Multi-level Lasso for sparse multi-task regression
- Aurélie C. Lozano
- Grzegorz Świrszcz
- 2012
- ICML 2012
Aurelie Lozano
Overview
Title
Senior Research Scientist
Location
IBM Research - Yorktown Heights
Yorktown Heights, NY USA
Bio
Aurélie Lozano is a Senior Research Scientist at the IBM T.J. Watson Research Center.
She received the M.S./Dipl.Ing. degree in Communication Systems from the Swiss Federal Institute of Technology Lausanne (EPFL) in 2001, and the M.A. and Ph.D. degrees in Electrical Engineering from Princeton University respectively in 2004 and 2007.
Her research interests include machine learning, statistics and optimization. Her current focus is on deep learning, high dimensional data analysis and predictive modeling, with applications including biology, environmental sciences, business and infrastructure analytics, and social media analytics.
Selected Honors and Awards:
- Gordon Wu Fellowship, Princeton University
- Best paper award, Conference on Uncertainty in Articificial Intelligence (UAI) 2013
- IBM Research Pat Goldberg Memorial best paper award, 2013.
- Highlighted Area Chair, ICLR 2022
Conference Area Chair: NIPS 2014, ICML 2015, NIPS 2015, AISTAT 2017, NIPS 2018, NeurIPS 2020, UAI 2020, IJCAI 2020, ICLR 2021, UAI 2021, NeurIPS 2021, ICML 2021, ICLR 2022, NeurIPS 2022, ICLR 2023, NeurIPS 2023, ICML 2023
Conference Local Committee: ICML 2016
Publications
A bayesian markov-switching model for sparse dynamic network estimation
- Huijing Jiang
- Aurélie C. Lozano
- et al.
- 2012
- SDM 2012
Non-parametric group orthogonal matching pursuit for Sparse Learning with Multiple Kernels
- Vikas Sindhwani
- Aurélie C. Lozano
- 2011
- NeurIPS 2011
Group Orthogonal Matching Pursuit for logistic regression
- Aurélie C. Lozano
- Grzegorz Świrszcz
- et al.
- 2011
- JMLR
Block variable selection in multivariate regression and high-dimensional causal inference
- Aurélie C. Lozano
- Vikas Sindhwani
- 2010
- NeurIPS 2010
Learning temporal causal graphs for relational time-series analysis
- Yan Liu
- Alexandru Niculescu-Mizil
- et al.
- 2010
- ICML 2010
Group orthogonal matching pursuit for variable selection and prediction
- Aurélie C. Lozano
- Grzegorz Świrszcz
- et al.
- 2009
- NeurIPS 2009
Proximity-based anomaly detection using sparse structure learning
- 2009
- SDM 2009
Grouped graphical granger modeling methods for temporal causal modeling
- Aurélie C. Lozano
- Naoki Abe
- et al.
- 2009
- KDD 2009
Spatial-temporal causal modeling for climate change attribution
- A. Lozano
- H. Li
- et al.
- 2009
- KDD 2009
Patents
- US
- 11860720
- US
- 10360527
- US
- 8645304
- US
- 8626680
- US
- 8543533
- US
- 8275721
- US
- 8255346
Top collaborators
PD
Payel Das
Principal Research Scientist and Manager, IBM Research AI
SC
Subhajit Chaudhury
Senior Research Scientist
II
Tsuyoshi "Ide-san" Ide
Head of Data Science, IBM Semiconductors
PC
Pin-Yu Chen
Principal Research Scientist; Chief Scientist, RPI-IBM AI Research Collaboration