Selected Publications and Presentations

• Some past and upcoming meeting abstracts.

• N Bigdely-Shamlo, T. Mullen, K. Kreutz-Delgado, S Makeig. Measure projection analysis: A probabilistic approach to EEG source comparison and multi- subject inference. doi://10.1016/j.neuroimage.2013.01.040 NeuroImage (2013 online).

• N Bigdely-Shamlo, K. Kreutz-Delgado, C. Kothe, S Makeig. EyeCatch: Data-mining over Half a Million EEG Independent Components to Construct a Fully-Automated Eye-Component Detector (.pdf, 697k) IEEE Eng. in Biolog. & Med. Conference, Osaka, Japan, June, 2013

• SK Loo, S Makeig. Clinical utility of EEG therapy in Attention-Deficit/Hyperactivity Disorder (ADHD): A research update (1.2 Mb .pdf). Neurotherapeutics 9:568-87, DOI: 10.1007/s13311-012-0131-z, 2012

• T. Mullen, C. Kothe, Y. M. Chi, A. Ojeda, T. Kerth, S Makeig, T-P. Jung Real-Time Estimation and 3D Visualization of Source Dynamics and Connectivity Using Wearable EEG (.pdf, 245kb) 5th International Workshop on Brain-Computer Interfaces 2013, Asilomar Conference Grounds, Pacific Grove, CA.

• M. Burns, N. Bigdely-Shamlo, M. Smith, K. Kreutz-Delgado, S Makeig, Comparison of Averaging and Regression Techniques for Estimating Event Related Potentials (.pdf, 577k) IEEE Eng. in Biolog. & Med. Conference, Osaka, Japan, June, 2013

• Zeynep Akalin Acar & S Makeig, Effect of forward model errors on EEG source localization (free online version), Brain Topography 2013, (high resolution preprint, pdf 7.9Mb)

• S Makeig, C Kothe, T Mullen, N Bigdely-Shamlo, Z Zhang, K Kreutz-Delgado, Evolving signal processing for brain-computer interfaces (0.7 MB pdf) Proceedings of the IEEE 100:1567-1584, May, 2012

• S Makeig, Powerpoint slides from a talk on EEG Data Mining at Washington University, St. Louis, Sept. 2012 (3.7 MB pdf)

• Delorme A, Palmer J, Onton J, Oostenveld R, S Makeig, Independent EEG sources are dipolar PLoS One, i7(2):e30135. doi:10.1371/journalpone.0030135, 2012

• Agatha Lenartowicz, Patricia Walshaw, James T. McCracken, James McGough, S Makeig, Sandra K. Loo. EEG correlates of spatial working memory in ADHD 59th meeting of the American Academy of Child and Adolescent Psychiatry, 2012

• Tim Mullen, Arnaud Delorme, Christian Kothe, S Makeig, SIFT: A electrophysiological source information flow toolbox for EEGLAB Society for Neuroscience, 2010

• Zeynep Akalin Acar & S Makeig, YouTube channel -- Explanatory animated EEG videos!

• Jason Palmer & S Makeig, Contrast functions for independent subspace analysis (0.7Mb pdf) submitted for publication

• Jason Palmer & S Makeig, Kenneth Kreutz-Delgado, Dependency models based on generalized Gaussian scale mixtures and normal variance mean mixtures (0.7Mb pdf), Submitted for publication

• Yu Liao, J Danley, A Vankov, S Makeig, G Deak, Adult-like changes in mu rhythm activity in young children accompany action observation and execution in a social context (2.4Mb pdf poster) Society for Neuroscience, Washington DC, November, 2011

• W Thompson, T Mullen, J Onton, S Makeig, A Bayesian spatiotemporal model for multi-subject EEG source dynamics and effective connectivity (2.2MB pdf poster) ICON XII, Palma, Mallorca, September 25, 2011.

• T Mullen, Z Akalin Acar, J Palmer, G Worrell, S Makeig, Analysis of neuronal source dynamics and connectivity during seizure (12.8MB pdf poster) ICON XII, Palma, Mallorca, September, 2011.

• S Makeig, G Leslie, T Mullen, D Sarma, N Bigdely-Shamlo, C Kothe, Analyzing brain dynamics of affective engagement (527kB pdf proof) Lecture Notes in Computer Science 6975, Springer (in press).

• S Makeig, G Leslie, T Mullen, D Sarma, N Bigdely-Shamlo, C Kothe, First demonstration of a musical emotion BCI (416kB pdf proof) S. D ́Mello et al. (Eds.): ACII 2011, Part II, LNCS 6975, pp. 487–496, Springer-Verlag, 2011.

• Brunner C, Mellinger J, Schalk G, Renard Y, Lecuyer L, Breitwieser C, Mueller-Putz GR, Kothe CA, S Makeig S, Perego P, Andreoni G, Kanoh S, Susila IP, Bianchi L, Venthur B, Blankertz B. BCI Software Platforms. For: Tan D & Nijholt A, Eds. (B+H)CI: The Human in Brain-Computer Interfaces and the Brain in Human-Computer Interactions, Springer Verlag, 2011 in press

• Delorme A, Mullen T, Kothe C, Akalin Acar Z, Bigdely-Shamlo N, Vanko A, Makeig, EEGLAB, SIFT, NFT, BCILAB, and ERICA: New tools for advanced EEG processing. Computat Intelligence Neurosci 2011:130714, 12 pages, doi:10.1155/2011/130714, 2011.

• Z Akalin Acar, J Palmer, G Worrell & S Makeig, Adaptive mixture independent component analysis and source localization in epilepsy, IEEE EMBC 2011, Boston MA, Sept. 2011

• T Mullen, Z Akalin Acar, G Worrell & S Makeig, Modeling cortical source dynamics and interactions during seizure, IEEE EMBC 2011, Boston MA, Sept. 2011

• CA Kothe & S Makeig, Estimation of task workload from EEG data: New and current methods and perspectives, IEEE EMBC 2011, Boston MA, Sept. 2011

• S Makeig (1981) Means, Meaning, and Music ex Tempore, 1. -- Paper on ancient Greek music theory, recently rediscovered on the web!

• A Delorme, T Mullen, C Kothe, S Makeig (1981) An Electrophysiological Information Flow Toolbox for EEGLAB (.pdf, 4.2MB) (2010) Poster presented at the Society for Neuroscience Research 2010.

• S Makeig, Arnaud Delorme, Julie Onton, Nima Bigdely Shamlo, Tim Mullen, Christian Kothe, David Groppe, et al., The Online EEGLAB Workshop - Videos, powerpoint slides, sample data and more from the 12th EEGLAB Workshop, UCSD, Nov. 2010. Resource for learning and teaching principles and use of the EEGLAB signal processing environment for Matlab.

• S Makeig, Onton J. ERP features and EEG dynamics: An ICA perspective (1.1MB pdf) Oxford Handbook of Event-Related Potential Components, Ed. Luck S & Kappenman E, 2011.

• S Makeig, Streaming video of a talk, 'Mining Cognitive Brain Dynamics I', given at the 12th EEGLAB Workshop, La Jolla CA, November 18, 2010. The slides (.pdf) are also available here.

• S Makeig, Streaming video of a talk, 'Mining Cognitive Brain Dynamics II', given at the 12th EEGLAB Workshop, La Jolla CA, November 20, 2010. The slides (.pdf) are also available here.

• S Makeig, Streaming video of a talk, 'Imaging Human Agency with Mobile Brain/Body Imaging (MoBI)', given at the 12th EEGLAB Workshop, La Jolla CA, November 21, 2010. The slides (.pdf) are also available here.

• K Miller, D Hermes, CH Honey M Sharma, RP Rao, M Den J'Nijs, EE Fetz, TJ Sejnowski, AO Hebb, JG Ojemann, S Makeig & EC Leuthardt, Dynamic modulations of local population activity by rhythm phase in human occipital cortex during a visual search task. Frontiers in Human Neuroscience 4:197. doi: 10.3389/fnhum.2010.00197

• Klaus Gramann, JT Gwin, N Bigdely-Shamlo, DP Ferris & Scott Makeig, Visual evoked responses during standing and walking Frontiers in Human Neuroscience doi:10.3889/fnhum.2010.00202

• Zeynep Akalin Acar & Scott Makeig, Neuroelectromagnetic Forward Head Modeling Toolbox J Neurosci Meth doi:10.1016/jneumeth.2010.04.031

• S Makeig & Julie Onton, Emotional BCI: Communicating emotion via EEG dynamics Fourth International BCI Meeting, Carmel, CA, June 2010

• Tim Mullen, Julie Onton, Arnaud Delorme, Scott Makeig, Analysis and visualization of theta-band information flow dynamics in an ERN-producing task Human Brain Mapping, Barcelona, Spain, June 2010

• Delorme A, Kothe C, Vankov A, Bigdely-Shamlo N, Oostenveldt R, Zander T, & S Makeig. MATLAB-based tools for BCI research (1.2 MB, .pdf) In:(B+H)CI: The Human in Brain-Computer Interfaces and the Brain in Human-Computer Interactions, in press.

• Birgit Baernreuther, Thorsten O. Zander, Jessika Reissland, Christian Kothe, Sabine Jatzev, Jessika Reissland, Matti Gaertner, Sebastian Welke, Scott Makeig, Access to covert aspects of user intentions: Detecting bluffing in a game context with a passive BCI. Fourth International BCI Meeting, Carmel, CA, June 2010

• Nima Bigdely-Shamlo & Scott Makeig, MatRiver software for real-time analysis and visualization of EEG and multi-modal data. Fourth International BCI Meeting, Carmel, CA, June 2010

• Christian Kothe, Arnaud Delorme, Thorsten Zander, Scott Makeig BCILAB: A BCI / EEG research framework Fourth International BCI Meeting, Carmel, CA, June 2010

• Onton J & S Makeig. Broadband high-frequency EEG dynamics during emotion imagination. Frontiers in Human Neuroscience, 2009.

• Gramann K, Onton J, Riccobon D, Mueller HJ, Bardins S, S Makeig. Brain dynamics accompanying use of egocentric and allocentric reference frames during human navigation. Journal of Cognitive Neuroscience 22:2836-2849 (doi:10.1162/jocn.2009.21369), 2010.

• Gwin JT, Gramann K, S Makeig, Ferris DP. Removal of movement artifact from high-density EEG recorded during walking and running Journal of Neurophysiology, in press ( doi:10.1152/jn.00105.2010).

• Peterson D, S Makeig, TJ Sejnowski, H Poizner. Probabilistic reversal learning is impaired in Parkinson's disease. (611k) J Neurosci,2009.

• S Makeig. Video: Collaborative dynamics revealed by high-definition EEG. A 31-minute streaming video of a talk at the Temporal Dynamics of Learning Center All-hands Meeting, UCSD, Feb., 2009

• S Makeig. Beyond BCI: Mind monitoring via mobile brain-body imaging (0.1MB pdf) Human-Computer Interface International 2009, San Diego CA, 2009

• Huang R-S, Jung T-P, S Makeig. Tonic changes in EEG power spectra during simulated driving (0.7MB pdf) Human-Computer Interface International 2009, San Diego CA, 2009

• Wang Y, S Makeig. Predicting intended movement direction using EEG from human posterior parietal cortex (0.6MB pdf) Human-Computer Interface International 2009, San Diego CA, 2009

• Groppe D, S Makeig, Kutas M. Identifying reliable independent components via split-half comparisons (0.8MB pdf) NeuroImage 45:1199-2011, 2009

• S Makeig, Gramann K, Jung T-P, Sejnowski TJ, Poizner H. Linking brain, mind and behavior: The promise of mobile brain/body imaging (MoBI) (2.5 MB pdf) International Journal of Psychophysiology, 2009.

• Bigdely-Shamlo N, Vankov A, Ramirez RR, S Makeig, On brain activity-based image classification during rapid serial visual presentation. (8.3 MB pdf) IEEE Transactions on Neural Systems and Rehabilitation Engineering, 16(4): 432-441, 2008

• S Makeig, Video: Mobile high-definition EEG brain imaging. A talk at the UCSD Temporal Dynamics of Learning Center meeting (17 min, Real player) Jan., 2007

• S Makeig, Moving from 2-D to 3-D EEG-based brain imaging. Powerpoint slides (7 MB pdf) for a series of brief talks in an NIMH workshop talk, Sept. 2008

• Palmer J, S Makeig, Kreutz-Delgado K, Rao BD Newton method for the ICA mixture model ICASSP, 2008

• Huang R-S, Jung T-P, Delorme A, S Makeig, Tonic and phasic electroencephalographic dynamics during continuous compensatory tracking. Neuroimage, 2008

• Delorme A, Westerfield M, S Makeig, Medial prefrontal theta bursts precede rapid motor responses during visual selective attention. J Neurosci 27:11949-59, 2007 (DOI:10.1523/JNEUROSCI.3477-07.2007).

• Onton J. S Makeig. ICA example and Overview chapter: Why use ICA to decompose EEG/MEG data?, Progress in Brain Research (2006).

• Wipf D, Ramirez R, Palmer J, S Makeig, Rao B. Analysis of Empirical Bayesian Methods for Neuroelectromagnetic Source Localization , NIPS 2007

• Hsu J-L, Jung T-P, Hsu C-Y, Hsu W-C, Chen Y-K, Duann J-R, Wang H-C, S Makeig . Regional CBF Changes in Parkinsons Disease: A Correlation with Motor Dysfunction. Europ J Nuclear Medicine & Molecular Imaging, 2007.

• Dyrholm, M, S Makeig, Hansen, LK, Convolutive ICA for spatiotemporal analysis of EEG. Neural Computation 19, 934-955, 2007.

• W Einhaeuser, Koch C, S Makeig . The duration of the attentional blink in natural scenes depends on stimulus category. Vision Research 47:597-607, 2007.

• Delorme A, Sejnowski TJ, S Makeig. Improved rejection of artifacts from EEG data using high-order statistics and independent component analysis. NeuroImage, 2007.

• Miller KJ, S Makeig, Hebb A, Rao R, denNijs M, Ojemann GJ. Cortical electrode localization from X-rays and simple mapping for electrocorticographic research: The Location on Cortex (LOC) package for MATLAB, J Neurosci Methods 162:303-308, 2007.

• Onton J, Westerfield M, Townsend J, S Makeig. Interpreting EEG brain dynamics using independent component analysis (pdf, 840k). In: Neuroscience and Behavioral Reviews Special Issue: Development Through the Life Cycle, Eds: Ulman Lindenberger and Shu-Chen Li, 30:808-822, 2006.

• Dyrholm M, S Makeig, Hansen LK, Model structure selection in covolutive mixtures. Lecture Notes in Computer Science 3889:74-81, 2006

• Palmer J, Kreutz-Delgado K, S Makeig. Super-gaussian mixture models for ICA. Lecture Notes in Computer Science 3889:854-861, 2006

• Tsai, AC, Liou, M, Jung, T-P, Onton J, Cheng PE., Huang C-C, Duann, J-R, S Makeig. Mapping single-trial EEG records on the cortical surface through a spatiotemporal modality, NeuroImage 32:195-207, 2006.

• Onton J, Delorme A, S Makeig. Frontal midline EEG dynamics during working memory. NeuroImage 27:341-56, 2005.

• S Makeig , Brain decisions have consequences! from a talk at Banbury Center, Long Island June, 2005 (0.8 MB pdf).

• S Makeig, A 'handwaving' explanation of ICA from a talk at Dollnsee, Germany Sept., 2004.

• S Makeig, Multiscale evidence of multiscale brain communication. Talk at Banbury Center (5MB pdf), May, 2004.

• S Makeig, Delorme A, Westerfield M, Townsend J, Courchense E, Sejnowski TJ, Electroencephalographic brain dynamics following visual targets requiring manual responses. PLOS Biology, 2(6):742-762, 2004.

• S Makeig, Debener S, Onton J, Delorme A, Mining event-related brain dynamics Trends in Cognitive Science, 8(5):204-210, 2004.

• Luu P, Tucker D, S Makeig. Frontal-midline theta and the ERN (4.3MB pdf) Clinical Neurophysiology, 115:1821-35, 2004.

• Delorme A and S Makeig. EEGLAB: an open source toolbox for analysis of single-trial EEG dynamics J Neurosci Methods, 134:9-21, 2004.

• J. Anemuller, Sejnowski TJ, S Makeig, Complex independent component analysis of frequency-domain EEG data, Neural Networks 16:1311-23, 2003.

• Delorme, A. and S Makeig, EEG changes accompanying learned regulation of 12-Hz EEG activity (369 KB pdf), IEEE Trans Neural Sys & Rehab Eng, 2(2):133-136, 2003.

• S Makeig, Event-related brain dynamics: Unifying brain electrophysiology (22KB pdf). Trends in Neurosciences 25,8: 390, August, 2002;

• S Makeig, Jung T-P, Sejnowski TJ. Having your voxels and timing them too? (721KB pdf). In: Exploratory Analysis and Data Modeling in Functional Neuroimaging (F. Sommer & A. Wichert, eds.), The MIT Press, 2002.

• S Makeig, Westerfield M, Jung T-P, Enghoff S, Townsend J, Courchesne E, Sejnowski TJ. Dynamic brain sources of visual evoked responses. Science, 295:690-694 (25 Jan 2002).

• Duann J-R, Jung T-P, Kuo W-J, Yeh T-C, S Makeig, Hsieh J-C, Sejnowski TJ. Measuring the variability of event-related BOLD signals" (72KB pdf),Neuroimage 15: 823-25, 2002.

• Jung T-P, S Makeig, Westerfield M, Townsend J, Courchesne E, Sejnowski TJ. " Independent component analysis of single-trial event-related potentials (1.1 MB pdf)," Human Brain Mapping, 14(3):168-85,2001.

• Jung T-P, S Makeig, McKeown MJ, Bell AJ, Lee T-W, Sejnowski TJ. Imaging brain dynamics using Independent Component Analysis (640 KB pdf), Proceedings of the IEEE, 89(7):1107-22, 2001.

• S Makeig, Jung T-P, Sejnowski TJ. "Awareness during Drowsiness: Dynamics and Electrophysiological Correlates" (.html/.doc.gz), Can J Exp Psychol 54(4):266-73, 2000.

• Jung T-P, S Makeig, Westerfield W, Townsend J, Courchesne E, Sejnowski TJ. " Removal of eye activity artifacts from visual event-related potentials in normal and clinical subjects (1.3MB pdf)," Clinical Neurophysiology, 111:10, 1745-58, 2000.

• S Makeig, Jung T-P, Sejnowski TJ. "An efficient basis for brain-actuated control" (111 KB pdf), IEEE Trans Rehab Eng 8:208-11, 2000.

• Jung T-P, S Makeig, Humphries C , Lee TW, McKeown MJ, Iragui V, Sejnowski TJ. Removing electroencephalographic artifacts by blind source separation (.HTML, pdf.zip), Psychophysiology, 37:163-78, 2000.

• Jung T-P, S Makeig, Lee T-W, McKeown MJ, Brown G, Bell AJ, Sejnowski TJ. "Independent Component Analysis of Biomedical Signals," Second International Workshop on Independent Component Analysis and Signal Separation, Helsinki, pp. 633-44, 2000.

• S Makeig, Westerfield M, Townsend J, Jung T-P, Courchesne E, Sejnowski TJ. Functionally independent components of the early event-related potential in a visual spatial attention task (450 KB pdf). Philosophical Transactions of the Royal Society: Biological Sciences 354:1135-44, 1999. The evoked response data (0.4MB tar.gz)

• S Makeig, Westerfield M, Jung T-P, Covington J, Townsend J, Sejnowski, Courchesne E. J. Neurosci. 19:2665-2680 (1999). Functionally independent components of the late positive event-related potential during visual spatial attention (1 MB pdf) Soc. Neurosci. members (.html) The evoked response data (2Mb tar.gz).

• McKeown MJ, S Makeig, Brown GG, Jung T-P, Kindermann M, Sejnowski TJ. Human Brain Mapping, 6(3):160-88 (1998). Analysis of fMRI by Blind Separation into Independent Spatial Components ( 4MB ps.Z).

• S Makeig, Bell AJ, Jung T-P, Sejnowski TJ. Independent component analysis of electroencephalographic data In: D. Touretzky, M. Mozer and M. Hasselmo (Eds). Advances in Neural Information Processing Systems 8:145-151 (1996). (488KB ps.gz) (First paper applying ICA to EEG).