computer SciencePage 1 MMACADAMIAMMa Macadamia Programme : Introduction to Research at ICS Department Erkki Oja Professor,"— Presentation transcript:

1 Department of Information and Computer SciencePage 1 MMACADAMIAMMa Macadamia Programme : Introduction to Research at ICS Department Erkki Oja Professor, Director of Macadamia

2 Department of Information and Computer SciencePage 2 Research at ICS Department  Research is coordinated by two national Centers of Excellence:  Adaptive Informatics Research Centre (AIRC)  Algorithmic Data Analysis Research Centre (Algodan); Pattern Discovery subgroup

3 Research at AIRC

4 Department of Information and Computer SciencePage 4 Adaptive Informatics Research Centre (AIRC) ‏  Finnish Centre of Excellence in Research, (also , )‏  Highly competitive position (Aalto has 7 CoE’s in total in all research fields)‏  Financed by Aalto, Academy of Finland, Tekes, and Nokia Co.

5 Department of Information and Computer SciencePage 5 ProbabilisticModelling Analysis of Natural Data ComputerScience Adaptive Informatics

6 Department of Information and Computer SciencePage 6 Structure of the AIRC CoE

7 Department of Information and Computer SciencePage 7

8 Department of Information and Computer SciencePage 8 SOM ICA Probabilistic Latent Variable Models, Bayes Reliability Linear mixtures FastICA Visualization, nonlin. dim. reduction Bayes blocks Nonl.dynamics, subspaces Nonlinear, non-neg. BSS Sparse PCA, DSS, nonneg. projections Relational models Relevance by data fusion

9 Department of Information and Computer SciencePage 9 Algorithms and Methods example: ICA ISI citations: 2230

10 Department of Information and Computer SciencePage 10

11 Department of Information and Computer SciencePage 11 Neuroinformatics: EEG, MEG, fMRI

12 Department of Information and Computer SciencePage 12 Bioinformatics

13 Department of Information and Computer SciencePage 13

14 Department of Information and Computer SciencePage 14 Multimodal Interfaces: speech recognition Speech recognition (on-line, continuous, speaker-independent)

15 Department of Information and Computer SciencePage 15 Multimodal Interfaces: image retrieval, relevance Content-based image retrieval Relevance from eye movements

16 Department of Information and Computer SciencePage 16

17 Department of Information and Computer SciencePage 17 Computational Cognitive Systems: language translation

18 Department of Information and Computer SciencePage 18

19 Department of Information and Computer SciencePage 19 Industrial Partners in joint projects Nokia TeliaSonera Nethawk Process Vision Data Rangers Envidata Siemens Corporate Research Jaakko Pöyry Consulting (JPC)‏ Xtract Envidata Ky

20 Department of Information and Computer SciencePage 20 Ericsson Finnish Defence Forces Yle, Digita Conformiq Mipro Airspan Set-Security Tecnomen Elektrobit, Space Systems Finland

21 Department of Information and Computer SciencePage 21 Biocomputing Platforms Cyberell Medicel Jurilab Orion Pharma ToolTech Finland Juvantia Pharma

22 Department of Information and Computer SciencePage 22 Raha-automaattiyhdistys, RAY Fujitsu Services Fazer i-Sieve (Greece)‏ Lingsoft Sanako Xerox Inria

23 Department of Information and Computer SciencePage 23 ABB Teollisuuden Voima (TVO)‏ Neste Oil Oyj UPM Kymmene Danisco Sweeteners Oy Keskuslaboratorio (KCL)‏ Rautaruukki Raahe Steel

24 Department of Information and Computer SciencePage 24 Important projects  Emime, EU, personalized speech-to-speech translation  PinView, EU, personal information navigator  UI-ART, Aalto, multimodal augmented reality  T4ME, EU NoE, technologies for multilingual Europe  Pascal2, EU NoE, pattern analysis, stochastic modelling  NOVAC, Academy, computational climatology  MultiBio, Tekes, fusion of biological information sources  Kulta, Tekes, modelling consumer behaviour

25 Department of Information and Computer SciencePage 25  In December 2009, the computer science departments in Aalto University were chosen as part of the ”ICT Labs” of the European Institute of Innovation and Technology EIT (together with KTH Stockholm, Technische Universität Berlin, 3TU Eindhoven, and Universite Paris) with budget 100 Meuro over 5 years  Macadamia is on the list of possible EIT Master Programmes. Aalto and EIT

26 Department of Information and Computer SciencePage 26 M.Sc. Theses  Some Master of Science Thesis topics of previous Macadamia students (2009 – 2011) -Modeling and profiling people’s way of living: a data mining approach to a health survey (Luis Gabriel de Alba Rivera) -Histogram equalization for noise robuts speech recognition (Stevan Keraudy) -A proactive interface for image retrieval (Laszlo Kozma) -Fast variable selection using delta test (Dusan Sovilj)

27 Department of Information and Computer SciencePage 27 M.Sc. Theses -Reinforcement learning in real time strategy games (Antonio Cocco Martins Gusmao) -Traffic flow simulation and optimization using evolutionary strategies (Alejandro Lopez Vidal) -Applying data mining for fault detection in energy data management (Yao Lin) -Mixture modelling of multiresolution 0-1 data (Prem Raj Adhikari)

28 Department of Information and Computer SciencePage 28 Welcome to Macadamia 2011 !!


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