Principal Data Scientist, HERE
Contact Information:
Mailing Address:
Liming Wang
HERE Technologies
425 W. Randolph St.
Chicago, IL 60606
Homepage: https://limingwang1.github.io
E-mail: limingwang@outlook.com
Office Phone: (312) 894-7000 Ext. 1132096
Brief Information:
I received my Ph.D. degree in Electrical and Computer Engineering and M.S. degree in Pure Math from University of Illinois at Chicago, both in 2011,Journal Paper:
Liming Wang and Yuejie Chi, "Stochastic approximation and memory-limited subspace tracking for Poisson streaming data,'' IEEE Transactions on Signal Processing, vol. 66, no. 4, pp. 1051-1064, February 2018. PDF
Liming Wang, Minhua Chen, Miguel Rodrigues, David Wilcox, Robert Calderbank and Lawrence Carin, "Information-theoretic compressive measurement design,'' IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 39, no. 6, pp. 1150-1164, June 2017. PDF
Francesco Renna, Liming Wang, Xin Yuan, Jianbo Yang, Galen Reeves, Robert Calderbank, Lawrence Carin and Miguel Rodrigues, "Classification and reconstruction of high-dimensional signals from low-dimensional noisy features in the presence of side information," IEEE Transactions on Information Theory, vol. 62, no. 11, pp. 6459-6492, Nov 2016. Arxiv, PDF.
Liming Wang and Yuejie Chi, "Blind deconvolution from multiple sparse inputs,'' IEEE Signal Processing Letters, vol. 23, no. 10, pp. 1384-1388, October 2016. PDF
Liming Wang, Jiaji Huang, Xin Yuan, Kalyani Krishnamurthy, Joel Greenberg, Volkan Cevher, Miguel Rodrigues, David Brady, Robert Calderbank and Lawrence Carin, "Signal recovery and system calibration from multiple compressive Poisson measurements," SIAM Journal on Imaging Sciences, vol. 8, no. 3, pp. 1923-1954, 2015. PDF
Liming Wang, David Carlson, Miguel Rodrigues, Robert Calderbank and Lawrence Carin, "A Bregman matrix and the gradient of mutual information for vector Poisson and Gaussian channels,'' IEEE Transactions on Information Theory, vol. 60, no. 5, pp. 2611-2629, May 2014. PDF
Hao Wu, Liming Wang, Xiaodong Wang and Xiaohu You, "Asymptotic and non-asymptotic analysis of uplink sum rate for relay-assisted MIMO cellular systems,'' IEEE Transactions on Signal Processing, vol. 62, no. 6, pp. 1348-1360, March 2014. PDF
Liming Wang and Xiaodong Wang, "Hierarchical Dirichlet process model for gene expression clustering,'' EURASIP Journal on Bioinformatics and Systems Biology 2013, 2013:5. PDF
Liming Wang, Xiaodong Wang, Adam Arkin and Michael Samoilov, "Inference of gene regulatory networks from genome-wide knockout fitness data," Bioinformatics, vol. 29, no. 3, pp. 338-346, February 2013. PDF
Liming Wang and Dan Schonfeld, "Mapping equivalence for symbolic sequences: theory and applications," IEEE Transactions on Signal Processing, vol. 57, no. 12, pp. 4895-4905, December 2009. Arxiv, PDF
Conference Paper:
Liming Wang and Yuejie Chi, "Memory-limited stochastic approximation for Poisson subspace tracking,'' IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP 2017), CuraƧao, Dutch Antilles, December, 2017. PDF
Liming Wang, Francesco
Renna, Xin Yuan, Miguel Rodrigues, Robert Calderbank and Lawrence
Carin, "Reconstruction and classification from compressive
measurements with side information,'' IEEE
International Conference on Acoustics, Speech, and Signal Processing
(ICASSP 2016), Shanghai, China, March, 2016. PDF
Liming Wang, Jiaji Huang,
Xin Yuan, Volkan Cevher, Miguel Rodrigues, Robert Calderbank and
Lawrence Carin, "A concentration-of-measure inequality for
multiple-measurement models," IEEE
International Symposium on Information Theory (ISIT 2015), Hong
Kong, June, 2015. PDF
Francesco Renna, Liming
Wang, Xin Yuan, Jianbo Yang, Galen Reeves, Robert Calderbank, Lawrence
Carin and Miguel Rodrigues, "Classification and reconstruction of
compressed GMM signals with
side information," IEEE
International Symposium on Information Theory (ISIT 2015), Hong
Kong, June, 2015. PDF
Miguel Rodrigues, Liming
Wang, Robert Calderbank and Lawrence Carin, "'Most-informative'
compressive measurement design for classification and reconstruction of
imagery data,'' NATO SET-213
Specialist Meeting: Compressive Sensing for Radar/SAR and EO/IR Imaging,
Tallinn, Estonia, May, 2014.
Liming Wang, Abolfazl
Razi, Miguel Rodrigues, Robert Calderbank and Lawrence Carin,
"Nonlinear information-theoretic compressive measurement design,'' International
Conference on Machine
Learning (ICML 2014),
Beijing, China, June, 2014. PDF
Supplementary Material
Liming Wang, David
Carlson, Miguel Rodrigues, David Wilcox, Robert Calderbank and Lawrence
Carin, "Designed measurements for vector count data,'' Neural
Information Processing Systems
(NIPS 2013), Lake
Tahoe, NV, December, 2013. PDF
Supplementary Material
Liming Wang, Miguel
Rodrigues and Lawrence Carin, "Generalized Bregman divergence and
gradient of mutual information in vector Poisson channels,'' IEEE International Symposium on
Information Theory (ISIT 2013), Istanbul, Turkey, July, 2013. PDF
Jing Huang, Liming Wang
and Dan Schonfeld, "Compressed sensing: a novel polynomial complexity
solution to Nash equilibria in dynamical games,'' IEEE International Conference on
Acoustics, Speech, and Signal Processing (ICASSP 2013),
Vancouver, Canada, May, 2013 (Oral Presentation). PDF
Liming Wang and Dan Schonfeld, "Mapping equivalence under iterative dynamics for symbolic sequences,'' IEEE Statistical Signal Processing Workshop (SSP 2012), Ann Arbor, MI, August, 2012. PDF
Liming Wang, Nicola Piotto and Dan Schonfeld, "Boosting quantization for Lp norm distortion measure,'' IEEE Statistical Signal Processing Workshop (SSP 2012), Ann Arbor, MI, August, 2012. PDF
Liming Wang and Xiaodong Wang, "Gene deletion data based genomic regulatory network inference,'' IEEE Statistical Signal Processing Workshop (SSP 2012), Ann Arbor, MI, August, 2012. PDF
Liming Wang and Xiaodong Wang, "A non-parametric Bayesian clustering for gene expression data,'' IEEE Statistical Signal Processing Workshop (SSP 2012), Ann Arbor, MI, August, 2012 (Invited). PDF
Liming Wang and Dan Schonfeld, "Stability of an iterative dynamical system,'' American Control Conference (ACC 2012), Montreal, Canada, June, 2012. PDF
Liming Wang, Vikram Krishnamurthy and Dan Schonfeld, "Factor
graph-based structural equilibria in dynamical games,'' IEEE
International Conference on Acoustics, Speech, and Signal Processing
(ICASSP'11), Prague, Czech, May, 2011 (Oral Presentation) . PDF
Liming Wang and Dan Schonfeld, "Dynamics, stability and consistency in
representation of genomic sequences,'' IEEE International Workshop
on Genomic Signal Processing and Statistics (GENSIPS'10), Cold
Spring Harbor, NY, November, 2010. PDF
Liming Wang and Dan Schonfeld, "Game theoretical model for control of gene regulatory networks," IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP'10), Dallas, TX, March, 2010. PDF
Liming Wang and Dan Schonfeld, "Consistency in representation and transformation of genomic sequences," IEEE International Workshop on Genomic Signal Processing and Statistics (GENSIPS'09), Minneapolis, MN, May, 2009. PDF
Thesis:
Genomic Signal Processing and Regulatory Networks: Representation, Dynamics and Control, Ph.D. thesis, University of Illinois at Chicago, 2011
Isoperimetric Inequalities in Carnot Groups, Master thesis, University of Illinois at Chicago, 2011
Transform Domain Based Super-resolution Reconstruction Algorithm from Compressed Video Sequence, Bachelor thesis, Huazhong University of Science and Technology, 2006