Mikko J. Sillanpää

32 papers Misc 2Journal 26Unranked 4
YearRankTypeTitle / Venue / Authors
2026 J jnl
GHSCM: Efficient maximum a posteriori inference for biological networks with the graphical horseshoe prior.
Inf. Sci.
Tuomas Hautamäki, Aapo E. Korhonen, Olli Sarala, Markku Kuismin, Mikko J. Sillanpää
2025 J jnl
Adaptive and Self-Tuning SBL With Total Variation Priors for Block-Sparse Signal Recovery.
IEEE Signal Process. Lett.
Hamza Djelouat, Reijo Leinonen, Mikko J. Sillanpää, Bhaskar D. Rao, Markku J. Juntti
2025 — conf
Grouped Device Detection and Channel Estimation in MTC Using a Full Bayesian Approach.
WSA
Reijo Leinonen, Hamza Djelouat, Markku J. Juntti, Mikko J. Sillanpää
2025 J jnl
HMFGraph: Novel Bayesian approach for recovering biological networks.
PLoS Comput. Biol.
Aapo E. Korhonen, Olli Sarala, Tuomas Hautamäki, Markku Kuismin, Mikko J. Sillanpää
2025 — conf
Hybrid-Channel Estimation in Extra-Large MIMO Systems Via Regularized Sparse Bayesian Learning.
EUSIPCO
Hamza Djelouat, Markku J. Juntti, Mikko J. Sillanpää, Bhaskar D. Rao
2025 J jnl
Information-Theoretic Bounds and Task-Centric Learning Complexity for Real-World Dynamic Nonlinear Systems.
CoRR
Sri Satish Krishna Chaitanya Bulusu, Mikko J. Sillanpää
2025 J jnl
tvsfglasso: Time-varying scale-free graphical lasso for network estimation from time-series data.
PLoS Comput. Biol.
Markku Kuismin, Mikko J. Sillanpää
2024 J jnl
Capacitated spatial clustering with multiple constraints and attributes.
Eng. Appl. Artif. Intell.
Tero Lähderanta, Lauri Lovén, Leena Ruha, Teemu Leppänen, Ilkka Launonen, Jukka Riekki, Mikko J. Sillanpää
2024 J jnl
Evaluation of Sparse Proximal Multi-Task Learning for Genome-Wide Prediction.
IEEE Access
Yuhua Fan, Ilkka Launonen, Mikko J. Sillanpää, Patrik Waldmann
2024 J jnl
Hierarchical MTC User Activity Detection and Channel Estimation With Unknown Spatial Covariance.
IEEE Trans. Wirel. Commun.
Hamza Djelouat, Mikko J. Sillanpää, Markus Leinonen, Markku J. Juntti
2024 J jnl
Machine learning-based methods for piecewise digital predistortion in mmW 5G NR systems.
EURASIP J. Adv. Signal Process.
S. S. Krishna Chaitanya Bulusu, Nuutti Tervo, Praneeth Susarla, Olli Silvén, Mikko J. Sillanpää, Marko E. Leinonen, Markku J. Juntti, Aarno Pärssinen
2023 J jnl
BELMM: Bayesian model selection and random walk smoothing in time-series clustering.
Bioinform.
Olli Sarala, Tanja Pyhäjärvi, Mikko J. Sillanpää
2023 Misc conf
Device Detection and Channel Estimation in MTC with Correlated Activity Pattern.
ACSSC
Hamza Djelouat, Markku J. Juntti, Mikko J. Sillanpää
2023 J jnl
Genetic fine-mapping from summary data using a nonlocal prior improves the detection of multiple causal variants.
Bioinform.
Ville Karhunen, Ilkka Launonen, Marjo-Riitta Järvelin, Sylvain Sebert, Mikko J. Sillanpää
2023 Misc conf
Machine Learning-Aided Piece-Wise Modeling Technique of Power Amplifier for Digital Predistortion.
ICASSP
S. S. Krishna Chaitanya Bulusu, Nuutti Tervo, Praneeth Susarla, Mikko J. Sillanpää, Olli Silvén, Markku J. Juntti, Aarno Pärssinen
2023 J jnl
Sequential Model Correction for Nonlinear Inverse Problems.
SIAM J. Imaging Sci.
Arttu Arjas, Mikko J. Sillanpää, Andreas Hauptmann
2023 J jnl
Sequential model correction for nonlinear inverse problems.
CoRR
Arttu Arjas, Mikko J. Sillanpää, Andreas Hauptmann
2021 J jnl
EDISON: An Edge-Native Method and Architecture for Distributed Interpolation.
Sensors
Lauri Lovén, Tero Lähderanta, Leena Ruha, Ella Peltonen, Ilkka Launonen, Mikko J. Sillanpää, Jukka Riekki, Susanna Pirttikangas
2021 J jnl
Edge computing server placement with capacitated location allocation.
J. Parallel Distributed Comput.
Tero Lähderanta, Teemu Leppänen, Leena Ruha, Lauri Lovén, Erkki Harjula, Mika Ylianttila, Jukka Riekki, Mikko J. Sillanpää
2021 J jnl
MCPeSe: Monte Carlo penalty selection for graphical lasso.
Bioinform.
Markku Kuismin, Mikko J. Sillanpää
2021 J jnl
Model guided trait-specific co-expression network estimation as a new perspective for identifying molecular interactions and pathways.
PLoS Comput. Biol.
Juho A. J. Kontio, Tanja Pyhäjärvi, Mikko J. Sillanpää
2021 J jnl
Neural Network Kalman filtering for 3D object tracking from linear array ultrasound data.
CoRR
Arttu Arjas, Erwin J. Alles, Efthymios Maneas, Simon R. Arridge, Adrien E. Desjardins, Mikko J. Sillanpää, Andreas Hauptmann
2020 — conf
Blind Hierarchical Deconvolution.
MLSP
Arttu Arjas, Lassi Roininen, Mikko J. Sillanpää, Andreas Hauptmann
2020 J jnl
Blind hierarchical deconvolution.
CoRR
Arttu Arjas, Lassi Roininen, Mikko J. Sillanpää, Andreas Hauptmann
2020 J jnl
Estimation of dynamic SNP-heritability with Bayesian Gaussian process models.
Bioinform.
Arttu Arjas, Andreas Hauptmann, Mikko J. Sillanpää
2020 J jnl
Personalized mental stress detection with self-organizing map: From laboratory to the field.
Comput. Biol. Medicine
Jaakko Tervonen, Sampsa Puttonen, Mikko J. Sillanpää, Leila Hopsu, Zsolt Homorodi, Janne Keränen, Janne Pajukanta, Antti Tolonen, Arttu Lämsä, Jani Mäntyjärvi
2020 — conf
Scaling up an Edge Server Deployment.
PerCom Workshops
Lauri Lovén, Tero Lähderanta, Leena Ruha, Teemu Leppänen, Ella Peltonen, Jukka Riekki, Mikko J. Sillanpää
2019 J jnl
A Gaussian process model and Bayesian variable selection for mapping function-valued quantitative traits with incomplete phenotypic data.
Bioinform.
Jarno Vanhatalo, Zitong Li, Mikko J. Sillanpää
2019 J jnl
Edge server placement with capacitated location allocation.
CoRR
Tero Lähderanta, Teemu Leppänen, Leena Ruha, Lauri Lovén, Erkki Harjula, Mika Ylianttila, Jukka Riekki, Mikko J. Sillanpää
2011 J jnl
Estimating Haplotype Frequencies by Combining Data from Large DNA Pools with Database Information.
IEEE ACM Trans. Comput. Biol. Bioinform.
Dario Gasbarra, Sangita Kulathinal, Matti Pirinen, Mikko J. Sillanpää
2007 J jnl
Estimating genealogies from linked marker data: a Bayesian approach.
BMC Bioinform.
Dario Gasbarra, Matti Pirinen, Mikko J. Sillanpää, Elja Arjas
2004 J jnl
BAPS 2: enhanced possibilities for the analysis of genetic population structure.
Bioinform.
Jukka Corander, Patrik Waldmann, Pekka Marttinen, Mikko J. Sillanpää