JOURNAL ARTICLE

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L.C. Parra, C. Christoforou, A. Gerson, M. Dyrholm, A. Luo, M. Wagner, M.G. Philiastides and P. Sajda (2008) Spatio-temporal linear decoding of brain state: Application to performance augmentation in high-throughput tasks. IEEE Signal Processing Magazine, January 2008.

Dyrholm, M., Goldman, R., Sajda, P., Brown, T. R., "Removal of BCG artifacts using a non-Kirchhoffian overcomplete representation", IEEE Transactions on Biomedical Engineering Letters, 2008. IN PRINT.

Marios G. Philiastides and Paul Sajda (2007) EEG-Informed fMRI Reveals Spatiotemporal Characteristics of Perceptual Decision Making. J. Neurosci., Nov 2007; 27: 13082 - 13091 ; doi:10.1523/JNEUROSCI.3540-07.2007

J. Wielaard and P. Sajda (2007) Dependence of response properties on sparse connectivity in a spiking neuron model of the lateral geniculate nucleus. J Neurophysiol, October 3, 2007. doi:10.1152/jn.00654.2007.

S. Du, X. Mao, P. Sajda and D. Shungu (2007) Automated Tissue Segmentation and Blind Recovery of 1H MRSI Spectral Patterns of Normal and Diseased Human Brain, NMR in Biomedicine doi:10.1002/nbm.1151.

M.G. Philiastides, R. Ratcliff and P. Sajda (2006) Neural representation of task difficulty and decision making during perceptual categorization: a timing diagram, Journal of Neuroscience, 26 (35): 8965-8975, Aug. 30, 2006.

M.G. Philiastides and P. Sajda (2006) Causal influences in the human brain during face discrimination: a short-window directed transfer function approach, IEEE Transactions on Biomedical Engineering, 53 (12): 2602-2605, Dec. 2006.

J. Wielaard and P. Sajda (2006) Circuitry and the classification of simple and complex cells in V1, Journal of Neurophysiology doi:10.1152/jn.00346.2006

Q. Zhao, R. Stoyanova, S. Du, Sajda P, and T.R. Brown (2006) HiRes - a tool for comprehensive assessment and interpretation of metabolomic data, Bioinformatics, 22 (20): 2562-2564, Oct. 15, 2006

P. Sajda (2006) Machine learning for detection and diagnosis of disease, Annu. Rev. Biomed. Eng. 8: 1-29.

A.D. Gerson, L.C. Parra, and P. Sajda (2006) Cortically-coupled computer vision for rapid image search, Neural Systems and Rehabilitation Engineering, IEEE Transactions on, in press.

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C. Spence, L. Parra and P. Sajda (2006) Varying complexity in tree-structured image distribution models, IEEE Transactions on Image Processing, 15 (2) 319-330.

J. Wielaard and P. Sajda (2006) Extraclassical receptive field phenomena & short-range connectivity in V1, Cerebral Cortex, doi:10.1093/cercor/bhj090, Dec. 22.

A. Luo and P. Sajda (2006) Learning discrimination trajectories in EEG sensor space: application to inferring task difficulty, Journal of Neural Engineering, 3 (1) L1-L6 [Supplementary Material].

M.G. Philiastides and P. Sajda (2005) Temporal Characterization of the Neural Correlates of Perceptual Decision Making in the Human Brain, Cerebral Cortex, doi:10.1093/cercor/bhi130, Jul. 13.

A.D. Gerson, L.C. Parra, and P. Sajda (2005) Cortical Origins of Response Time Variability During Rapid Discrimination of Visual Objects, NeuroImage, 28 (2) 326-341.

L.C. Parra, C.D. Spence, A.D. Gerson and P. Sajda (2005) Recipes for the Linear Analysis of EEG, Neuroimage, 28 (2) 342-353.

Baek, K. and Sajda, P. (2005) Inferring figure-ground using a recurrent integrate-and-fire neural circuit. IEEE Transactions on Neural Systems and Rehabilitation Engineering, to appear.

P. Sajda, S. Du, T.R. Brown, R. Stoyanova, D.C. Shungu, X. Mao, and L.C. Parra (2004) Non-negative matrix factorization for  rapid recovery of constituent spectra in magnetic resonance chemical shift imaging of the brain.  IEEE Transactions on Medical Imaging, 23 (12) 1453-1465.

Paul Sajda and Kyungim Baek, (2004) Integration of form and motion within a generative model of visual cortex. Neural Networks, Vol.17, 809-821.

L. Parra, C. Spence, A. Gerson and P. Sajda, (2003) Response Error Correction - A Demonstration of Improved Human-Machine Performance Using Real-Time EEG Monitoring. IEEE Transactions on Neural Systems and Rehabilitation Engineering, 11 (2) 173-177.

P. Sajda, A. Gerson, K-R Mueller, B. Blankertz and L. Parra,(2003) A Data Analysis Competition to Evaluate Machine Learning Algorithms for use in Brain-Computer Interfaces. IEEE Transactions on Neural Systems and Rehabilitation Engineering, 11 (2) 184-185.

L. Parra, C. Alvino, A. Tang, B Pearlmutter, N. Yeung, A. Osman, and P. Sajda, (2003), Single Trial Detection in EEG and MEG: Keeping it Linear. Neurocomputing. (52-54) 177-183.

P. Sajda, C. Spence and L. Parra (2003), A Multi-scale Probabilistic Network Model for Detection, Synthesis and Compression in Mammographic Image Analysis, Medical Image Analysis, 7 (2) 187-204.

L. Parra and P. Sajda (2003), Blind Source Separation via Generalized Eigenvalue Decomposition. Journal of Machine Learning Research: Special issue on ICA, (4) 1261-1269.

L. Parra, C. Alvino, A. Tang, B Pearlmutter, N. Yeung, A. Osman, and P. Sajda, (2002) Linear Spatial Integration for Single Trial Detection in Encephelography. NeuroImage, 17, 223-230.

P. Sajda, C. Spence and J. Pearson (2002) Learning Contextual Relationships in Mammograms using a Hierarchical Pyramid Neural Network. IEEE Transactions on Medical Imaging, 21 (3) 239-250.

J. Asmuth, B. Madjarov, P. Sajda and J. Berger, (2001) Mosaicking and Enhancement of Slitlamp Biomicroscope Fundus Images. British Journal of Ophthalmology, 85, 563-565.

K. Sakai, P. Sajda, S.C. Yen and L. Finkel (1997), Coarse-grain Parallel Computing for Very Large Scale Neural Simulations in the NEXUS Simulation Environment. Computers in Biology and Medicine, Vol. 27(4), 257-266.

P. Sajda, C. Spence, S. Hsu and J. Pearson (1995), Integrating Neural Networks with Image Pyramids to Learn Target Context. Neural Networks 8(7/8), 1143-1152

P. Sajda and L. H. Finkel (1995), Intermediate-Level Visual Representations and the Construction of Surface Perception. Journal of Cognitive Neuroscience 7(2), 267-291.

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L.H. Finkel and P. Sajda (1994), Constructing Visual Perception. American Scientist: 82, 224-237

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L.H. Finkel and P. Sajda (1992), Object Discrimination Based on Depth-from-Occlusion. Neural Computation:4(6), 901-921.

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P. Sajda and L.H. Finkel (1992), Simulating Biological Vision with Hybrid Neural Networks. Simulation:59(1), 47-55.

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P. Sajda and L.H. Finkel (1992), NEXUS: A Simulation Environment for Large-Scale Neural Systems. Simulation, 59(6), 358-364.

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