Prof Barak Pearlmutter

Computer Science, Hamilton Institute, ALL Institute

Professor

Eolas Building
1st Floor
132
(01) 708 6394

Biography

Research Interests

Adaptive systems, automatic differentiation, theoretical neurobiology, neural networks, how the brain works, machine learning, acoustic source separation and localization, neuroscience, brain imaging, programming language design and implementation.

Books

  Year Publication
2005 Perturbation Confusion and Referential Transparency: Correct Functional Implementation of Forward-Mode AD.
Siskind, J.M. and Pearlmutter, Barak A., (2005) Perturbation Confusion and Referential Transparency: Correct Functional Implementation of Forward-Mode AD. [IR Link] [Details]

Book Chapters

  Year Publication
2009 'Reverse Correlation and the VESPA Method'
Lalor, EC;Pearlmutter, BA;Foxe, JJ (2009) 'Reverse Correlation and the VESPA Method' In: BRAIN SIGNAL ANALYSIS: ADVANCES IN NEUROELECTRIC AND NEUROMAGNETIC METHODS. CAMBRIDGE: M I T PRESS. [Details]
2007 'Sparsification for Monaural Source Separation'
Asari, H;Olsson, RK;Pearlmutter, BA;Zador, AM (2007) 'Sparsification for Monaural Source Separation' In: BLIND SPEECH SEPARATION. BERLIN: SPRINGER-VERLAG BERLIN. [Details]
2007 'Sparsification for monaural source separation'
H. Asari, R. K. Olsson, B. A. Pearlmutter, and A. M. Zador. (2007) 'Sparsification for monaural source separation' In: Blind Speech Separation. Springer-Verlag. [Details]
2005 'Multimodal Integration: fMRI, MRI, EEG, MEG'
Y.O. Halchenko, S.J. Hanson and B.A. Pearlmutter (2005) 'Multimodal Integration: fMRI, MRI, EEG, MEG' In: Advanced Image Processing in Magnetic Resonance Imaging: Series on Signal Processing and Communications. Taylor & Francis. [IR Link] [Details]
2002 'Independent Components of Magnetoencephalography: Localization and Single-Trial Response Onset Detection'
A. C. Tang and B. A. Pearlmutter (2002) 'Independent Components of Magnetoencephalography: Localization and Single-Trial Response Onset Detection' In: Magnetic Source Imaging of the Human Brain. Lawrence Erlbaum Associates. [Details]
2001 'Blind source separation by sparse decomposition in a signal dictionary'
M. Zibulevsky, B. A. Pearlmutter, P. Bofill, and P. Kisilev (2001) 'Blind source separation by sparse decomposition in a signal dictionary' In: Independent Components Analysis: Principles and Practice. Cambridge: Cambridge University Press. [Details]
1999 'Sparse matrix methods for modeling single neurons'
B.A. Pearlmutter and A. M. Zador (1999) 'Sparse matrix methods for modeling single neurons' In: Biophysics of Computation: Information Processing in Single Neurons. Oxford: Oxford University Press. [Details]
1991 'The implementation of Oaklisp'
B.A. Pearlmutter and K.J. Lang (1991) 'The implementation of Oaklisp' In: Topics in Advanced Language Implementation. Cambridge: MIT Press. [Details]

Peer Reviewed Journals

  Year Publication
2003 'MEG source localization using an MLP with a distributed output representation'
Jun, SC;Pearlmutter, BA;Nolte, G (2003) 'MEG source localization using an MLP with a distributed output representation'. Ieee Transactions On Biomedical Engineering, 50 :786-789 [DOI] [IR Link] [Details]
2005 'Fast robust subject-independent magnetoencephalographic source localization using an artificial neural network'
Jun, SC;Pearlmutter, BA (2005) 'Fast robust subject-independent magnetoencephalographic source localization using an artificial neural network'. Human Brain Mapping, 24 :21-34 [DOI] [IR Link] [Details]
2006 'Sparse representations for the cocktail party problem'
Asari, H;Pearlmutter, BA;Zador, AM (2006) 'Sparse representations for the cocktail party problem'. Neuroscience, 26 :7477-7490 [DOI] [IR Link] [Details]
2006 'The VESPA: A method for the rapid estimation of a visual evoked potential'
Lalor, EC;Pearlmutter, BA;Reilly, RB;McDarby, G;Foxe, JJ (2006) 'The VESPA: A method for the rapid estimation of a visual evoked potential'. NeuroImage, 32 :1549-1561 [DOI] [IR Link] [Details]
2007 'Optimal coding predicts attentional modulation of activity in neural systems'
Jaramillo, S;Pearlmutter, BA (2007) 'Optimal coding predicts attentional modulation of activity in neural systems'. Neural Computation, 19 :1295-1312 [IR Link] [Details]
2008 'Dissecting the cellular contributions to early visual sensory processing deficits in schizophrenia using the VESPA evoked response'
Lalor, EC;Yeap, S;Reilly, RB;Pearlmutter, BA;Foxe, JJ (2008) 'Dissecting the cellular contributions to early visual sensory processing deficits in schizophrenia using the VESPA evoked response'. Schizophrenia Research, 98 :256-264 [DOI] [IR Link] [Details]
2008 'Hemodynamics for braincomputer interfaces'
Matthews, F;Pearlmutter, BA;Ward, TE;Soraghan, C;Markham, C (2008) 'Hemodynamics for braincomputer interfaces'. Ieee Signal Processing Magazine, 25 :87-94 [DOI] [Details]
2008 'Reverse-mode AD in a functional framework: Lambda the ultimate backpropagator'
Pearlmutter, BA;Siskind, JM (2008) 'Reverse-mode AD in a functional framework: Lambda the ultimate backpropagator'. ACM Transactions on Programming Languages and Systems, 30 [DOI] [Details]
2008 'The LOST Algorithm: Finding Lines and Separating Speech Mixtures'
O'Grady, PD;Pearlmutter, BA (2008) 'The LOST Algorithm: Finding Lines and Separating Speech Mixtures'. Eurasip Journal on Advances in Signal Processing, [DOI] [IR Link] [Details]
2008 'Discovering speech phones using convolutive non-negative matrix factorisation with a sparseness constraint'
O'Grady, PD;Pearlmutter, BA (2008) 'Discovering speech phones using convolutive non-negative matrix factorisation with a sparseness constraint'. Neurocomputing, 72 :88-101 [DOI] [IR Link] [Details]
2013 'A Slow Axon Antidromic Blockade Hypothesis for Tremor Reduction via Deep Brain Stimulation'
Garcia, MR;Pearlmutter, BA;Wellstead, PE;Middleton, RH (2013) 'A Slow Axon Antidromic Blockade Hypothesis for Tremor Reduction via Deep Brain Stimulation'. PLoS ONE, 8 [DOI] [IR Link] [Details]
2009 'A New Hypothesis for Sleep: Tuning for Criticality'
Pearlmutter, BA;Houghton, CJ (2009) 'A New Hypothesis for Sleep: Tuning for Criticality'. Neural Computation, 21 :1622-1641 [IR Link] [Details]
2007 'Isolating endogenous visuo-spatial attentional effects using the novel visual-evoked spread spectrum analysis (VESPA) technique'
Lalor, EC;Kelly, SP;Pearlmutter, BA;Reilly, RB;Foxe, JJ (2007) 'Isolating endogenous visuo-spatial attentional effects using the novel visual-evoked spread spectrum analysis (VESPA) technique'. European Journal of Neuroscience, 26 :3536-3542 [DOI] [IR Link] [Details]
2007 'Illusory percepts from auditory adaptation'
Parra, LC;Pearlmutter, BA (2007) 'Illusory percepts from auditory adaptation'. Journal of the Acoustical Society of America, 121 :1632-1641 [DOI] [IR Link] [Details]
2016 'See http://barak.pearlmutter.net/publications.html for reasonably up-to-date publication list, also see Google Scholar https://scholar.google.com/citations?user=AxFrw0sAAAAJ&hl=en'
Barak A Pearlmutter (2016) 'See http://barak.pearlmutter.net/publications.html for reasonably up-to-date publication list, also see Google Scholar https://scholar.google.com/citations?user=AxFrw0sAAAAJ&hl=en'. To be added, 1 [Details]
2009 'A New Hypothesis for Sleep: Tuning for Criticality'
Pearlmutter, B.A. and Houghton, C.J. (2009) 'A New Hypothesis for Sleep: Tuning for Criticality'. NEURAL COMPUTATION, 21 :1622-1641 [IR Link] [Details]
2008 'Reverse-Mode AD in a functional framework: Lambda the ultimate backpropagator'
B. A. Pearlmutter and J. M. Siskind. (2008) 'Reverse-Mode AD in a functional framework: Lambda the ultimate backpropagator'. TRANSACTIONS ON PROGRAMMING LANGUAGES AND SYSTEMS, TOPLAS, 30 :1-36 [IR Link] [Details]
2008 'Discovering Speech Phones Using Convolutive Non-negative Matrix Factorisation with a Sparseness Constraint'
O'Grady, P.D. and B. A. Pearlmutter (2008) 'Discovering Speech Phones Using Convolutive Non-negative Matrix Factorisation with a Sparseness Constraint'. NEUROCOMPUTING, 72 :88-101 [IR Link] [Details]
2008 'Hemodynamics for Brain-Computer Interfaces: Optical correlates of control signals'
Matthews, F., Pearlmutter, B.A., Ward, T.E., Soraghan, C., Markham, C. (2008) 'Hemodynamics for Brain-Computer Interfaces: Optical correlates of control signals'. IEEE SIGNAL PROCESSING MAGAZINE, 25 :87-94 [IR Link] [Details]
2008 'Nesting forward-mode AD in a functional framework'
J.M. Siskind and B.A. Pearlmutter (2008) 'Nesting forward-mode AD in a functional framework'. HIGHER ORDER AND SYMBOLIC COMPUTATION, 21 :361-376 [Details]
2008 'The LOST Algorithm: finding lines and separating speech mixtures'
OGrady, P.D. and Pearlmutter, B.A. (2008) 'The LOST Algorithm: finding lines and separating speech mixtures'. EURASIP JOURNAL ON ADVANCES IN SIGNAL PROCESSING, 1 :1-17 [IR Link] [Details]
2008 'Dissecting the cellular contributions to early visual sensory processing deficits in schizophrenia using the VESPA evoked response'
E.C. Lalor, S. Yeap, R.B. Reilly, B.A. Pearlmutter and J.J. Foxe (2008) 'Dissecting the cellular contributions to early visual sensory processing deficits in schizophrenia using the VESPA evoked response'. SCHIZOPHRENIA RESEARCH, 98 :256-264 [IR Link] [Details]
2008 'Reverse-Mode AD in a Functional Framework: Lambda the Ultimate Backpropagator'
Pearlmutter, B.A. and J. M. Siskind (2008) 'Reverse-Mode AD in a Functional Framework: Lambda the Ultimate Backpropagator'. TOPLAS, 30 :1-36 [IR Link] [Details]
2007 'Optimal coding predicts attentional modulation in neuronal systems'
S. Jaramillo and B.A. Pearlmutter (2007) 'Optimal coding predicts attentional modulation in neuronal systems'. NEURAL COMPUTATION, 19 :1295-1312 [IR Link] [Details]
2007 'Isolating endogenous visuo-spatial attentional effects using the novel visual-evoked spread spectrum analysis (VESPA) technique'
E.C. Lalor, S.P. Kelly, B.A. Pearlmutter, R.B. Reilly and J.J. Foxe (2007) 'Isolating endogenous visuo-spatial attentional effects using the novel visual-evoked spread spectrum analysis (VESPA) technique'. EUROPEAN JOURNAL OF NEUROSCIENCE, 26 :3536-3542 [IR Link] [Details]
2007 'Illusory Percepts from Auditory Adaptation'
L.C. Parra and B.A. Pearlmutter (2007) 'Illusory Percepts from Auditory Adaptation'. JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 121 :1632-1641 [IR Link] [Details]
2006 'Sparse Representations for the Cocktail Party Problem'
H. Asari, B.A. Pearlmutter and A.M. Zador (2006) 'Sparse Representations for the Cocktail Party Problem'. JOURNAL OF NEUROSCIENCE, 26 :7477-7490 [IR Link] [Details]
2006 'Spread-Spectrum Intensity Modulation for Rapid Estimation of a Visually Evoked Potential'
E.C. Lalor, B.A. Pearlmutter, J.J. Foxe, R.B. Reilly and G. McDarby (2006) 'Spread-Spectrum Intensity Modulation for Rapid Estimation of a Visually Evoked Potential'. NEUROIMAGE, 32 :1549-1561 [IR Link] [Details]
2005 'Fast Robust Subject-Independent Magnetoencephalographic Source Localization using an Artificial Neural Network'
Sung Chan Jun and Barak A. Pearlmutter (2005) 'Fast Robust Subject-Independent Magnetoencephalographic Source Localization using an Artificial Neural Network'. HUMAN BRAIN MAPPING, 1 :21-34 [IR Link] [Details]
2005 'Neuronal Predictions of Sparse Linear Representations'
B.A. Pearlmutter and H. Asari and A.M. Zador (2005) 'Neuronal Predictions of Sparse Linear Representations'. FORUM ACUSTICUM, [Details]
2005 'Linear Program Differentiation For Single-Channel Speech Separation'
Pearlmutter, B. A. and Olsson, R. K. (2005) 'Linear Program Differentiation For Single-Channel Speech Separation'. INTERNATIONAL JOURNAL OF IMAGING SYSTEMS AND TECHNOLOGY, 15 :18-33 [IR Link] [Details]
2005 'Survey of Sparse and Non-Sparse Methods in Source Separation'
P.D. O'Grady, B.A. Pearlmutter and S.T. Rickard (2005) 'Survey of Sparse and Non-Sparse Methods in Source Separation'. INTERNATIONAL JOURNAL OF IMAGING SYSTEMS AND TECHNOLOGY, 15 :18-33 [IR Link] [Details]
2004 'A normative model of attention: receptive field modulation'
Santiago Jaramillo and Barak A. Pearlmutter (2004) 'A normative model of attention: receptive field modulation'. NEUROCOMPUTING, 58-60 :613-618 [IR Link] [Details]
2003 'MEG source localization using an MLP with a distributed output representation'
Sung Chan Jun, Barak A. Pearlmutter, and Guido Nolte (2003) 'MEG source localization using an MLP with a distributed output representation'. IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 50 :786-789 [IR Link] [Details]
2003 'Single-trial detection in EEG and MEG: Keeping it linear'
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 :177-183 [IR Link] [Details]
2002 'Linear spatial weighting for single trial detection in encephalography'
L. Parra, C . Alvino, A. Tang, B. Pearlmutter, N. Yeung, A. Osman, and P. Sajda (2002) 'Linear spatial weighting for single trial detection in encephalography'. COMPUTATIONAL NEUROSCIENCE MEETING, 17 [IR Link] [Details]
2002 'Independent Components of Magnetoencephalography: Single-Trial Response Time Estimation'
B.A. Pearlmutter, A.C. Tang, N.A. Malaszenko and D.B. Phung (2002) 'Independent Components of Magnetoencephalography: Single-Trial Response Time Estimation'. NEUROIMAGE, 17 :1773-1789 [IR Link] [Details]
2002 'Linear spatial integration for single trial detection in encephalography'
L. Parra, C. Alvino, A. Tang, B. Pearlmutter, N. Yeung, A. Osman, and P. Sajda (2002) 'Linear spatial integration for single trial detection in encephalography'. NeuroImage, 17 :223-230 [IR Link] [Details]
2002 'Independent Components of Magnetoencephalography: Localization'
A.C. Tang, B.A. Pearlmutter, N.A. Malaszenko, D.B. Phung, and B.C. Reeb (2002) 'Independent Components of Magnetoencephalography: Localization'. NEURAL COMPUTATION, 14 :1827-1858 [IR Link] [Details]
2002 'Fast accurate MEG source localization using a MLP trained with real brain noise'
S.C. Jun and B. A. Pearlmutter and G. Nolte (2002) 'Fast accurate MEG source localization using a MLP trained with real brain noise'. Physics in Medicine and Biology, 47 :2547-2560 [IR Link] [Details]
2001 'Blind Source Separation by Sparse Decomposition in a Signal Dictionary'
M. Zibulevsky and B.A. Pearlmutter (2001) 'Blind Source Separation by Sparse Decomposition in a Signal Dictionary'. NEURAL COMPUTATION, 13 :863-882 [IR Link] [Details]
2000 'Blind source separation of multichannel neuromagnetic responses'
A.C. Tang, B.A. Pearlmutter, M. Zibulevsky and S.A. Carter (2000) 'Blind source separation of multichannel neuromagnetic responses'. NEUROCOMPUTING, 32-33 :1115-1120 [IR Link] [Details]
1996 'Doing the twist: Diagonal meshes are isomorphic to twisted toroidal meshes'
B.A. Pearlmutter (1996) 'Doing the twist: Diagonal meshes are isomorphic to twisted toroidal meshes'. IEEE TRANSACTIONS ON COMPUTERS, 45 [IR Link] [Details]
1996 'VC dimension of an integrate and fire neuron model'
A. M. Zador and B.A. Pearlmutter (1996) 'VC dimension of an integrate and fire neuron model'. Neural Computation, 8 :611-624 [Details]
1996 'Garbage collection with pointers to single cells'
B.A. Pearlmutter (1996) 'Garbage collection with pointers to single cells'. 39 :202-206 [Details]
1995 'Time-skew Hebb rule in a nonisopotential neuron'
B.A. Pearlmutter (1995) 'Time-skew Hebb rule in a nonisopotential neuron'. Neural Computation, 7 :706-712 [Details]
1995 'Gradient calculation for dynamic recurrent neural networks: a survey'
B.A. Pearlmutter (1995) 'Gradient calculation for dynamic recurrent neural networks: a survey'. IEEE TRANSACTIONS ON NEURAL NETWORKS, 6 :1212-1228 [IR Link] [Details]
1994 'Fast exact multiplication by the Hessian'
B.A. Pearlmutter (1994) 'Fast exact multiplication by the Hessian'. NEURAL COMPUTATION, 6 :147-160 [IR Link] [Details]
1989 'Learning state space trajectories in recurrent neural networks'
B.A. Pearlmutter (1989) 'Learning state space trajectories in recurrent neural networks'. NEURAL COMPUTATION, 1 :263-269 [IR Link] [Details]

Other Journals

  Year Publication
2013 'See http://barak.pearlmutter.net/publications.html for reasonably complete publication list'
Professor Barak Pearlmutter (2013) 'See http://barak.pearlmutter.net/publications.html for reasonably complete publication list' Journal of unpublished titles containing useful information, 2013 . [Details]

Conference Publications

  Year Publication
2003 Sparse separation: Principles and tricks
Pearlmutter, BA;Potluru, VK (2003) Sparse separation: Principles and tricks INDEPENDENT COMPONENT ANALYSES, WAVELETS, AND NEURAL NETWORKS , pp.1-4 [Details]
2003 Progress in blind separation of magnetoencephalographic data
Pearlmutter, BA;Jaramillo, S (2003) Progress in blind separation of magnetoencephalographic data INDEPENDENT COMPONENT ANALYSES, WAVELETS, AND NEURAL NETWORKS , pp.129-134 [Details]
2004 Monaural source separation using spectral cues
Pearlmutter, BA;Zador, AM (2004) Monaural source separation using spectral cues INDEPENDENT COMPONENT ANALYSIS AND BLIND SIGNAL SEPARATION , pp.478-485 [IR Link] [Details]
2004 Soft-LOST: EM on a mixture of oriented lines
O'Grady, PD;Pearlmutter, BA (2004) Soft-LOST: EM on a mixture of oriented lines INDEPENDENT COMPONENT ANALYSIS AND BLIND SIGNAL SEPARATION , pp.430-436 [IR Link] [Details]
2004 A normative model of attention: receptive field modulation
Jaramillo, S;Pearlmutter, BA (2004) A normative model of attention: receptive field modulation COMPUTATIONAL NEUROSCIENCE: TRENDS IN RESEARCH 2004 , pp.613-618 [DOI] [Details]
2005 Transformations of Gaussian process priors
Murray-Smith, R;Pearlmutter, BA (2005) Transformations of Gaussian process priors DETERMINISTIC AND STATISTICAL METHODS IN MACHINE LEARNING , pp.110-123 [Details]
2005 Filtered Gaussian processes for learning with large data-sets
Shi, JQ;Murray-Smith, R;Titterington, DM;Pearlmutter, BA (2005) Filtered Gaussian processes for learning with large data-sets SWITCHING AND LEARNING IN FEEDBACK SYSTEMS , pp.128-139 [Details]
2006 A DUAL-CHANNEL OPTICAL BRAIN-COMPUTER INTERFACE IN A GAMING ENVIRONMENT
Soraghan, C;Matthews, F;Kelly, D;Ward, T;Markham, C;Pearlmutter, BA;O'Neill, R (2006) A DUAL-CHANNEL OPTICAL BRAIN-COMPUTER INTERFACE IN A GAMING ENVIRONMENT CGAMES'2006: PROCEEDINGS OF THE 9TH INTERNATIONAL CONFERENCE ON COMPUTER GAMES: ARTIFICIAL INTELLIGENCE AND MOBILE SYSTEMS , pp.35-39 [IR Link] [Details]
2007 Lazy Multivariate Higher-Order Forward-Mode AD
Pearlmutter, BA;Siskind, JM (2007) Lazy Multivariate Higher-Order Forward-Mode AD CONFERENCE RECORD OF POPL 2007: THE 34TH ACM SIGPLAN SIGACT SYMPOSIUM ON PRINCIPLES OF PROGAMMING LANGUAGES , pp.155-160 [IR Link] [Details]
2007 Lazy multivariate higher-order forward-mode AD
Pearlmutter, BA;Siskind, JM (2007) Lazy multivariate higher-order forward-mode AD ACM SIGPLAN NOTICES , pp.155-160 [Details]
2007 First-class nonstandard interpretations by opening closures
Siskind, JM;Pearlmutter, BA (2007) First-class nonstandard interpretations by opening closures ACM SIGPLAN NOTICES , pp.71-76 [Details]
2008 SOFTWARE PLATFORM FOR RAPED PROTOTYPING OF NIRS BRAIN COMPUTER INTERFACING TECHNIQUES
Matthews, F;Soraghan, C;Ward, TE;Markham, C;Pearlmutter, BA (2008) SOFTWARE PLATFORM FOR RAPED PROTOTYPING OF NIRS BRAIN COMPUTER INTERFACING TECHNIQUES 2008 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Vols 1-8 , pp.4840-4843 [Details]
2008 A 12-Channel, real-time near-infrared spectroscopy instrument for brain-computer interface applications
Soraghan, C;Matthews, F;Markham, C;Pearlmutter, BA;ONeill, R;Ward, TE (2008) A 12-Channel, real-time near-infrared spectroscopy instrument for brain-computer interface applications 2008 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Vols 1-8 , pp.5648-5651 [IR Link] [Details]
2009 Filtered Gaussian Processes for Learning with Large Data-Sets
Shi, J.Q., R. Murray-Smith, D. M. Titterington and B.A. Pearlmutter (2009) Filtered Gaussian Processes for Learning with Large Data-Sets Proceedings of Switching and Learning in Feedback Systems: European Summer School on Multi-Agent Control, Maynooth, Ireland, 8-10 September 2003 [Details]
2008 Nesting forward-mode AD in a functional framework
Siskind , J.M. and Pearlmutter, B.A. (2008) Nesting forward-mode AD in a functional framework Proceedings of the 5th International Conference on Automatic Differentiation. Bonn, Germany, August 2008 [IR Link] [Details]
2008 A 12-Channel Real-Time Near-Infrared Spectroscopy Instrument for Brain-Computer Interface Applications
Soraghan, C., C. Markham, F. Matthews, R. O'Neill, B. A. Pearlmutter and T.E. Ward (2008) A 12-Channel Real-Time Near-Infrared Spectroscopy Instrument for Brain-Computer Interface Applications Proceedings of the 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, August 20-24 2008, Vancouver, BA, Canada [IR Link] [Details]
2008 Software Platform for Rapid Prototyping of NIRS Brain Computer Interfacing Techniques
Matthews, F., C. Markham, B.A. Pearlmutter, C. Soraghan and T. Ward (2008) Software Platform for Rapid Prototyping of NIRS Brain Computer Interfacing Techniques Proceedings of the 30th Annual International IEEE EMBS Conference, 20-24 August 2008, Vancouver, Canada , pp.4840-4843 [IR Link] [Details]
2008 Using Programming Language Theory to make AD Sound and Efficient
Pearlmutter, B.A. and J. M. Siskind (2008) Using Programming Language Theory to make AD Sound and Efficient Proceedings of the 5th International Conference on Automatic Differentiation. Bonn, Germany, August 2008 , pp.79-90 [IR Link] [Details]
2007 First-Class Nonstandard Interpretations by Opening Closures
Jeffrey Mark Siskind and Barak A. Pearlmutter (2007) First-Class Nonstandard Interpretations by Opening Closures Proceedings of the 2007 Symposium on Principles of Programming Languages (POPL 2007), Nice France , pp.71-76 [IR Link] [Details]
2007 Discovering convolutive speech phones using sparseness and nonnegativity
P.D. O'Grady and B.A. Pearlmutter (2007) Discovering convolutive speech phones using sparseness and nonnegativity Proceedings of Seventh International Conference on Independent Component Analysis, London, UK, September 2007 , pp.520-527 [IR Link] [Details]
2007 Lazy Multivariate Higher-Order Forward-Mode AD
Barak A. Pearlmutter and Jeffrey Mark Siskind (2007) Lazy Multivariate Higher-Order Forward-Mode AD Proceedings of the 2007 Symposium on Principles of Programming Languages (POPL 2007), Nice France , pp.155-160 [IR Link] [Details]
2007 Biophotonic Methods for Brain-Computer Interfaces
Soraghan , C. and Matthews, F. and Markham, C. and Pearlmutter, B. A. and Ward, T. (2007) Biophotonic Methods for Brain-Computer Interfaces Photonics Ireland 2007,September 24th-26th, 2007, Galway, Ireland [IR Link] [Details]
2006 Linear program differentiation for single-channel speech separation
Pearlmutter, B.A. and Olsson, R.K. (2006) Linear program differentiation for single-channel speech separation Proceedings of the IEEE International Workshop on Machine Learning for Signal Processing (MLSP 2006) 6th - 8th September, 2006, Arlington, VA [IR Link] [Details]
2006 Convolutive non-negative matrix factorisation with a sparseness constraint
Paul D. O'Grady and Barak A. Pearlmutter (2006) Convolutive non-negative matrix factorisation with a sparseness constraint Proceedings of the IEEE International Workshop on Machine Learning for Signal Processing (MLSP 2006), 6th - 8th September, 2006, Arlington, VA [IR Link] [Details]
2006 A spectrum of colors: Investigating the temporal frequency characteristics of the human visual system using a system identification approach
E. C. Lalor, R. B. Reilly, B. A. Pearlmutter, and J. J. Foxe (2006) A spectrum of colors: Investigating the temporal frequency characteristics of the human visual system using a system identification approach Proc. IEEE Eng. Med. Biol. Soc [IR Link] [Details]
2006 Use your powers wisely: resource allocation in parallel channels
Santiago Jaramillo and Barak A. Pearlmutter (2006) Use your powers wisely: resource allocation in parallel channels Proceedings of the IEEE International Workshop on Machine Learning for Signal Processing (MLSP 2006) 6th - 8th September, 2006, Arlington, VA [IR Link] [Details]
2006 A Dual-Channel Optical Brain-Computer Interface In A Gaming Environment
Soraghan , C.J., Matthews, F., Kelly, D., Ward, T., Markham, C., Pearlmutter, B. and O'Neill, R. (2006) A Dual-Channel Optical Brain-Computer Interface In A Gaming Environment CGAMES 2006 - 9th International Conference on Computer Games: AI, Animation, Mobile, Educational and Serious Games, Dublin, Ireland , pp.35-39 [IR Link] [Details]
2005 Transformations of Gaussian Process priors
R. Murray-Smith, B. A. Pearlmutter, (2005) Transformations of Gaussian Process priors Statistical Methods in Machine Learning, LNAI 3635 , pp.110-123 [Details]
2005 Learning with large data sets using filtered Gaussian Process priors
J.Q. Shi, R. Murray-Smith, and D.M. Titterington, B. Pearlmutter, (2005) Learning with large data sets using filtered Gaussian Process priors Proceedings of the Hamilton Summer School on Switching and Learning in Feedback systems, Lecture Notes in Computing Science, Vol. 3355 , pp.128-139 [Details]
2005 Neuronal Predictions of Sparse Linear Representations
Barak A. Pearlmutter and Hiroki Asari and Anthony M. Zador (2005) Neuronal Predictions of Sparse Linear Representations Forum Acusticum 2005, Aug 29-Sep 2, Budapest, Hungary [IR Link] [Details]
2005 Perturbation Confusion and Referential Transparency: Correct Functional Implementation of Forward-Mode AD
Jeffrey Mark Siskind and Barak A. Pearlmutter (2005) Perturbation Confusion and Referential Transparency: Correct Functional Implementation of Forward-Mode AD Proceedings of the 17th International Workshop on Implementation and Application of Functional Languages (IFL2005), Sep 19-21, 2005, Dublin Ireland [IR Link] [Details]
2005 Hard-LOST: Modified k-Means for Oriented Lines
Paul D. O'Grady and Barak A. Pearlmutter (2005) Hard-LOST: Modified k-Means for Oriented Lines Proc. ISSC-2004, Jun 30-Jul 2, 2004, Belfast, Northern Ireland [Details]
2004 Subject-Independent Magnetoencephalographic Source Localization by a Multilayer Perceptron
Sung Chan Jun and Barak A. Pearlmutter (2004) Subject-Independent Magnetoencephalographic Source Localization by a Multilayer Perceptron Advances in Neural Information Processing Systems 16 [IR Link] [Details]
2004 Soft-LOST: EM on a Mixture of Oriented Lines
P. D. O'Grady and Barak A. Pearlmutter (2004) Soft-LOST: EM on a Mixture of Oriented Lines Proc. ICA2004 [IR Link] [Details]
2004 Monaural Source Separation Using Spectral Cues
Barak A. Pearlmutter and Anthony M. Zador (2004) Monaural Source Separation Using Spectral Cues Proc. ICA2004 [IR Link] [Details]
2003 Progress in Blind Separation of Magnetoencephalographic Data
B. A. Pearlmutter and S. Jaramillo (2003) Progress in Blind Separation of Magnetoencephalographic Data Proceedings of SPIE, vol 5102: Independent Component Analyses, Wavelets, and Neural Networks , pp.129-134 [Details]
2003 Sparse Separation: Principles and Tricks
B.A. Pearlmutter and Vamsi K. Potluru (2003) Sparse Separation: Principles and Tricks Proceedings of SPIE, vol 5102: Independent Component Analyses, Wavelets, and Neural Networks , pp.1-4 [Details]
2002 Fast robust MEG source localization using MLPs
Jun, S.C., Pearlmutter, B.A. and Nolte, G. (2002) Fast robust MEG source localization using MLPs Proceedings of the 13th International Conference on Biomagnetism, August 10-14, 2002, Jena, Germany [IR Link] [Details]
2002 Nonlinear time series analysis of human alpha rhythm
Nolte, G., Sander, T., Lueschow, A.and Pearlmutter, B.A. (2002) Nonlinear time series analysis of human alpha rhythm Proceedings of the 13th International Conference on Biomagnetism, August 10-14, 2002, Jena, Germany [IR Link] [Details]
2002 Blind source separation via multinode sparse representation
M. Zibulevsky, P. Kisilev, Y.Y. Zeevi and B.A. Pearlmutter (2002) Blind source separation via multinode sparse representation Advances in Neural Information Processing Systems, vol 14 , pp.1049-1056 [IR Link] [Details]
2000 An MEG study of response latency and variability in the human visual system during a visual-motor integration task
A.C. Tang, B.A. Pearlmutter, M. Zibulevsky, T.A. Hely and M.P. Weisend (2000) An MEG study of response latency and variability in the human visual system during a visual-motor integration task Advances in Neural Information Processing Systems, vol 12 , pp.185-191 [Details]
2000 Differentiation functions of the Jacobian with respect to the weights
G.W. Flake and B.A. Pearlmutter (2000) Differentiation functions of the Jacobian with respect to the weights Advances in Neural Information Processing Systems, vol 12 , pp.435-441 [IR Link] [Details]
1999 Detecting intrusions using system calls: alternative data models
Warrender , C., Forrest , S. and Pearlmutter, B. (1999) Detecting intrusions using system calls: alternative data models Proceedings of the 1999 IEEE Symposium on Security and Privacy, May 9-12, 1999, Oakland, California [IR Link] [Details]
1998 Results of the Abbadingo One DFA Learning Competition and a New Evidence-Driven State Merging Algorithm
K.J. Lang, B.A. Pearlmutter and R.A. Price (1998) Results of the Abbadingo One DFA Learning Competition and a New Evidence-Driven State Merging Algorithm ICGI-98 [IR Link] [Details]
1997 Maximum Likelihood Blind Source Separation: A Context-Sensitive Generalization of ICA
B.A. Pearlmutter and L.C. Parra (1997) Maximum Likelihood Blind Source Separation: A Context-Sensitive Generalization of ICA Advances in Neural Information Processing Systems, vol 9 [IR Link] [Details]
1993 The discriminative power of a dynamical model neuron
A.M. Zador and B.A. Pearlmutter (1993) The discriminative power of a dynamical model neuron Computational Learning Theory and `Natural' Learning Systems, Volume IV: Making Learning Practical. Provincetown,USA, September 1993 , pp.213-225 [Details]
1993 Automatic learning rate maximization by on-line estimation of the Hessian's eigenvectors
Y. LeCun, P.Y. Simard and B.A. Pearlmutter (1993) Automatic learning rate maximization by on-line estimation of the Hessian's eigenvectors Advances in Neural Information Processing Systems, vol 5 , pp.153-163 [Details]
1992 Temporally continuous vs. clocked networks
B.A. Pearlmutter (1992) Temporally continuous vs. clocked networks Neural Networks in Robotics. First Workshop on Neural Networks in Robotics, 23-25 October 1991 [Details]
1992 Response reliability of the neuronal population of the aplysia abdominal ganglion during the gill-withdrawal reflex
A.C. Tang, C. X. Falk, L.B. Cohen, J.Y. Wu, B.A. Pearlmutter and H.P. Hoepp (1992) Response reliability of the neuronal population of the aplysia abdominal ganglion during the gill-withdrawal reflex International Joint Conference on Neural Networks, Beijing, China, November 1992 [Details]
1992 Gradient descent: Second-order momentum and saturating error
B.A. Pearlmutter (1992) Gradient descent: Second-order momentum and saturating error Advances in Neural Information Processing Systems, vol 4 , pp.887-894 [IR Link] [Details]
1991 Chaitin-Kolmogorov complexity and generalization in neural networks
B.A. Pearlmutter and R. Rosenfeld (1991) Chaitin-Kolmogorov complexity and generalization in neural networks Advances in Neural Information Processing Systems, vol 3 , pp.925-931 [IR Link] [Details]
1990 Equivalence proofs for multi-layer perceptron classifiers and the Bayesian discriminant function Connectionist Models
J.B. Hampshire and B.A. Pearlmutter (1990) Equivalence proofs for multi-layer perceptron classifiers and the Bayesian discriminant function Connectionist Models Proceedings of the 1990 Summer School , pp.159-172 [IR Link] [Details]
1989 Learning state space trajectories in recurrent neural networks
B.A. Pearlmutter (1989) Learning state space trajectories in recurrent neural networks International Joint Conference on Neural Networks vol 2, Washington, USA, 18-22 June 1989 , pp.365-372 [Details]
1989 Using a neural network to learn the dynamics of the CMU direct-drive arm II
K.Y. Goldberg and B.A. Pearlmutter (1989) Using a neural network to learn the dynamics of the CMU direct-drive arm II Advances in Neural Information Processing Systems, vol 1 , pp.356-363 [Details]
1989 Learning state space trajectories in recurrent neural networks
B.A. Pearlmutter (1989) Learning state space trajectories in recurrent neural networks Proceedings of the 1988 Connectionist Models Summer School , pp.113-117 [Details]
1986 G-maximization: an unsupervised learning procedure
B.A. Pearlmutter and G.E. Hinton (1986) G-maximization: an unsupervised learning procedure Snowbird Conference on Neural Networks for Computing, Number 151 in AIP Conference Proceedings , pp.333-338 [Details]

Conference Contributions

  Year Publication
2004 Research Seminars, Dept. of Electronic Engineering.
(2004) Research Seminars, Dept. of Electronic Engineering. [Oral Presentation], Introduction to Independent Components Analysis, NUI Maynooth [Details]
2004 Research Seminars, Dept. of Electronic Engineering.
(2004) Research Seminars, Dept. of Electronic Engineering. [Oral Presentation], New Methods and Applications of Algorithmic Differ, NUI Maynooth [Details]

Book Review

  Year Publication
1990 Two new learning procedures for recurrent networks.
B.A. Pearlmutter (1990) Two new learning procedures for recurrent networks. Book Review [Details]

Editorial

  Year Publication
2013 Dreams, mnemonics, and tuning for criticality.
Pearlmutter, BA;Houghton, CJ (2013) Dreams, mnemonics, and tuning for criticality. NEW YORK: Editorial [DOI] [Details]

Reviews

  Year Publication
2005 Survey of sparse and non-sparse methods in source separation.
O'Grady, PD;Pearlmutter, BA;Rickard, ST (2005) Survey of sparse and non-sparse methods in source separation. HOBOKEN: Reviews [Details]

Technical Publication

  Year Publication
2008 Putting the Automatic Back into AD: Part I, What's Wrong.
J. M. Siskind and B. A. Pearlmutter (2008) Putting the Automatic Back into AD: Part I, What's Wrong. Technical Publication [Details]
2008 Putting the Automatic Back into AD: Part II, Dynamic, Automatic, Nestable, and Fast.
B. A. Pearlmutter and J. M. Siskind (2008) Putting the Automatic Back into AD: Part II, Dynamic, Automatic, Nestable, and Fast. Technical Publication [Details]
2008 Using Polyvariant Union-Free Flow Analysis to Compile a Higher-Order Functional-Programming Language with a First-Class Derivative Operator to Efficient Fortran-like Code.
J. M. Siskind and B. A. Pearlmutter (2008) Using Polyvariant Union-Free Flow Analysis to Compile a Higher-Order Functional-Programming Language with a First-Class Derivative Operator to Efficient Fortran-like Code. Technical Publication [Details]
2003 Transformations of Gaussian Process priors.
R. Murray-Smith, B. Pearlmutter (2003) Transformations of Gaussian Process priors. Technical Publication [Details]
1999 Blind Source Separation by Sparse Decomposition.
M. Zibulevsky and B.A. Pearlmutter (1999) Blind Source Separation by Sparse Decomposition. Technical Publication [Details]
1996 Radar project results.
Barak A. Pearlmutter (1996) Radar project results. Technical Publication [Details]
1995 Linear compression of the strips database.
Barak A. Pearlmutter and Scott T. Rickard (1995) Linear compression of the strips database. Technical Publication [Details]
1995 Relating egomotion and image evolution.
Barak A. Pearlmutter and Leonid Gurvits (1995) Relating egomotion and image evolution. Technical Publication [Details]

Employment

  Employer Position From / To
University of New Mexico, Albuquerque Professor in Dept. of Computer Science /
NUI Maynooth Professor in Dept. of Computer Science and Hamilton Institute /