## 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.

### Book Chapter

Year | Publication | |
---|---|---|

2018 |
Pearlmutter, Barak A. and Šmigoc, Helena (2018) 'Nonnegative Factorization of a Data Matrix as a Motivational Example for Basic Linear Algebra' In: Challenges and Strategies in Teaching Linear Algebra. Earth : Springer International Publishing. | |

2012 |
Radul, Alexey and Pearlmutter, Barak A and Siskind, Jeffrey Mark (2012) 'AD in Fortran: Implementation via prepreprocessor' In: : Springer Berlin Heidelberg. | |

2009 |
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. [Full-Text] | |

2008 |
Pearlmutter, Barak A and Siskind, Jeffrey Mark (2008) 'Using programming language theory to make automatic differentiation sound and efficient' In: : Springer Berlin Heidelberg. [Full-Text] | |

2007 |
Asari, H;Olsson, RK;Pearlmutter, BA;Zador, AM (2007) 'Sparsification for Monaural Source Separation' In: BLIND SPEECH SEPARATION. BERLIN : SPRINGER-VERLAG BERLIN. | |

2007 |
Asari, Hiroki and Olsson, Rasmus K and Pearlmutter, Barak A and Zador, Anthony M (2007) 'Sparsification for monaural source separation' In: : Springer Netherlands. | |

2005 |
Murray-Smith, Roderick and Pearlmutter, Barak A (2005) 'Transformations of Gaussian process priors' In: : Springer Berlin Heidelberg. [Full-Text] | |

2005 |
Shi, Jian Qing and Murray-Smith, Roderick and Titterington, D Mike and Pearlmutter, Barak A (2005) 'Filtered gaussian processes for learning with large data-sets' In: : Springer Berlin Heidelberg. [Full-Text] | |

2005 |
Y.O. Halchenko, S.J. Hanson and B.A. Pearlmutter (2005) 'Multimodal Integration: fMRI, MRI, EEG, MEG' In: L. Landini, V. Positano and M.F. Santarelli(Eds.). Advanced Image Processing in Magnetic Resonance Imaging: Series on Signal Processing and Communications. : Taylor & Francis. [Full-Text] | |

2005 |
Halchenko, Yaroslav O and Hanson, Stephen Jos\'e and Pearlmutter, Barak A (2005) 'Multimodal integration: fMRI, MRI, EEG, MEG' In: : Taylor \& Francis. [Full-Text] | |

2002 |
A. C. Tang and B. A. Pearlmutter (2002) 'Independent Components of Magnetoencephalography: Localization and Single-Trial Response Onset Detection' In: Z. L. Lu and L. Kaufman(Eds.). Magnetic Source Imaging of the Human Brain. : Lawrence Erlbaum Associates. [Full-Text] | |

2001 |
M. Zibulevsky, B. A. Pearlmutter, P. Bofill, and P. Kisilev (2001) 'Blind source separation by sparse decomposition in a signal dictionary' In: S. J. Roberts and R. M. Everson(Eds.). Independent Components Analysis: Principles and Practice. Cambridge : Cambridge University Press. | |

2001 |
Zibulevsky, M. and Pearlmutter, BA and Bofill, P. and Kisilev, P. (2001) 'Blind source separation by sparse decomposition in a signal dictionary' In: : Cambridge Univ Press. | |

1999 |
B.A. Pearlmutter and A. M. Zador (1999) 'Sparse matrix methods for modeling single neurons' In: C. Koch(Eds.). Biophysics of Computation: Information Processing in Single Neurons. Oxford : Oxford University Press. | |

1993 |
Pearlmutter, Barak A (1993) 'Temporally continuous vs. clocked networks' In: : Springer US. [Full-Text] | |

1991 |
B.A. Pearlmutter and K.J. Lang (1991) 'The implementation of Oaklisp' In: P. Lee(Eds.). Topics in Advanced Language Implementation. Cambridge : MIT Press. |

### Peer Reviewed Journal

Year | Publication | |
---|---|---|

2019 |
Manzyuk O.;Pearlmutter B.;Andreyevich Radul A.;Rush D.;Siskind J. (2019) 'Perturbation Confusion in Forward Automatic Differentiation of Higher-Order Functions'. Journal of Functional Programming, . [DOI] | |

2018 |
Baydin, AG;Pearlmutter, BA;Radul, AA;Siskind, JM (2018) 'Automatic Differentiation in Machine Learning: a Survey'. Journal of Machine Learning Research, 18 . [Full-Text] | |

2018 |
Siskind J.;Pearlmutter B. (2018) 'Divide-and-conquer checkpointing for arbitrary programs with no user annotation'. Optimization Methods and Software, 33 (4-6):1288-1330. [DOI] [Full-Text] | |

2017 |
Geeraert, S\'ebastien and Lehalle, Charles-Albert and Pearlmutter, Barak and Pironneau, Olivier and Reghai, Adil (2017) 'Mini-symposium on automatic differentiation and its applications in the financial industry'. . [Full-Text] | |

2016 |
Hamilton, Caroline and D'Arcy, Shona and Pearlmutter, Barak A and Crispino, Gloria and Lalor, Edmund C and Conlon, Brendan J (2016) 'An Investigation of Feasibility and Safety of Bi-Modal Stimulation for the Treatment of Tinnitus: An Open-Label Pilot Study'. 19 (8):832-837. [Full-Text] | |

2016 |
Hamilton C;D'Arcy S;Pearlmutter BA;Crispino G;Lalor EC;Conlon BJ; (2016) 'An Investigation of Feasibility and Safety of Bi-Modal Stimulation for the Treatment of Tinnitus: An Open-Label Pilot Study'. Neuromodulation : Journal Of The International Neuromodulation Society, 19 (8). [DOI] [Full-Text] | |

2016 |
Kelly, Robert and Pearlmutter, Barak A and Siskind, Jeffrey Mark (2016) 'Evolving the Incremental Lambda Calculus into a Model of Forward Automatic Differentiation (AD)'. . [Full-Text] | |

2015 |
Gunes Baydin, Atilim and Pearlmutter, Barak A and Andreyevich Radul, Alexey and Siskind, Jeffrey Mark (2015) 'Automatic differentiation in machine learning: a survey'. . [Full-Text] | |

2015 |
Baydin, Atilim Gunes and Pearlmutter, Barak A and Siskind, Jeffrey Mark (2015) 'DiffSharp: Automatic Differentiation Library'. . [Full-Text] | |

2014 |
Baydin, Atilim Gunes and Pearlmutter, Barak A (2014) 'An Analysis of Publication Venues for Automatic Differentiation Research'. . [Full-Text] | |

2014 |
Baydin, At\il\im G\"une\cs and Pearlmutter, Barak A (2014) 'Automatic Differentiation of Algorithms for Machine Learning'. . [Full-Text] | |

2014 |
Potluru, V and Diaz-Montes, Javier and Sarwate, Anand D and Plis, Sergey M and Calhoun, Vince D and Pearlmutter, B and Parashar, Manish (2014) 'CometCloudCare (C3). Distributed Machine Learning Platform-as-a-Service with Privacy Preservation'. . [Full-Text] | |

2013 |
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] [Full-Text] | |

2013 |
Calhoun V.;Potluru V.;Phlypo R.;Silva R.;Pearlmutter B.;Caprihan A.;Plis S.;Adali T. (2013) 'Independent Component Analysis for Brain fMRI Does Indeed Select for Maximal Independence'. PLoS ONE, 8 (8). [DOI] [Full-Text] | |

2013 |
Calhoun, Vince D and Potluru, Vamsi K and Phlypo, Ronald and Silva, Rogers F and Pearlmutter, Barak A and Caprihan, Arvind and Plis, Sergey M and Adal\i (2013) 'Correction: Independent Component Analysis for Brain fMRI Does Indeed Select for Maximal Independence'. 8 (10). [Full-Text] | |

2013 |
Barbu, Andrei and Siddharth, N and Xiong, Caiming and Corso, Jason J and Fellbaum, Christiane D and Hanson, Catherine and Hanson, Stephen Jos\'e and H\'elie, S\'ebastien and Malaia, Evguenia and Pearlmutter, Barak A and others (2013) 'The Compositional Nature of Verb and Argument Representations in the Human Brain'. . [Full-Text] | |

2013 |
Potluru, Vamsi K and Plis, Sergey M and Roux, Jonathan Le and Pearlmutter, Barak A and Calhoun, Vince D and Hayes, Thomas P (2013) 'Block coordinate descent for sparse NMF'. . [Full-Text] | |

2013 |
Pearlmutter, Barak A and Houghton, Conor J (2013) 'Dreams, mnemonics, and tuning for criticality'. 36 (06):625-626. [Full-Text] | |

2012 |
Radul, Alexey and Pearlmutter, Barak A and Siskind, Jeffrey Mark (2012) 'AD in Fortran'. . [Full-Text] | |

2012 |
Radul, Alexey and Pearlmutter, Barak A and Siskind, Jeffrey Mark (2012) 'AD in Fortran, Part 1: Design'. . [Full-Text] | |

2012 |
Manzyuk, Oleksandr and Pearlmutter, Barak A and Radul, Alexey Andreyevich and Rush, David R and Siskind, Jeffrey Mark (2012) 'Confusion of tagged perturbations in forward automatic differentiation of higher-order functions'. . [Full-Text] | |

2009 |
Pearlmutter, BA;Houghton, CJ (2009) 'A New Hypothesis for Sleep: Tuning for Criticality'. Neural Computation, 21 :1622-1641. [Full-Text] | |

2009 |
Drakakis, Konstantinos and Pearlmutter, Barak A (2009) 'On the calculation of the l2→ l1 induced matrix norm'. 3 (5):231-240. [Full-Text] | |

2008 |
Pearlmutter, Barak A and Siskind, Jeffrey Mark (2008) 'Reverse-mode AD in a functional framework: Lambda the ultimate backpropagator'. 30 (2). [Full-Text] | |

2008 |
Siskind, Jeffrey M and Pearlmutter, Barak A (2008) 'Putting the Automatic Back into AD: Part I, What's Wrong'. . [Full-Text] | |

2008 |
Siskind J.;Pearlmutter B. (2008) 'Nesting forward-mode AD in a functional framework'. Higher-Order and Symbolic Computation, 21 (4):361-376. [DOI] [Full-Text] | |

2008 |
Matthews F.;Soraghan C.;Ward T.;Markham C.;Pearlmutter B. (2008) 'Software platform for rapid prototyping of NIRS brain computer interfacing techniques'. Conference Proceedings : ... Annual International Conference Of The Ieee Engineering In Medicine And Biology Society. Ieee Engineering In Medicine And Biology Society. Conference, :4840-4843. [Full-Text] | |

2008 |
Soraghan C.;Matthews F.;Markham C.;Pearlmutter B.;O'Neill R.;Ward T. (2008) 'A 12-channel, real-time near-infrared spectroscopy instrument for brain-computer interface applications'. Conference Proceedings : ... Annual International Conference Of The Ieee Engineering In Medicine And Biology Society. Ieee Engineering In Medicine And Biology Society. Conference, :5648-5651. [Full-Text] | |

2008 |
O'Grady, PD;Pearlmutter, BA (2008) 'Discovering speech phones using convolutive non-negative matrix factorisation with a sparseness constraint'. Neurocomputing, 72 :88-101. [DOI] [Full-Text] | |

2008 |
O'Grady, PD;Pearlmutter, BA (2008) 'The LOST Algorithm: Finding Lines and Separating Speech Mixtures'. Eurasip Journal on Advances in Signal Processing, . [DOI] [Full-Text] | |

2008 |
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] [Full-Text] | |

2008 |
Matthews, F;Pearlmutter, BA;Ward, TE;Soraghan, C;Markham, C (2008) 'Hemodynamics for braincomputer interfaces'. Ieee Signal Processing Magazine, 25 :87-94. [DOI] [Full-Text] | |

2008 |
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] [Full-Text] | |

2008 |
Pearlmutter, B.A. and J. M. Siskind (2008) 'Reverse-Mode AD in a Functional Framework: Lambda the Ultimate Backpropagator'. TOPLAS, 30 :1-36. [Full-Text] | |

2008 |
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. [Full-Text] | |

2008 |
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. [Full-Text] | |

2007 |
Parra, Lucas C and Pearlmutter, Barak A (2007) 'Illusory percepts from auditory adaptation'. 121 (3):1632-1641. [Full-Text] | |

2007 |
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] [Full-Text] | |

2007 |
S. Jaramillo and B.A. Pearlmutter (2007) 'Optimal coding predicts attentional modulation in neuronal systems'. Neural Computation, 19 :1295-1312. [Full-Text] | |

2007 |
Jaramillo, S;Pearlmutter, BA (2007) 'Optimal coding predicts attentional modulation of activity in neural systems'. Neural Computation, 19 :1295-1312. [Full-Text] | |

2007 |
O’Grady, Paul and Pearlmutter, Barak (2007) 'Discovering convolutive speech phones using sparseness and non-negativity'. :520-527. [Full-Text] | |

2007 |
Parra, LC;Pearlmutter, BA (2007) 'Illusory percepts from auditory adaptation'. Journal of the Acoustical Society of America, 121 :1632-1641. [DOI] [Full-Text] | |

2006 |
Kumar, D and Foody, J and Fitzgerald, D and Kelly, D and Ward, T and Markham, C and Caulfield, B and Soraghan, Christopher and Matthews, Fiachra and Kelly, Dan and others (2006) 'Tools and systems for Games and Virtual Reality (2)'. . [Full-Text] | |

2006 |
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. [Full-Text] | |

2006 |
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] [Full-Text] | |

2006 |
Asari, Hiroki and Pearlmutter, Barak A and Zador, Anthony M (2006) 'Sparse representations for the cocktail party problem'. 26 (28):7477-7490. [Full-Text] | |

2006 |
Asari, H;Pearlmutter, BA;Zador, AM (2006) 'Sparse representations for the cocktail party problem'. Neuroscience, 26 :7477-7490. [DOI] [Full-Text] | |

2005 |
Pearlmutter, Barak A (2005) 'Bounds on query convergence'. . [Full-Text] | |

2005 |
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. [Full-Text] | |

2005 |
Jun, SC;Pearlmutter, BA (2005) 'Fast robust subject-independent magnetoencephalographic source localization using an artificial neural network'. Human Brain Mapping, 24 :21-34. [DOI] [Full-Text] | |

2005 |
Shi, JQ and Murray-Smith, R and Titterington, DM and Pearlmutter, BA (2005) 'Learning with large data-sets using a filtering approach'. 23 :128-139. [Full-Text] | |

2005 |
B.A. Pearlmutter and H. Asari and A.M. Zador (2005) 'Neuronal Predictions of Sparse Linear Representations'. FORUM ACUSTICUM, . [Full-Text] | |

2005 |
O'grady, Paul D and Pearlmutter, Barak A and Rickard, Scott T (2005) 'Survey of sparse and non-sparse methods in source separation'. 15 (1):18-33. [Full-Text] | |

2004 |
Halchenko, Yaroslav O and Pearlmutter, Barak A and Hanson, Stephen Jos\'e and Zaimi, Adi (2004) 'Fusion of functional brain imaging modalities via linear programming'. 48 (2):102-104. [Full-Text] | |

2004 |
Pearlmutter, Barak and Zador, Anthony (2004) 'Monaural source separation using spectral cues'. :478-485. [Full-Text] | |

2004 |
O’Grady, Paul and Pearlmutter, Barak (2004) 'Soft-LOST: EM on a mixture of oriented lines'. :430-436. [Full-Text] | |

2004 |
Jaramillo S.;Pearlmutter B. (2004) 'A normative model of attention: Receptive field modulation'. Neurocomputing, 58-60 :613-618. [DOI] [Full-Text] | |

2004 |
Jaramillo, Santiago and Pearlmutter, Barak A (2004) 'Exploring the attentional modulation of neural codes'. 3 . | |

2004 |
Jaramillo, Santiago and Pearlmutter, Barak A (2004) 'Attention and Optimal Sensory Codes'. 58 (June):613-618. [Full-Text] | |

2003 |
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] [Full-Text] | |

2003 |
Tang, Akaysha C and Pearlmutter, Barak A (2003) 'Independent components of magnetoencephalography: Localization and single-trial response onset detection'. :159-201. [Full-Text] | |

2003 |
Parra, Lucas and Alvino, Chris and Tang, Akaysha and Pearlmutter, Barak and Yeung, Nick and Osman, Allen and Sajda, Paul (2003) 'Single-trial detection in EEG and MEG: Keeping it linear'. 52 :177-183. [Full-Text] | |

2002 |
Pearlmutter, Barak A and Link, Hamilton E (2002) 'Algorithmic differentiation through convergent loops'. . [Full-Text] | |

2002 |
Jun, Sung Chan and Pearlmutter, Barak A and Nolte, Guido (2002) 'Fast accurate MEG source localization using a multilayer perceptron trained with real brain noise'. 47 (14). [Full-Text] | |

2002 |
Tang, Akaysha C and Pearlmutter, Barak A and Malaszenko, Natalie A and Phung, Dan B (2002) 'Independent components of magnetoencephalography: single-trial response onset times'. 17 (4):1773-1789. [Full-Text] | |

2002 |
Tang, Akaysha C and Pearlmutter, Barak A and Malaszenko, Natalie A and Phung, Dan B and Reeb, Bethany C (2002) 'Independent components of magnetoencephalography: localization'. 14 (8):1827-1858. [Full-Text] | |

2002 |
Parra, Lucas and Alvino, Chris and Tang, Akaysha and Pearlmutter, Barak and Yeung, Nick and Osman, Allen and Sajda, Paul (2002) 'Linear spatial integration for single-trial detection in encephalography'. 17 (1):223-230. [Full-Text] | |

2002 |
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 . [Full-Text] | |

2002 |
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. [Full-Text] | |

2002 |
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. [Full-Text] | |

2001 |
Zibulevsky, Michael and Pearlmutter, Barak A (2001) 'Blind source separation by sparse decomposition in a signal dictionary'. 13 (4):863-882. [Full-Text] | |

2000 |
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. [Full-Text] | |

1996 |
Pearlmutter, Barak (1996) 'Garbage collection with pointers to individuals cells'. 39 (12es). [Full-Text] | |

1996 |
Pearlmutter, Barak A (1996) 'Doing the twist: diagonal meshes are isomorphic to twisted toroidal meshes'. 45 (6):766-767. [Full-Text] | |

1996 |
B.A. Pearlmutter (1996) 'Garbage collection with pointers to single cells'. 39 :202-206. [Full-Text] | |

1996 |
A. M. Zador and B.A. Pearlmutter (1996) 'VC dimension of an integrate and fire neuron model'. Neural Computation, 8 :611-624. [Full-Text] | |

1995 |
B.A. Pearlmutter (1995) 'Gradient calculation for dynamic recurrent neural networks: a survey'. IEEE Transactions on Neural Networks, 6 :1212-1228. [Full-Text] | |

1995 |
Pearlmutter, Barak A (1995) 'Time-skew Hebb rule in a nonisopotential neuron'. 7 (4):706-712. [Full-Text] | |

1995 |
Pearlmutter, Barak A (1995) 'Gradient calculations for dynamic recurrent neural networks: A survey'. 6 (5):1212-1228. [Full-Text] | |

1994 |
Pearlmutter, Barak A (1994) 'Fast exact multiplication by the Hessian'. 6 (1):147-160. [Full-Text] | |

1994 |
Pearlmutter, Barak A (1994) 'Comments on 'Hebbian learning is jointly controlled by electrotonic and input structure''. 5 (3):425-426. [Full-Text] | |

1994 |
Pearlmutter, Barak (1994) 'Simplifying Neural Network Soft Weight-sharing Measures by Soft Weight-measure Soft Weight Sharing'. 6 (1):105-105. [Full-Text] | |

1993 |
LeCun, Yann and Simard, Patrice Y and Pearlmutter, Barak (1993) 'Automatic learning rate maximization by on-line estimation of the Hessian’s eigenvectors'. 5 :156-163. [Full-Text] | |

1992 |
Pearlmutter, Barak A and Sanatchandran, P (1992) 'Comments on Dynamic programming approach to optimal weight selection in multilayer neural networks[with reply]'. 3 (6):1028-1029. [Full-Text] | |

1989 |
Pearlmutter, Barak A (1989) 'Learning state space trajectories in recurrent neural networks'. 1 (2):263-269. [Full-Text] | |

1988 |
Lang, Kevin J and Pearlmutter, Barak A (1988) 'Oaklisp: an object-oriented dialect of scheme'. 1 (1):39-51. [Full-Text] | |

1986 |
Lang, Kevin J and Pearlmutter, Barak A (1986) 'Oaklisp: an object-oriented Scheme with first class types'. 21 (11):30-37. [Full-Text] |

### Conference Publication

Year | Publication | |
---|---|---|

2021 |
Habiba M.;Pearlmutter B.A. (2021) International Conference on Electrical, Computer, and Energy Technologies, ICECET 2021 [DOI] Neural Network based on Automatic Differentiation Transformation of Numeric Iterate-to-Fixedpoint | |

2021 |
Habiba M.;Borphy E.;Pearlmutter B.A.;Ward T. (2021) International Conference on Electrical, Computer, and Energy Technologies, ICECET 2021 [DOI] ECG Synthesis with Neural ODE and GAN Models | |

2021 |
Habiba M.;Pearlmutter B.A. (2021) International Conference on Electrical, Computer, and Energy Technologies, ICECET 2021 [DOI] Continuous Convolutional Neural Networks: Coupled Neural PDE and ODE | |

2021 |
Maleki M.;Habiba M.;Pearlmutter B.A. (2021) 2021 32nd Irish Signals and Systems Conference, ISSC 2021 [DOI] HeunNet: Extending ResNet using Heun's Method | |

2020 |
Habiba, M;Pearlmutter, BA (2020) 2020 31ST IRISH SIGNALS AND SYSTEMS CONFERENCE (ISSC) Neural Ordinary Differential Equation based Recurrent Neural Network Model | |

2020 |
Habiba, M;Pearlmutter, BA (2020) 2020 31ST IRISH SIGNALS AND SYSTEMS CONFERENCE (ISSC) Neural ODEs for Informative Missingess in Multivariate Time Series | |

2020 |
Habiba M.;Pearlmutter B.A. (2020) 2020 31st Irish Signals and Systems Conference, ISSC 2020 [DOI] Neural ODEs for Informative Missingess in Multivariate Time Series | |

2020 |
Habiba M.;Pearlmutter B.A. (2020) 2020 31st Irish Signals and Systems Conference, ISSC 2020 [DOI] Neural Ordinary Differential Equation based Recurrent Neural Network Model | |

2020 |
Liao, H;Pearlmutter, BA;Potluru, VK;Woodruff, DP (2020) INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND STATISTICS, VOL 108 Automatic Differentiation of Sketched Regression | |

2019 |
Kelly R.;Pearlmutter B.;Maguire P. (2019) Leibniz International Proceedings in Informatics, LIPIcs [DOI] [Full-Text]Concurrent robin hood hashing | |

2019 |
Burns, T.; Pearlmutter, B.A.; McDonald, J. (2019) Proceedings of the Irish Machine Vision and Image Processing Conference, IMVIP 2019 [Full-Text]MouldingNet: Deep-Learning for 3D Object Reconstruction | |

2016 |
Siskind, Jeffrey Mark and Pearlmutter, Barak A. (2016) 7th International Conference on Algorithmic Differentiation (AD) [Full-Text]Binomial Checkpointing for Arbitrary Programs with No User Annotation | |

2016 |
Siskind, Jeffrey Mark and Pearlmutter, Barak A. (2016) 7th International Conference on Algorithmic Differentiation (AD) [Full-Text]Efficient Implementation of a Higher-Order Language with Built-In AD | |

2016 |
Baydin, At\il\im G\"une\cs and Pearlmutter, Barak A. and Siskind, Jeffrey Mark (2016) 7th International Conference on Algorithmic Differentiation (AD) [Full-Text]DiffSharp: An AD Library for .NET Languages | |

2016 |
Baydin, At\il\im G\"une\cs and Pearlmutter, Barak A. and Siskind, Jeffrey Mark (2016) 7th International Conference on Algorithmic Differentiation (AD) [Full-Text]Tricks from Deep Learning | |

2014 |
Barbu A.;Barrett D.;Chen W.;Siddharth N.;Xiong C.;Corso J.;Fellbaum C.;Hanson C.;Hanson S.;HÃ©lie S.;Malaia E.;Pearlmutter B.;Siskind J.;Talavage T.;Wilbur R. (2014) Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) [DOI] [Full-Text]Seeing is worse than believing: Reading people's minds better than computer-vision methods recognize actions | |

2014 |
Barbu, A;Barrett, DP;Chen, W;Siddharth, N;Xiong, CM;Corso, JJ;Fellbaum, CD;Hanson, C;Hanson, SJ;Helie, S;Malaia, E;Pearlmutter, BA;Siskind, JM;Talavage, TM;Wilbur, RB (2014) COMPUTER VISION - ECCV 2014, PT V [Full-Text]Seeing is Worse than Believing: Reading People's Minds Better than Computer-Vision Methods Recognize Actions | |

2014 |
Barbu, Andrei and Barrett, Daniel P and Chen, Wei and Siddharth, Narayanaswamy and Xiong, Caiming and Corso, Jason J and Fellbaum, Christiane D and Hanson, Catherine and Hanson, Stephen Jos\'e and H\'elie, S\'ebastien and others (2014) European Conference on Computer Vision [Full-Text]Seeing is worse than believing: Reading people’s minds better than computer-vision methods recognize actions | |

2013 |
O'Neill, R and Hamilton, C and Pearlmutter, B and Crispino, G and Hughes, S and Conlon, B (2013) IRISH JOURNAL OF MEDICAL SCIENCE Impact of Acoustic and Tactile Multi-modal Neuromodulation on Objective and Subjective Measures of Permanent Intractable Tinnitus | |

2013 |
Potluru V.;Plis S.;Le Roux J.;Pearlmutter B.;Calhoun V.;Hayes T. (2013) 1st International Conference on Learning Representations, ICLR 2013 - Conference Track Proceedings Block coordinate descent for sparse NMF | |

2012 |
Radul A.;Pearlmutter B.;Siskind J. (2012) Lecture Notes in Computational Science and Engineering [DOI] [Full-Text]AD in Fortran: Implementation via prepreprocessor | |

2011 |
GarcÃa M.;Verwoerd M.;Pearlmutter B.;Wellstead P.;Middleton R. (2011) Proceedings of the IEEE Conference on Decision and Control [DOI] [Full-Text]Deep brain stimulation may reduce tremor by preferential blockade of slower axons via antidromic activation | |

2011 |
Potluru, Vamsi K and Plis, Sergey M and Pearlmutter, Barak A and Calhoun, Vince D and Hayes, Thomas P (2011) 7th Student Conference [Full-Text]Sequential Sparse NMF | |

2011 |
Garc\'\ia, M\'\iriam R and Verwoerd, Mark and Pearlmutter, Barak A and Wellstead, Peter E and Middleton, Richard H (2011) Decision and Control and European Control Conference (CDC-ECC), 2011 50th IEEE Conference on [Full-Text] | |

2009 |
de Fr\'ein, Ruair\'\i and Rickard, Scott T and Pearlmutter, Barak A (2009) International Conference on Independent Component Analysis and Signal Separation [Full-Text]Constructing time-frequency dictionaries for source separation via time-frequency masking and source localisation | |

2009 |
Shi, J.Q., R. Murray-Smith, D. M. Titterington and B.A. Pearlmutter (2009) Proceedings of Switching and Learning in Feedback Systems: European Summer School on Multi-Agent Control, Maynooth, Ireland, 8-10 September 2003 [Full-Text]Filtered Gaussian Processes for Learning with Large Data-Sets | |

2009 |
Frein R.;Rickard S.;A.pearlmutter B. (2009) Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) [DOI] [Full-Text]Constructing Time-Frequency Dictionaries for Source Separation via Time-Frequency Masking and Source Localisation | |

2009 |
de Frein, R;Rickard, ST;Pearlmutter, BA (2009) INDEPENDENT COMPONENT ANALYSIS AND SIGNAL SEPARATION, PROCEEDINGS [Full-Text] | |

2008 |
Matthews, Fiachra and Soraghan, Christopher and Ward, Tomas E and Markham, Charles and Pearlmutter, Barak A (2008) Engineering in Medicine and Biology Society, 2008. EMBS 2008. 30th Annual International Conference of the IEEE [Full-Text]Software platform for rapid prototyping of NIRS brain computer interfacing techniques | |

2008 |
Matthews F.;Soraghan C.;Ward T.;Markham C.;Pearlmutter B. (2008) Proceedings of the 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS'08 - Personalized Healthcare through Technology Software platform for rapid prototyping of MRS brain computer interfacing techniques | |

2008 |
Soraghan, C and Matthews, F and Markham, C and Pearlmutter, BA and O'Neill, R and Ward, TE (2008) Engineering in Medicine and Biology Society, 2008. EMBS 2008. 30th Annual International Conference of the IEEE [Full-Text]A 12-channel, real-time near-infrared spectroscopy instrument for brain-computer interface applications | |

2008 |
Soraghan C.;Matthews F.;Markham C.;Pearlmutter B.;O'Neill R.;Ward T. (2008) Proceedings of the 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS'08 - Personalized Healthcare through Technology [Full-Text] | |

2008 |
Matthews, F., C. Markham, B.A. Pearlmutter, C. Soraghan and T. Ward (2008) Proceedings of the 30th Annual International IEEE EMBS Conference, 20-24 August 2008, Vancouver, Canada [Full-Text]Software Platform for Rapid Prototyping of NIRS Brain Computer Interfacing Techniques | |

2008 |
Soraghan, C., C. Markham, F. Matthews, R. O'Neill, B. A. Pearlmutter and T.E. Ward (2008) Proceedings of the 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, August 20-24 2008, Vancouver, BA, Canada [Full-Text]A 12-Channel Real-Time Near-Infrared Spectroscopy Instrument for Brain-Computer Interface Applications | |

2008 |
Soraghan, C;Matthews, F;Markham, C;Pearlmutter, BA;ONeill, R;Ward, TE (2008) 2008 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Vols 1-8 [Full-Text]A 12-Channel, real-time near-infrared spectroscopy instrument for brain-computer interface applications | |

2008 |
Siskind , J.M. and Pearlmutter, B.A. (2008) Proceedings of the 5th International Conference on Automatic Differentiation. Bonn, Germany, August 2008 [Full-Text]Nesting forward-mode AD in a functional framework | |

2008 |
Pearlmutter B.;Siskind J. (2008) Lecture Notes in Computational Science and Engineering [DOI] [Full-Text]Using programming language theory to make automatic differentiation sound and efficient | |

2008 |
de Fr\'ein, Ruair\'\i and Rickard, Scott T and Pearlmutter, Barak A (2008) 8th International Conference on Mathematics in Signal Processing [Full-Text]Sparse Multichannel Source Localization and Separation | |

2008 |
Matthews, F;Soraghan, C;Ward, TE;Markham, C;Pearlmutter, BA (2008) 2008 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Vols 1-8 [Full-Text]SOFTWARE PLATFORM FOR RAPED PROTOTYPING OF NIRS BRAIN COMPUTER INTERFACING TECHNIQUES | |

2008 |
Pearlmutter, B.A. and J. M. Siskind (2008) Proceedings of the 5th International Conference on Automatic Differentiation. Bonn, Germany, August 2008 [Full-Text]Using Programming Language Theory to make AD Sound and Efficient | |

2007 |
O'Grady, PD;Pearlmutter, BA (2007) INDEPENDENT COMPONENT ANALYSIS AND SIGNAL SEPARATION, PROCEEDINGS [Full-Text]Discovering convolutive speech phones using sparseness and non-negativity | |

2007 |
Barak A. Pearlmutter and Jeffrey Mark Siskind
(2007) Proceedings of the 2007 Symposium on Principles of Programming Languages (POPL 2007), Nice France
[Full-Text]Lazy Multivariate Higher-Order Forward-Mode AD
| |

2007 |
Jeffrey Mark Siskind and Barak A. Pearlmutter
(2007) Proceedings of the 2007 Symposium on Principles of Programming Languages (POPL 2007), Nice France
[Full-Text]First-Class Nonstandard Interpretations by Opening Closures
| |

2007 |
P.D. O'Grady and B.A. Pearlmutter (2007) Proceedings of Seventh International Conference on Independent Component Analysis, London, UK, September 2007 [Full-Text]Discovering convolutive speech phones using sparseness and nonnegativity | |

2007 |
Soraghan , C. and Matthews, F. and Markham, C. and Pearlmutter, B. A. and Ward, T. (2007) Photonics Ireland 2007,September 24th-26th, 2007, Galway, Ireland [Full-Text]Biophotonic Methods for Brain-Computer Interfaces | |

2007 |
Pearlmutter, BA;Siskind, JM (2007) CONFERENCE RECORD OF POPL 2007: THE 34TH ACM SIGPLAN SIGACT SYMPOSIUM ON PRINCIPLES OF PROGAMMING LANGUAGES [Full-Text]Lazy Multivariate Higher-Order Forward-Mode AD | |

2007 |
Pearlmutter, BA;Siskind, JM (2007) ACM SIGPLAN NOTICES [Full-Text]Lazy multivariate higher-order forward-mode AD | |

2007 |
Siskind, JM;Pearlmutter, BA (2007) ACM SIGPLAN NOTICES [Full-Text]First-class nonstandard interpretations by opening closures | |

2007 |
O'Grady P.;Pearlmutter B. (2007) Proceedings of the 2006 16th IEEE Signal Processing Society Workshop on Machine Learning for Signal Processing, MLSP 2006 [DOI] [Full-Text]Convolutive non-negative matrix factorisation with a sparseness constraint | |

2007 |
Pearlmutter B.;Olsson R. (2007) Proceedings of the 2006 16th IEEE Signal Processing Society Workshop on Machine Learning for Signal Processing, MLSP 2006 [DOI] [Full-Text]Linear program differentiation for single-channel speech separation | |

2007 |
Siskind J.;Pearlmutter B. (2007) Conference Record of the Annual ACM Symposium on Principles of Programming Languages [DOI] [Full-Text]First-class nonstandard interpretations by opening closures | |

2007 |
O'Grady P.;Pearlmutter B. (2007) Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) [Full-Text]Discovering convolutive speech phones using sparseness and non-negativity | |

2007 |
Jaramillo S.;Pearlmutter B. (2007) Proceedings of the 2006 16th IEEE Signal Processing Society Workshop on Machine Learning for Signal Processing, MLSP 2006 [DOI] [Full-Text]Use your powers wisely: Resource allocation in parallel channels | |

2007 |
Pearlmutter B.;Siskind J. (2007) Conference Record of the Annual ACM Symposium on Principles of Programming Languages [DOI] [Full-Text]Lazy multivariate higher-order forward-mode AD | |

2007 |
Siskind, Jeffrey Mark and Pearlmutter, Barak A (2007) ACM SIGPLAN Notices First-class nonstandard interpretations by opening closures | |

2007 |
Pearlmutter, Barak A and Siskind, Jeffrey Mark (2007) ACM SIGPLAN Notices Lazy multivariate higher-order forward-mode AD | |

2006 |
Pearlmutter, Barak A and Olsson, Rasmus K (2006) Machine Learning for Signal Processing, 2006. Proceedings of the 2006 16th IEEE Signal Processing Society Workshop on [Full-Text]Linear program differentiation for single-channel speech separation | |

2006 |
O'grady, Paul D and Pearlmutter, Barak A (2006) Machine Learning for Signal Processing, 2006. Proceedings of the 2006 16th IEEE Signal Processing Society Workshop on [Full-Text]Convolutive non-negative matrix factorisation with a sparseness constraint | |

2006 |
Lalor, Edmund C and Reilly, Richard B and Pearlmutter, Barak A and Foxe, John J (2006) Engineering in Medicine and Biology Society, 2006. EMBS'06. 28th Annual International Conference of the IEEE [Full-Text]A spectrum of colors: investigating the temporal frequency characteristics of the human visual system using a system identification approach | |

2006 |
Jaramillo, Santiago and Pearlmutter, Barak A (2006) Machine Learning for Signal Processing, 2006. Proceedings of the 2006 16th IEEE Signal Processing Society Workshop on [Full-Text]Use your powers wisely: resource allocation in parallel channels | |

2006 |
Soraghan C.;Matthews F.;Kelly D.;Ward T.;Markham C.;Pearlmutter B.;Neill R. (2006) Proceedings of CGAMES 2006 - 9th International Conference on Computer Games: Artificial Intelligence and Mobile Systems [Full-Text]A dual-channel optical brain-computer interface in a gaming environment | |

2006 |
Lalor E.;Reilly R.;Pearlmutter B.;Foxe J. (2006) Annual International Conference of the IEEE Engineering in Medicine and Biology - Proceedings [DOI] [Full-Text]A spectrum of colors: Investigating the temporal frequency characteristics of the human visual system using a system identification approach | |

2006 |
Soraghan, C;Matthews, F;Kelly, D;Ward, T;Markham, C;Pearlmutter, BA;O'Neill, R (2006) CGAMES'2006: PROCEEDINGS OF THE 9TH INTERNATIONAL CONFERENCE ON COMPUTER GAMES: ARTIFICIAL INTELLIGENCE AND MOBILE SYSTEMS [Full-Text]A DUAL-CHANNEL OPTICAL BRAIN-COMPUTER INTERFACE IN A GAMING ENVIRONMENT | |

2006 |
E. C. Lalor, R. B. Reilly, B. A. Pearlmutter, and J. J. Foxe
(2006) Proc. IEEE Eng. Med. Biol. Soc
[Full-Text] | |

2006 |
Soraghan , C.J., Matthews, F., Kelly, D., Ward, T., Markham, C., Pearlmutter, B. and O'Neill, R. (2006) CGAMES 2006 - 9th International Conference on Computer Games: AI, Animation, Mobile, Educational and Serious Games, Dublin, Ireland [Full-Text]A Dual-Channel Optical Brain-Computer Interface In A Gaming Environment | |

2006 |
Santiago Jaramillo and Barak A. Pearlmutter
(2006) Proceedings of the IEEE International Workshop on Machine Learning for Signal Processing (MLSP 2006)
6th - 8th September, 2006, Arlington, VA [Full-Text]Use your powers wisely: resource allocation in parallel channels | |

2006 |
Paul D. O'Grady and Barak A. Pearlmutter
(2006) Proceedings of the IEEE International Workshop on Machine Learning for Signal Processing (MLSP 2006), 6th - 8th September, 2006, Arlington, VA [Full-Text]Convolutive non-negative matrix factorisation with a sparseness constraint | |

2006 |
Pearlmutter, B.A. and Olsson, R.K. (2006) Proceedings of the IEEE International Workshop on Machine Learning for Signal Processing (MLSP 2006)
6th - 8th September, 2006, Arlington, VA [Full-Text]Linear program differentiation for single-channel speech separation | |

2006 |
Lalor, EC;Reilly, RB;Pearlmutter, BA;Foxe, JJ (2006) 2006 28TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-15 | |

2005 |
Siskind, J.M. and Pearlmutter, Barak A., (2005) Implementation and Application of Functional Languages---17th International Workshop, IFL'05 [Full-Text]Perturbation Confusion and Referential Transparency: Correct Functional Implementation of Forward-Mode AD | |

2005 |
Paul D. O'Grady and Barak A. Pearlmutter
(2005) Proc. ISSC-2004, Jun 30-Jul 2, 2004, Belfast, Northern Ireland
[Full-Text]Hard-LOST: Modified k-Means for Oriented Lines
| |

2005 |
Murray-Smith, R;Pearlmutter, BA (2005) DETERMINISTIC AND STATISTICAL METHODS IN MACHINE LEARNING [Full-Text]Transformations of Gaussian process priors | |

2005 |
Shi, JQ;Murray-Smith, R;Titterington, DM;Pearlmutter, BA (2005) SWITCHING AND LEARNING IN FEEDBACK SYSTEMS [Full-Text]Filtered Gaussian processes for learning with large data-sets | |

2005 |
Shi J.;Murray-Smith R.;Titterington D.;Pearlmutter B. (2005) Lecture Notes in Computer Science [Full-Text]Filtered Gaussian processes for learning with large data-sets | |

2005 |
Pearlmutter B.;Asari H.;Zador A. (2005) Forum Acusticum Budapest 2005: 4th European Congress on Acustics [Full-Text]Neuronal predictions of sparse linear representations | |

2005 |
Murray-Smith R.;Pearlmutter B. (2005) Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) [DOI] [Full-Text]Transformations of gaussian process priors | |

2005 |
J.Q. Shi, R. Murray-Smith, and D.M. Titterington, B. Pearlmutter, (2005) Proceedings of the Hamilton Summer School on Switching and Learning in Feedback systems, Lecture Notes in Computing Science, Vol. 3355 [Full-Text]Learning with large data sets using filtered Gaussian Process priors | |

2005 |
R. Murray-Smith, B. A. Pearlmutter,
(2005) Statistical Methods in Machine Learning, LNAI 3635 [Full-Text]Transformations of Gaussian Process priors
| |

2005 |
Barak A. Pearlmutter and Hiroki Asari and Anthony M. Zador
(2005) Forum Acusticum 2005, Aug 29-Sep 2, Budapest, Hungary
[Full-Text]Neuronal Predictions of Sparse Linear Representations
| |

2005 |
Jeffrey Mark Siskind and Barak A. Pearlmutter
(2005) Proceedings of the 17th International Workshop on Implementation and Application of Functional Languages (IFL2005), Sep 19-21, 2005, Dublin Ireland
[Full-Text] | |

2004 |
O'Grady, PD;Pearlmutter, BA (2004) INDEPENDENT COMPONENT ANALYSIS AND BLIND SIGNAL SEPARATION [Full-Text]Soft-LOST: EM on a mixture of oriented lines | |

2004 |
Pearlmutter, BA;Zador, AM (2004) INDEPENDENT COMPONENT ANALYSIS AND BLIND SIGNAL SEPARATION [Full-Text]Monaural source separation using spectral cues | |

2004 |
Siskind, Jeffrey Mark and Pearlmutter, Barak A (2004) Workshop on Automatic Differentiation Algorithmic Differentiation of Functional Programs | |

2004 |
P. D. O'Grady and Barak A. Pearlmutter (2004) Proc. ICA2004 [Full-Text]Soft-LOST: EM on a Mixture of Oriented Lines | |

2004 |
Halchenko, Yaroslav O and Hanson, Stephen Jos\'e and Pearlmutter, Barak A (2004) Annual Meeting of the Cognitive Neuroscience Society, San Francisco, CA Fusion of functional brain imaging modalities using L-norms signal reconstruction | |

2004 |
Barak A. Pearlmutter and Anthony M. Zador (2004) Proc. ICA2004 [Full-Text]Monaural Source Separation Using Spectral Cues | |

2004 |
Jun S.;Pearlmutter B. (2004) Advances in Neural Information Processing Systems [Full-Text]Subject-independent magnetoencephalographic source localization by a multilayer perceptron | |

2004 |
Jaramillo, S;Pearlmutter, BA (2004) COMPUTATIONAL NEUROSCIENCE: TRENDS IN RESEARCH 2004 [DOI] [Full-Text]A normative model of attention: receptive field modulation | |

2004 |
Sung Chan Jun and Barak A. Pearlmutter
(2004) Advances in Neural Information Processing Systems 16 [Full-Text]Subject-Independent Magnetoencephalographic Source Localization by a Multilayer Perceptron
| |

2003 |
Pearlmutter, BA;Jaramillo, S (2003) INDEPENDENT COMPONENT ANALYSES, WAVELETS, AND NEURAL NETWORKS [Full-Text]Progress in blind separation of magnetoencephalographic data | |

2003 |
Pearlmutter B.;Jaramillo S. (2003) Proceedings of SPIE - The International Society for Optical Engineering [DOI] [Full-Text]Progress in blind separation of magnetoencephalographic data | |

2003 |
Pearlmutter B.;Potluru V. (2003) Proceedings of SPIE - The International Society for Optical Engineering [DOI] [Full-Text]Sparse separation: Principles and tricks | |

2003 |
Jun, Sung Chan and Pearlmutter, Barak A (2003) NIPS [Full-Text]Subject-Independent Magnetoencephalographic Source Localization by a Multilayer Perceptron | |

2003 |
Pearlmutter, Barak A and Jaramillo, Santiago (2003) AeroSense 2003 Progress in blind separation of magnetoencephalographic data | |

2003 |
Pearlmutter, Barak A and Potluru, Vamsi K (2003) AeroSense 2003 [Full-Text]Sparse separation: Principles and tricks | |

2003 |
Pearlmutter, BA;Potluru, VK (2003) INDEPENDENT COMPONENT ANALYSES, WAVELETS, AND NEURAL NETWORKS [Full-Text]Sparse separation: Principles and tricks | |

2003 |
B.A. Pearlmutter and Vamsi K. Potluru (2003) Proceedings of SPIE, vol 5102: Independent Component Analyses, Wavelets, and Neural Networks [Full-Text]Sparse Separation: Principles and Tricks | |

2003 |
B. A. Pearlmutter and S. Jaramillo (2003) Proceedings of SPIE, vol 5102: Independent Component Analyses, Wavelets, and Neural Networks [Full-Text]Progress in Blind Separation of Magnetoencephalographic Data | |

2002 |
Zibulevsky, Michael and Kisilev, Pavel and Zeevi, Yehoshua Y. and Pearlmutter, Barak A. (2002) Advances in Neural Information Processing Systems 14 [Full-Text]Blind source separation via multinode sparse representation | |

2002 |
Nolte, G., Sander, T., Lueschow, A.and Pearlmutter, B.A. (2002) Proceedings of the 13th International Conference on Biomagnetism, August 10-14, 2002, Jena, Germany [Full-Text]Nonlinear time series analysis of human alpha rhythm | |

2002 |
Jun, S.C., Pearlmutter, B.A. and Nolte, G. (2002) Proceedings of the 13th International Conference on Biomagnetism, August 10-14, 2002, Jena, Germany [Full-Text]Fast robust MEG source localization using MLPs | |

2002 |
Pearlmutter, Barak A (2002) Snowbird Learning Workshop [Full-Text]Algorithmic Differentiation, Functional Programming, and Iterate-to-Fixedpoint | |

2002 |
M. Zibulevsky, P. Kisilev, Y.Y. Zeevi and B.A. Pearlmutter (2002) Advances in Neural Information Processing Systems, vol 14 [Full-Text]Blind source separation via multinode sparse representation | |

2001 |
Kisilev, Pavel and Zibulevsky, Michael and Zeevi, Yehoshua Y and Pearlmutter, Barak A (2001) Aerospace/Defense Sensing, Simulation, and Controls Multiscale blind source separation | |

2000 |
Zibulevsky, Michael and Pearlmutter, Barak A (2000) AeroSense 2000 Blind source separation by sparse decomposition | |

2000 |
Tang, Akaysha C and Phung, Dan and Pearlmutter, Barak A and Christner, Robert (2000) International Workshop on Independent Component Analysis and Blind Signal Separation [Full-Text]Localization of independent components from magnetoencephalography | |

2000 |
Zibulevsky, Michael and Pearlmutter, B (2000) Proc. of the 2nd Int. Workshop on Independent Component Analysis and Blind Signal Separation [Full-Text]Second order blind source separation by recursive splitting of signal subspaces | |

2000 |
A.C. Tang, B.A. Pearlmutter, M. Zibulevsky, T.A. Hely and M.P. Weisend
(2000) Advances in Neural Information Processing Systems, vol 12
[Full-Text]An MEG study of response latency and variability in the human visual system during a visual-motor integration task | |

2000 |
G.W. Flake and B.A. Pearlmutter (2000) Advances in Neural Information Processing Systems, vol 12
[Full-Text]Differentiation functions of the Jacobian with respect to the weights | |

1999 |
Tang, Akaysha C and Pearlmutter, Barak A and Hely, Tim A and Zibulevsky, Michael and Weisend, Michael P (1999) Advances in Neural Information Processing Systems 12 [Full-Text] | |

1999 |
Warrender , C., Forrest , S. and Pearlmutter, B. (1999) Proceedings of the 1999 IEEE Symposium on Security and Privacy, May 9-12, 1999, Oakland, California [Full-Text]Detecting intrusions using system calls: alternative data models | |

1999 |
Warrender, Christina and Forrest, Stephanie and Pearlmutter, Barak (1999) Security and Privacy, 1999. Proceedings of the 1999 IEEE Symposium on [Full-Text]Detecting intrusions using system calls: Alternative data models | |

1999 |
Flake, Gary W. and Pearlmutter, Barak A. (1999) Advances in Neural Information Processing Systems 12 [Full-Text]Differentiation functions of the Jacobian with respect to the weights | |

1998 |
K.J. Lang, B.A. Pearlmutter and R.A. Price (1998) ICGI-98 [Full-Text]Results of the Abbadingo One DFA Learning Competition and a New Evidence-Driven State Merging Algorithm | |

1998 |
Lang, Kevin J and Pearlmutter, Barak A and Price, Rodney A (1998) Grammatical Inference [Full-Text]Results of the Abbadingo one DFA learning competition and a new evidence-driven state merging algorithm | |

1997 |
B.A. Pearlmutter and L.C. Parra (1997) Advances in Neural Information Processing Systems, vol 9 [Full-Text]Maximum Likelihood Blind Source Separation: A Context-Sensitive Generalization of ICA | |

1997 |
Zador, Anthony M and Pearlmutter, Barak A (1997) Computational Learning Theory and Natural Learning Systems The discriminative power of a dynamical model neuron | |

1996 |
Pearlmutter, Barak A and Parra, Lucas C (1996) International conference on neural information processing [Full-Text]A context-sensitive generalization of ICA | |

1996 |
Zador, Anthony M and Pearlmutter, Barak A (1996) Proceedings of the ninth annual conference on Computational learning theory [Full-Text]VC dimension of an integrate-and-fire neuron model | |

1994 |
Kilian, Joe and Lang, Kevin J and Pearlmutter, Barak A (1994) Proceedings of the seventh annual conference on Computational learning theory [Full-Text]Playing the matching-shoulders lob-pass game with logarithmic regret | |

1993 |
Y. LeCun, P.Y. Simard and B.A. Pearlmutter (1993) Advances in Neural Information Processing Systems, vol 5
[Full-Text]Automatic learning rate maximization by on-line estimation of the Hessian's eigenvectors | |

1993 |
A.M. Zador and B.A. Pearlmutter (1993) Computational Learning Theory and `Natural' Learning Systems, Volume IV: Making Learning Practical. Provincetown,USA, September 1993 The discriminative power of a dynamical model neuron | |

1992 |
A.C. Tang, C. X. Falk, L.B. Cohen, J.Y. Wu, B.A. Pearlmutter and H.P. Hoepp (1992) International Joint Conference on Neural Networks, Beijing, China, November 1992 Response reliability of the neuronal population of the aplysia abdominal ganglion during the gill-withdrawal reflex | |

1992 |
B.A. Pearlmutter (1992) Advances in Neural Information Processing Systems, vol 4
[Full-Text]Gradient descent: Second-order momentum and saturating error | |

1992 |
B.A. Pearlmutter (1992) Neural Networks in Robotics. First Workshop on Neural Networks in Robotics, 23-25 October 1991
[Full-Text]Temporally continuous vs. clocked networks | |

1991 |
Pearlmutter, Barak (1991) NIPS [Full-Text]Gradient descent: Second order momentum and saturating error | |

1991 |
B.A. Pearlmutter and R. Rosenfeld (1991) Advances in Neural Information Processing Systems, vol 3 [Full-Text]Chaitin-Kolmogorov complexity and generalization in neural networks | |

1991 |
Hampshire, John B and Pearlmutter, Barak (1991) Proceedings of the 1990 connectionist models summer school [Full-Text]Equivalence proofs for multilayer perceptron classifiers and the Bayesian discriminant function | |

1990 |
Pearlmutter, Barak A and Rosenfeld, Ronald (1990) NIPS [Full-Text]Chaitin-Kolmogorov Complexity and Generalization in Neural Networks | |

1990 |
J.B. Hampshire and B.A. Pearlmutter (1990) Proceedings of the 1990 Summer School [Full-Text]Equivalence proofs for multi-layer perceptron classifiers and the Bayesian discriminant function
Connectionist Models | |

1989 |
K.Y. Goldberg and B.A. Pearlmutter
(1989) Advances in Neural Information Processing Systems, vol 1
Using a neural network to learn the dynamics of the CMU direct-drive arm II
| |

1989 |
B.A. Pearlmutter (1989) International Joint Conference on Neural Networks vol 2, Washington, USA, 18-22 June 1989 Learning state space trajectories in recurrent neural networks | |

1989 |
B.A. Pearlmutter (1989) Proceedings of the 1988 Connectionist Models Summer School Learning state space trajectories in recurrent neural networks | |

1988 |
Goldberg, Kenneth Y and Pearlmutter, Barak A (1988) Proceedings of the 1st International Conference on Neural Information Processing Systems [Full-Text]Using backpropagation with temporal windows to learn the dynamics of the CMU direct-drive arm II | |

1986 |
Pearlmutter, Barak A and Hinton, Geoffrey E and Denker, John S (1986) AIP conference proceedings [Full-Text]G-maximization: an unsupervised learning procedure for discovering regularities | |

1986 |
B.A. Pearlmutter and G.E. Hinton (1986) Snowbird Conference on Neural Networks for Computing, Number 151 in AIP Conference Proceedings G-maximization: an unsupervised learning procedure |

### Editorial

Year | Publication | |
---|---|---|

2016 |
He H.;Chawla N.;Chen H.;Choe Y.;Engelbrecht A.;Deva J.;Long L.;Minai A.;Nie F.;Ozertem U.;Pearlmutter B.;Shao L.;Si J.;Steil J.;Verma B.;Wang D. (2016) ED [DOI] Editorial IEEE Transactions on Neural Networks and Learning Systems 2016 and Beyond. | |

2013 |
Pearlmutter, BA;Houghton, CJ (2013) NEW YORK: ED [DOI] [Full-Text]Dreams, mnemonics, and tuning for criticality. |

### Reviews

Year | Publication | |
---|---|---|

2018 |
Güneş Baydin A.;Pearlmutter B.;Andreyevich Radul A.;Mark Siskind J. (2018) REV [Full-Text]Automatic differentiation in machine learning: A survey. | |

2005 |
O'Grady, PD;Pearlmutter, BA;Rickard, ST (2005) HOBOKEN: REV Survey of sparse and non-sparse methods in source separation. |

### Technical Publication

Year | Publication | |
---|---|---|

2008 |
J. M. Siskind and B. A. Pearlmutter (2008) TP [Full-Text]Putting the Automatic Back into AD: Part I, What's Wrong. | |

2008 |
B. A. Pearlmutter and J. M. Siskind (2008) TP [Full-Text]Putting the Automatic Back into AD: Part II, Dynamic, Automatic, Nestable, and Fast. | |

2008 |
J. M. Siskind and B. A. Pearlmutter (2008) TP [Full-Text]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. | |

2003 |
R. Murray-Smith, B. Pearlmutter (2003) TP [Full-Text]Transformations of Gaussian Process priors. | |

1999 |
M. Zibulevsky and B.A. Pearlmutter (1999) TP [Full-Text]Blind Source Separation by Sparse Decomposition. | |

1996 |
Barak A. Pearlmutter (1996) TP Radar project results. | |

1995 |
Barak A. Pearlmutter and Scott T. Rickard (1995) TP Linear compression of the strips database. | |

1995 |
Barak A. Pearlmutter and Leonid Gurvits (1995) TP [Full-Text]Relating egomotion and image evolution. |

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