Publications and Pre-Prints

IMG 1817


Pre-Prints

  1. J. Pothier, Josh Girson, S. Aeron, “ An algorithm for online tensor prediction”, 2015, http://arxiv.org/abs/1507.07974
  2. E. Kernfeld, S. Aeron, M. Kilmer, “Clustering multi-way data: A novel algebraic approach”, 2014 http://arxiv.org/abs/1412.7056
  3. Zemin Zhang, S. Aeron, “Exact tensor completion using t-SVD”, 2015, Arxiv: http://arxiv.org/abs/1502.04689.

Journal

2011-present

  1. X. Y. Liu; S. Aeron; V. Aggarwal; X. Wang; M. Y. Wu, "Adaptive Sampling of RF fingerprints for Fine-grained Indoor Localization," in IEEE Transactions on Mobile Computing, 2015, vol.PP, no.99, pp.1-1 doi: 10.1109/TMC.2015.2505729
  2. Usman Khan, Shuchin Aeron, "Distributed subspace consensus in the presence of dynamic in-network disturbance”, IEEE Transactions on Control of Networked Systems, 2015. Available from IEEE Explore.
  3. Eric Kernfeld, Misha Kilmer, Shuchin Aeron, "Tensor–tensor products with invertible linear transforms", Linear Algebra and its Applications, Volume 485, 15 November 2015, Pages 545-570, ISSN 0024-3795, http://dx.doi.org/10.1016/j.laa.2015.07.021.
  4. S. Aeron, S. Bose and H. P. Valero, "Joint Multi-Mode Dispersion Extraction in Frequency-Wavenumber and Space-Time Domains," in IEEE Transactions on Signal Processing, vol. 63, no. 15, pp. 4115-4128, Aug.1, 2015. doi: 10.1109/TSP.2015.2436367.
  5. S. Aeron, S. Bose, H.P. Valero, “Robust detection and estimation for logging while drilling Monopole acoustic data”, IEEE Transactions on Signal Processing, Vol 63, No 12, pp 3062–3075, May, 2015. 
  6. B. Fan, G. Ely, S. Aeron and E. L. Miller, "Exploiting Algebraic and Structural Complexity for Single Snapshot Computed Tomography Hyperspectral Imaging Systems," in IEEE Journal of Selected Topics in Signal Processing, vol. 9, no. 6, pp. 990-1002, Sept. 2015. doi: 10.1109/JSTSP.2015.2428678.
  7. Ely, Gregory, Shuchin Aeron, Ning Hao, and Misha E. Kilmer. “5D Seismic Data Completion and Denoising Using a Novel Class of Tensor Decompositions.” GEOPHYSICS 80, no. 4 (June 8, 2015): V83–V95.
  8. E. Ullah, S. Aeron and S. Hassoun, "gEFM: An Algorithm for Computing Elementary Flux Modes Using Graph Traversal," in IEEE/ACM Transactions on Computational Biology and Bioinformatics, vol. 13, no. 1, pp. 122-134, Jan.-Feb. 1 2016. doi: 10.1109/TCBB.2015.2430344.
  9. Michael Trakimas, Robert D'Angelo, Shuchin Aeron, Timothy Hancock, Sameer R. Sonkusale, "A Compressed Sensing Analog-to-Information Converter With Edge-Triggered SAR ADC Core", IEEE Trans. on Circuits and Systems 60-I(5): 1135-1148 (2013)

Conference

2015-2016 

Activities

Organized a workshop at SEG 2015 on Tensor Methods for Seismic Signal Processing. Gave an overview talk on tensor decompositions with application to seismic data compression and recovery at the workshop.

Papers

  1. Wenqi Wang, Shuchin Aeron, Vaneet Aggarwal, “On deterministic conditions for subspace clustering under missing data”, Accepted. To appear in the proceedings of IEEE International Symposium on Information Theory, 2016, Barcelona, Spain.
  2. Josh Girson, Shuchin Aeron, “Tensor completion via Optimization on the Product of Matrix Manifolds”, In proceedings of IEEE CAMSAP, 2015, Cancun , Mexico. (pdf file)
  3. Shuchin Aeron, Eric Kernfeld, “Group invariant subspace clustering”, In proceedings of 2015 IEEE Allerton Conference. 
  4. Zemin Zhang, Dehong Liu, Shuchin Aeron, Anthony Vetro, "An online robust tensor PCA algorithm for  sequential 2-D data", In proceedings of IEEE ICASSP 2016. 
  5. Xiao-Yang Liu, Shuchin Aeron, Vaneet Aggarwal, Xiaodong Wang Min-You Wu, “Tensor completion via adaptive sampling of tensor fibers: Application to efficient indoor RF fingerprinting”, In proceedings of IEEE ICASSP 2016.
  6. Xiao-Yang Liu, Shuchin Aeron, Vaneet Aggarwal, and Xiaodong Wang,”Low tubal rank tensor completion using alternating minimization”, to appear in the proceedings of the SPIE 2016, Invited paper.

2014

Papers

  1. Z. Zhang, G. Ely, S. Aeron, N. Hao and M. Kilmer, “Novel factorization strategies for higher order tensors: Implications for compression and recovery of multilinear data”, In CVPR 2104, Oral Presentation, [MATLAB CODES AVAILABLE HERE]
  2. G. Liu and S. Aeron, “First Order Methods for Robust Non-negative Matrix Factorization for Large Scale Noisy Data”, in proceedings of IEEE ICASSP 2014, Florence, Italy.
  3. Usman A Khan and Shuchin Aeron. Distributed averaging in the presence of interference. In Communications, Control and Signal Processing (ISCCSP), 2014 6th International Symposium on, pages 32–35. IEEE, 2014.
  4. Usman A Khan and Shuchin Aeron. Information alignment for consensus with interference. In Acoustics, Speech and Signal Processing (ICASSP), 2014 IEEE International Conference on, pages 7168–7172. IEEE, 2014.
  5. IEEE ITA Workshp invited talk on Temporal Collaborative Filtering using tensor decompositions,http://arxiv.org/abs/1507.07974

2013

Activities

Organized a special session at IEEE CAMSAP, 2013 on "Geophysical Signal Processing" in collaboration with Daniela Donno (Mines ParisTech, France), and Sandip Bose (Schlumberger-Doll Research, USA)

Papers

  1. George Atia and Shuchin Aeron, "Asymptotic optimality results for controlled sequential estimation", Invited paper, Allerton Conference, UIUC, 2013
  2. Gregory Ely and Shuchin Aeron, "Methods for large scale hydraulic fracture monitoring", in Proceedings of IEEE International Workshopon Computational Advances inMulti-Sensor Adaptive Processing (CAMSAP), December 2013, Saint Martin.
  3. Gejie Liu and Shuchin Aeron, "Large scale non-negative matrix factorization using proximal point algorithms", in IEEE Global SIP, December 2013, Austin, TX.
  4. George Atia and Shuchin Aeron, "Controlled Sensing for sequential estimation", Invited paper, IEEE Global SIP, December 2013
  5. S. Hassoun, E. Ullah, S. Aeron and C. Hopkins, " Decomposing Biochemical Networks Into Elementary Flux Modes Using Graph Traversal", accepted for publication and long talk presentation at ACM international conference on Bioinformatics, Computational Biologu and Biomedical Inforamatics (ACM BCB) 2013, Washington DC, USA.
  6. E. Ullah, C. Hopkins, S. Aeron and S. Hassoun, "Computing Elementary Flux Modes Using a Graph-Based Approach", 13th American Institure of Chemical Engineering (AIChE), San Francisco, USA. 
  7. R. D'Angelo,  M. Trakimas, S. Aeron and S. Sonkusale, "Experimental Results on Wideband Spectrum Sensing Using Random Sampling ADC in 90nm CMOS", IEEE  International Conference on Circuits and Systems (ISCAS) 2013.
  8. R. D'Angelo, M. Trakimas, S. Sonkusale and S. Aeron, "Compressed Sensing of EEG Using a Random Sampling ADC in 90nm CMOS", IEEE Body Sensor Network Conference (BSN) 2013.
  9. G. Ely, S. Aeron, N. Hao and M. Kilmer, "5D and 4D pre-stack seismic data completion using tensor nuclear norm (TNN)", Society of Exploration Geophysicists (SEG) annual meeting, Expanded Abstracts, Oral Talk, Houston.
  10. R. D’Angleo, M. Trakimas, S. Sonkusale, S. Aeron, “Compressed Sensing of EEG Using a Random Sampling ADC in 90nm CMOS”, Body Sensor Networks Conference 2013, MIT, Boston.    
  11. S. Aeron, S. Bose, H-P Valero, “Space-time methods for robust slowness estimation for monopole logging while drilling ”, International Congress on Acoustics (ICA) 2013, Montreal, Canada. DOI: http://dx.doi.org/10.1121/1.4799356
  12. Gregory Ely, Shuchin Aeron, Eric L. Miller, "Exploiting Structural Complexity for Robust and Rapid Hyperspectral Imaging", IEEE ICASSP 2013, Vancouver, Canada. 
  13. Gregory Ely, Shuchin Aeron, "Complexity penalized hydraulic fracture localization and moment tensor estimation under limited model information", Proceedings of the International Congress on Acoustics (ICA), Montreal, Canda, 2013. DOI: http://dx.doi.org/10.1121/1.4799336

2012

Activities

Organized a workshop on Geophysical Signal Processing at 2012 IEEE SSP Workshop, Ann Arbor

Papers

  1. G. Ely and S. Aeron, "Robust hydraulic fracture monitoring (HFM) of multiple time overlapping events using a generalized discrete Radon transform", IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2012, Munich, Germany. 
  2. S. Aeron, S. Bose and H-P Valero, "Robust detection of weak acoustic signals in noise using near optimal shrinkage in the Radon domain", IEEE Statistical Signal Processing (SSP) workshop 2012, Ann Arbor, MI, USA.  
          © Shuchin Aeron 2014