Esa Ollila

Associate Professor, Signal processing at Aalto University School of Business

Schools

  • Aalto University School of Business

Links

Biography

Aalto University School of Business

BACKGROUND

Esa Ollila received the M.Sc. degree in mathematics from the University of Oulu, in 1998, Ph.D. degree in statistics with honors from the University of Jyväskylä, in 2002, and the D.Sc.(Tech) degree with honors in signal processing from Aalto University, in 2010. From 2004 to 2007 he was a post-doctoral fellow and from August 2010 to May 2015 an Academy Research Fellow of the Academy of Finland. He has also been an acting Senior Lecturer at the University of Oulu. Currently, he is an Associate Professor of Signal Processing at Aalto University. He is also an adjunct Professor (statistics) of Oulu University. Fall-term 2001 he was a Visiting Researcher with the Department of Statistics, Pennsylvania State University, while the academic year 2010-2011 he spent as a Visiting Post-doctoral Research Associate with the Department of Electrical Engineering, Princeton University.

Peer-reviewed scientific articles

Journal article-refereed, Original research

Alternative Derivation of FastICA with Novel Power Iteration Algorithm

Basiri, Shahab; Ollila, Esa; Koivunen, Visa
2017 in IEEE SIGNAL PROCESSING LETTERS (IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC)
ISSN: 1070-9908

Enhanced bootstrap method for statistical inference in the ICA model

Basiri, Shahab; Ollila, Esa; Koivunen, Visa
2017 in SIGNAL PROCESSING (Elsevier)
ISSN: 0165-1684

Robust, Scalable, and Fast Bootstrap Method for Analyzing Large Scale Data

Basiri, Shahab; Ollila, Esa; Koivunen, Visa
2016 in IEEE TRANSACTIONS ON SIGNAL PROCESSING (IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC)
ISSN: 1053-587X

Regularized M-estimators of scatter matrix

Ollila, Esa; Tyler, David E.
2014 in IEEE TRANSACTIONS ON SIGNAL PROCESSING (IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC)
ISSN: 1053-587X

On applicability of PCA, voxel-wise variance normalization and dimensionality assumptions for sliding temporal window sICA in resting-state fMRI

Remes, Jukka; Elseoud, Ahmed; Ollila, Esa; Haapea, Marianne; Starck, Tuomo; Nikkinen, Juha; Tervonen, Osmo; Silven, Olli
2013 in MAGNETIC RESONANCE IMAGING (Elsevier Inc.)
ISSN: 0730-725X

Complex elliptically symmetric distributions: survey, new results and applications

Ollila, Esa; Tyler, David E.; Koivunen, Visa; Poor, H.Vincent
2012 in IEEE TRANSACTIONS ON SIGNAL PROCESSING (IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC)
ISSN: 1053-587X

Compound-Gaussian clutter modelling with an inverse Gaussian texture distribution

Ollila, Esa; Tyler, David E.; Koivunen, Visa; Poor, H.Vincent
2012 in IEEE SIGNAL PROCESSING LETTERS (IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC)
ISSN: 1070-9908

On testing the extent of noncircularity

Novey, Michael; Ollila, Esa; Adali, Tulay
2011 in IEEE TRANSACTIONS ON SIGNAL PROCESSING (IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC)
ISSN: 1053-587X

Complex Elliptically Symmetric Random Variables-Generation, Characterization, and Circularity Tests

Ollila, Esa; Eriksson, Jan; Koivunen, Visa
2011 in IEEE TRANSACTIONS ON SIGNAL PROCESSING (IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC)
ISSN: 1053-587X

Effects of repeatability measures on results of fMRI sICA: A study on simulated and real resting-state effects

Remes, Jukka J.; Starck, Tuomo; Nikkinen, Juha; Ollila, Esa; Beckmann, Christian F.; Tervonen, Osmo; Kiviniemi, Vesa; Silven, Olli
2011 in NEUROIMAGE (ACADEMIC PRESS INC ELSEVIER SCIENCE)
ISSN: 1053-8119

Essential Statistics and Tools for Complex Random Variables

Eriksson, Jan; Ollila, Esa; Koivunen, Visa
2010 in IEEE TRANSACTIONS ON SIGNAL PROCESSING (IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC)
ISSN: 1053-587X

The Deflation-Based FastICA Estimator: Statistical Analysis Revisited

Ollila, Esa
2010 in IEEE TRANSACTIONS ON SIGNAL PROCESSING (IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC)
ISSN: 1053-587X

Influence function and asymptotic efficiency of scatter matrix array processors: Case MVDR beamformer

Ollila, Esa; Koivunen, Visa
2009 in IEEE TRANSACTIONS ON SIGNAL PROCESSING (IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC)

Complex ICA using generalized uncorrelating transform

Ollila, Esa; Koivunen, Visa
2009 in SIGNAL PROCESSING (Elsevier)

Robust independent component analysis based on two scatter matrices

Nordhausen, Klaus; Oja, Hannu; Ollila, Esa
2008 in AUSTRIAN JOURNAL OF STATISTICS (Austrian Society for Statistics)

Complex-valued ICA based on a pair of generalized covariance matrics

Ollila, Esa; Oja, Hannu; Koivunen, Visa
2008 in COMPUTATIONAL STATISTICS AND DATA ANALYSIS (Elsevier Science B.V.)

On the circularity of a complex random variable

Ollila, Esa
2008 in IEEE SIGNAL PROCESSING LETTERS (IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC)

Compact CRB expression for independent components analysis

Ollila, Esa; Kim, H-J; Koivunen, Visa
2008 in IEEE TRANSACTIONS ON SIGNAL PROCESSING (IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC)

Stochastic Maximum-Likelihood Method for MIMO Propagation Parameter Estimation

Ribeiro, Cássio; Ollila, Esa; Koivunen, Visa
2007 in IEEE TRANSACTIONS ON SIGNAL PROCESSING (IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC)

Influence functions and efficiencies of the canonical correlation and vector estimates based on scatter and shape matrices

Taskinen, Sara; Croux, Christophe; Kankainen, Annaliisa; Ollila, Esa; Oja, Hannu
2006 in JOURNAL OF MULTIVARIATE ANALYSIS (Academic Press Inc.)

Influence function and asymptotic efficiency af the affine equivariant rank covariance matrix

Ollila, Esa; Croux, Christophe; Oja, Hannu
2004 in STATISTICA SINICA (Institute of Statistical Science)

Estimates of Regression Coefficients Based on Lift Rank Covariance Matrix

Ollila, Esa; Oja, Hannu; Koivunen, Visa
2003 in The Journal of the American Statistical Association (Institute of Statistical Science)

Affine equivariant multivariate rank methods

Visuri, Samuli; Ollila, Esa; Koivunen, Visa; Möttönen, Jyrki; Oja, Hannu
2003 in JOURNAL OF STATISTICAL PLANNING AND INFERENCE (Elsevier)

Book section, Chapters in research books

Robust Simultaneous Sparse Approximations

Ollila, Esa
2015
ISBN: 978-3-319-22403-9

Model order selection

Koivunen, Visa; Ollila, Esa
2014
ISBN: 978-0-12-411597-2

Robust Compressive Sensing

Ollila, Esa; Kim, Hyon-Jung; Koivunen, Visa
2014
ISBN: 9781482241396

Multivariate models and the first four moments

Nordhausen, Klaus; Oja, Hannu; Ollila, Esa
2011
ISBN: 978-981-4340-55-7

A new performance index for ICA: properties, computation and asymptotic analysis

Ilmonen, Pauliina; Nordhausen, Klaus; Oja, Hannu; Ollila, Esa
2010 in Lecture Notes in Computer Science (SPRINGER)
ISBN: 978-3-642-15994-7
ISSN: 0302-9743

Robust estimation techniques for complex-valued random vectors

Ollila, Esa; Koivunen, Visa
2010
ISBN: 9780470195178

Direction-of-arrival estimation under uncertainly

Koivunen, Visa; Ollila, Esa
2006
ISBN: 1-59693-004-7

Robust ML-estimation of the Transmitter Location

Ollila, Esa; Koivunen, Visa
2004
ISBN: 3-7643-7060-2

Conference proceedings

Scaled and square-root elastic net

Raninen, Elias; Ollila, Esa
2017 in Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing (IEEE)
ISBN: 9781509041176
ISSN: 2379-190X

Direction of arrival estimation using robust complex Lasso

Ollila, Esa
2016 in Proceedings of the European Conference on Antennas and Propagation (Institute of Electrical and Electronics Engineers Inc.)
ISBN: 9788890701863
ISSN: 2164-3342

Adaptive Lasso based on joint M-estimation of regression and scale

Ollila, Esa
2016 in European Signal Processing Conference (Institute of Electrical and Electronics Engineers Inc.)
ISBN: 9780992862657
ISSN: 2219-5491

Single-snapshot DoA estimation using adaptive elastic net in the complex domain

Tabassum, Muhammad Naveed; Ollila, Esa
2016
ISBN: 9781509029204

Randomized Simultaneous Orthogonal Matching Pursuit

Ejaz, Aqib; Ollila, Esa; Koivunen, Visa
2015
ISBN: 978-0-9928626-4-0

New robust LASSO method based on ranks

Kim, Hyon-Jung; Ollila, Esa; Koivunen, Visa
2015
ISBN: 978-0-9928626-4-0

Multichannel sparse recovery of complex-valued signals using Huber's criterion

Ollila, Esa
2015
ISBN: 978-147-99-7421-4

Nonparametric Simultaneous Sparse Recovery: an Application to Source Localization

Ollila, Esa
2015
ISBN: 978-0-9928626-4-0

FAST AND ROBUST BOOTSTRAP IN ANALYSING LARGE MULTIVARIATE DATASETS

Basiri, Shahab; Ollila, Esa; Koivunen, Visa
2014 in Conference Record of the Asilomar Conference on Signals Systems and Computers (IEEE COMPUTER SOC)
ISSN: 1058-6393

Fast and robust bootstrap method for testing hypotheses in the ICA model

Basiri, Shahab; Ollila, Esa; Koivunen, Visa
2014

Robust iteratively reweighted LASSO estimation for sparse tensor factorizations

Kim, Hyon-Jung; Ollila, Esa; Koivunen, Visa; Poor, H.Vincent
2014

Robust iterative hard thresholding for compressed sensing

Ollila, Esa; Kim, Hyon-Jung; Koivunen, Visa
2014

Sparse regularization of tensor decompositions

Kim, Hyon-Jung; Ollila, Esa; Koivunen, Visa
2013
ISSN: 1520-6149

Robust and sparse estimation of tensor decompositions

Kim, Hyon-Jung; Ollila, Esa; Koivunen, Visa; Croux, Christophe
2013

Robust regularized M-estimators of regression parameters and covariance matrix

Ollila, Esa; Kim, Hyon-Jung; Koivunen, Visa
2013

Distribution-free detection under complex elliptically symmetric clutter distribution

Ollila, Esa; Tyler, David E.
2012
ISBN: 978-1-4673-1071-0

Robust Greedy Algorithms for Compressed Sensing

Razavi, S.Alireza; Ollila, Esa; Koivunen, Visa
2012
ISBN: 978-1-4673-1068-0

Deflation-based FastICA reloaded

Nordhausen, Klaus; Ilmonen, Pauliina; Mandal, Abhijit; Oja, Hannu; Ollila, Esa
2011

On the performance indices of ICA and blind source separation

Nordhausen, Klaus; Ollila, Esa; Oja, Hannu
2011
ISBN: 978-1-4244-9332-6

On testing hypotheses of mixing vectors in the ICA model using FastICA

Ollila, Esa; Kim, Hyon-Jung
2011

A robust estimator and detector of circularity of complex signals

Ollila, Esa; Koivunen, Visa; Poor, H.Vincent
2011

Complex-valued signal processing - essential models, tools and statistics

Ollila, Esa; Koivunen, Visa; Poor, H.Vincent
2011

Statistics for complex randon variables revisited

Eriksson, Jan; Ollila, Esa; Koivunen, Visa
2009

On the robustness of the deflation-based FastICA estimator

Ollila, Esa
2009

On the Cramer-Rao bound for the constrained and unconstrained complex parameters

Ollila, Esa; Koivunen, Visa; Eriksson, Jan
2008

Robust ICA based on two scatter matrices

Nordhausen, Klaus; Oja, Hannu; Ollila, Esa
2007

Propagation parameter estimation in MIMO systems using mixture of angular distributions model

Ribeirio, Cassio; Ollila, Esa; Koivunen, Visa
2005

Cramér-Rao Bound for Angular Propagation Parameter Estimation in MIMO Systems

Ribeiro, Cassio; Ollila, Esa; Koivunen, Visa
2005

Generalized Complex Elliptical Distributions

Ollila, Esa; Koivunen, Visa
2004

Unitary invariant random Hermitian matrices and complex elliptical distributions

Ollila, Esa
2004

Stochastic maximum likelihood method for propagation parameter estimation

Ribeiro, Cassio; Ollila, Esa; Koivunen, Visa
2004

Influence functions for array covariance matrix estimators

Ollila, Esa; Koivunen, Visa
2003

Robust Space-Time Covariance Estimation for Smart Antennas

Ollila, Esa; Quattropani, Luca; Koivunen, Visa
2003

Robust space-time scatter matrix estimator for broadband antenna arrays

Ollila, Esa; Koivunen, Visa
2003

Robust Antenna Array Processing Using M-estimators of Pseudo-Covariance

Ollila, Esa; Koivunen, Visa
2003

Sign and rank covariance matrices: statistical properties and application to prinpical camponents analysis

Ollila, Esa; Oja, Hannu
2002

Publications intended for professional communities

Published development or research report

Nonparametric Tests of Circularity of Complex-Valued Random Vectors

Ollila, Esa; Koivunen, Visa
2008

Stochastic ML method for propagation parameter estimation using mixture of angular distribution models

Ribeiro, Cassio; Ollila, Esa; Koivunen, Visa
2005

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