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]

    Other Journal

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(2013) 'See http://barak.pearlmutter.net/publications.html for reasonably complete publication list' Journal of unpublished titles containing useful information, 2013 .

    Conference Publication

    Year Publication
    2021 Habiba M.;Pearlmutter B.A. (2021) International Conference on Electrical, Computer, and Energy Technologies, ICECET 2021 Neural Network based on Automatic Differentiation Transformation of Numeric Iterate-to-Fixedpoint [DOI]
    2021 Habiba M.;Borphy E.;Pearlmutter B.A.;Ward T. (2021) International Conference on Electrical, Computer, and Energy Technologies, ICECET 2021 ECG Synthesis with Neural ODE and GAN Models [DOI]
    2021 Habiba M.;Pearlmutter B.A. (2021) International Conference on Electrical, Computer, and Energy Technologies, ICECET 2021 Continuous Convolutional Neural Networks: Coupled Neural PDE and ODE [DOI]
    2021 Maleki M.;Habiba M.;Pearlmutter B.A. (2021) 2021 32nd Irish Signals and Systems Conference, ISSC 2021 HeunNet: Extending ResNet using Heun's Method [DOI]
    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 Neural ODEs for Informative Missingess in Multivariate Time Series [DOI]
    2020 Habiba M.;Pearlmutter B.A. (2020) 2020 31st Irish Signals and Systems Conference, ISSC 2020 Neural Ordinary Differential Equation based Recurrent Neural Network Model [DOI]
    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 Concurrent robin hood hashing [DOI] [Full-Text]
    2019 Burns, T.; Pearlmutter, B.A.; McDonald, J. (2019) Proceedings of the Irish Machine Vision and Image Processing Conference, IMVIP 2019 MouldingNet: Deep-Learning for 3D Object Reconstruction [Full-Text]
    2016 Siskind, Jeffrey Mark and Pearlmutter, Barak A. (2016) 7th International Conference on Algorithmic Differentiation (AD) Binomial Checkpointing for Arbitrary Programs with No User Annotation [Full-Text]
    2016 Siskind, Jeffrey Mark and Pearlmutter, Barak A. (2016) 7th International Conference on Algorithmic Differentiation (AD) Efficient Implementation of a Higher-Order Language with Built-In AD [Full-Text]
    2016 Baydin, At\il\im G\"une\cs and Pearlmutter, Barak A. and Siskind, Jeffrey Mark (2016) 7th International Conference on Algorithmic Differentiation (AD) DiffSharp: An AD Library for .NET Languages [Full-Text]
    2016 Baydin, At\il\im G\"une\cs and Pearlmutter, Barak A. and Siskind, Jeffrey Mark (2016) 7th International Conference on Algorithmic Differentiation (AD) Tricks from Deep Learning [Full-Text]
    2014 Barbu A.;Barrett D.;Chen W.;Siddharth N.;Xiong C.;Corso J.;Fellbaum C.;Hanson C.;Hanson S.;Hélie 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) Seeing is worse than believing: Reading people's minds better than computer-vision methods recognize actions [DOI] [Full-Text]
    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 Seeing is Worse than Believing: Reading People's Minds Better than Computer-Vision Methods Recognize Actions [Full-Text]
    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 Seeing is worse than believing: Reading people’s minds better than computer-vision methods recognize actions [Full-Text]
    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 AD in Fortran: Implementation via prepreprocessor [DOI] [Full-Text]
    2011 García M.;Verwoerd M.;Pearlmutter B.;Wellstead P.;Middleton R. (2011) Proceedings of the IEEE Conference on Decision and Control Deep brain stimulation may reduce tremor by preferential blockade of slower axons via antidromic activation [DOI] [Full-Text]
    2011 Potluru, Vamsi K and Plis, Sergey M and Pearlmutter, Barak A and Calhoun, Vince D and Hayes, Thomas P (2011) 7th Student Conference Sequential Sparse NMF [Full-Text]
    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 Deep brain stimulation may reduce tremor by preferential blockade of slower axons via antidromic activation [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 Constructing time-frequency dictionaries for source separation via time-frequency masking and source localisation [Full-Text]
    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 Filtered Gaussian Processes for Learning with Large Data-Sets [Full-Text]
    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) Constructing Time-Frequency Dictionaries for Source Separation via Time-Frequency Masking and Source Localisation [DOI] [Full-Text]
    2009 de Frein, R;Rickard, ST;Pearlmutter, BA (2009) INDEPENDENT COMPONENT ANALYSIS AND SIGNAL SEPARATION, PROCEEDINGS Constructing Time-Frequency Dictionaries for Source Separation via Time-Frequency Masking and Source Localisation [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 Software platform for rapid prototyping of NIRS brain computer interfacing techniques [Full-Text]
    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 A 12-channel, real-time near-infrared spectroscopy instrument for brain-computer interface applications [Full-Text]
    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 A 12-channel, real-time near-infrared spectroscopy instrument for brain-computer interface applications [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 Software Platform for Rapid Prototyping of NIRS Brain Computer Interfacing Techniques [Full-Text]
    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 A 12-Channel Real-Time Near-Infrared Spectroscopy Instrument for Brain-Computer Interface Applications [Full-Text]
    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 A 12-Channel, real-time near-infrared spectroscopy instrument for brain-computer interface applications [Full-Text]
    2008 Siskind , J.M. and Pearlmutter, B.A. (2008) Proceedings of the 5th International Conference on Automatic Differentiation. Bonn, Germany, August 2008 Nesting forward-mode AD in a functional framework [Full-Text]
    2008 Pearlmutter B.;Siskind J. (2008) Lecture Notes in Computational Science and Engineering Using programming language theory to make automatic differentiation sound and efficient [DOI] [Full-Text]
    2008 de Fr\'ein, Ruair\'\i and Rickard, Scott T and Pearlmutter, Barak A (2008) 8th International Conference on Mathematics in Signal Processing Sparse Multichannel Source Localization and Separation [Full-Text]
    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 SOFTWARE PLATFORM FOR RAPED PROTOTYPING OF NIRS BRAIN COMPUTER INTERFACING TECHNIQUES [Full-Text]
    2008 Pearlmutter, B.A. and J. M. Siskind (2008) Proceedings of the 5th International Conference on Automatic Differentiation. Bonn, Germany, August 2008 Using Programming Language Theory to make AD Sound and Efficient [Full-Text]
    2007 O'Grady, PD;Pearlmutter, BA (2007) INDEPENDENT COMPONENT ANALYSIS AND SIGNAL SEPARATION, PROCEEDINGS Discovering convolutive speech phones using sparseness and non-negativity [Full-Text]
    2007 Barak A. Pearlmutter and Jeffrey Mark Siskind (2007) Proceedings of the 2007 Symposium on Principles of Programming Languages (POPL 2007), Nice France Lazy Multivariate Higher-Order Forward-Mode AD [Full-Text]
    2007 Jeffrey Mark Siskind and Barak A. Pearlmutter (2007) Proceedings of the 2007 Symposium on Principles of Programming Languages (POPL 2007), Nice France First-Class Nonstandard Interpretations by Opening Closures [Full-Text]
    2007 P.D. O'Grady and B.A. Pearlmutter (2007) Proceedings of Seventh International Conference on Independent Component Analysis, London, UK, September 2007 Discovering convolutive speech phones using sparseness and nonnegativity [Full-Text]
    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 Biophotonic Methods for Brain-Computer Interfaces [Full-Text]
    2007 Pearlmutter, BA;Siskind, JM (2007) CONFERENCE RECORD OF POPL 2007: THE 34TH ACM SIGPLAN SIGACT SYMPOSIUM ON PRINCIPLES OF PROGAMMING LANGUAGES Lazy Multivariate Higher-Order Forward-Mode AD [Full-Text]
    2007 Pearlmutter, BA;Siskind, JM (2007) ACM SIGPLAN NOTICES Lazy multivariate higher-order forward-mode AD [Full-Text]
    2007 Siskind, JM;Pearlmutter, BA (2007) ACM SIGPLAN NOTICES First-class nonstandard interpretations by opening closures [Full-Text]
    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 Convolutive non-negative matrix factorisation with a sparseness constraint [DOI] [Full-Text]
    2007 Pearlmutter B.;Olsson R. (2007) Proceedings of the 2006 16th IEEE Signal Processing Society Workshop on Machine Learning for Signal Processing, MLSP 2006 Linear program differentiation for single-channel speech separation [DOI] [Full-Text]
    2007 Siskind J.;Pearlmutter B. (2007) Conference Record of the Annual ACM Symposium on Principles of Programming Languages First-class nonstandard interpretations by opening closures [DOI] [Full-Text]
    2007 O'Grady P.;Pearlmutter B. (2007) Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) Discovering convolutive speech phones using sparseness and non-negativity [Full-Text]
    2007 Jaramillo S.;Pearlmutter B. (2007) Proceedings of the 2006 16th IEEE Signal Processing Society Workshop on Machine Learning for Signal Processing, MLSP 2006 Use your powers wisely: Resource allocation in parallel channels [DOI] [Full-Text]
    2007 Pearlmutter B.;Siskind J. (2007) Conference Record of the Annual ACM Symposium on Principles of Programming Languages Lazy multivariate higher-order forward-mode AD [DOI] [Full-Text]
    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 Linear program differentiation for single-channel speech separation [Full-Text]
    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 Convolutive non-negative matrix factorisation with a sparseness constraint [Full-Text]
    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 A spectrum of colors: investigating the temporal frequency characteristics of the human visual system using a system identification approach [Full-Text]
    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 Use your powers wisely: resource allocation in parallel channels [Full-Text]
    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 A dual-channel optical brain-computer interface in a gaming environment [Full-Text]
    2006 Lalor E.;Reilly R.;Pearlmutter B.;Foxe J. (2006) Annual International Conference of the IEEE Engineering in Medicine and Biology - Proceedings A spectrum of colors: Investigating the temporal frequency characteristics of the human visual system using a system identification approach [DOI] [Full-Text]
    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 A DUAL-CHANNEL OPTICAL BRAIN-COMPUTER INTERFACE IN A GAMING ENVIRONMENT [Full-Text]
    2006 E. C. Lalor, R. B. Reilly, B. A. Pearlmutter, and J. J. Foxe (2006) Proc. IEEE Eng. Med. Biol. Soc A spectrum of colors: Investigating the temporal frequency characteristics of the human visual system using a system identification approach [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 A Dual-Channel Optical Brain-Computer Interface In A Gaming Environment [Full-Text]
    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 Use your powers wisely: resource allocation in parallel channels [Full-Text]
    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 Convolutive non-negative matrix factorisation with a sparseness constraint [Full-Text]
    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 Linear program differentiation for single-channel speech separation [Full-Text]
    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 A spectrum of colors: Investigating the temporal frequency characteristics of the human visual system using a system identification approach [Full-Text]
    2005 Siskind, J.M. and Pearlmutter, Barak A., (2005) Implementation and Application of Functional Languages---17th International Workshop, IFL'05 Perturbation Confusion and Referential Transparency: Correct Functional Implementation of Forward-Mode AD [Full-Text]
    2005 Paul D. O'Grady and Barak A. Pearlmutter (2005) Proc. ISSC-2004, Jun 30-Jul 2, 2004, Belfast, Northern Ireland Hard-LOST: Modified k-Means for Oriented Lines [Full-Text]
    2005 Murray-Smith, R;Pearlmutter, BA (2005) DETERMINISTIC AND STATISTICAL METHODS IN MACHINE LEARNING Transformations of Gaussian process priors [Full-Text]
    2005 Shi, JQ;Murray-Smith, R;Titterington, DM;Pearlmutter, BA (2005) SWITCHING AND LEARNING IN FEEDBACK SYSTEMS Filtered Gaussian processes for learning with large data-sets [Full-Text]
    2005 Shi J.;Murray-Smith R.;Titterington D.;Pearlmutter B. (2005) Lecture Notes in Computer Science Filtered Gaussian processes for learning with large data-sets [Full-Text]
    2005 Pearlmutter B.;Asari H.;Zador A. (2005) Forum Acusticum Budapest 2005: 4th European Congress on Acustics Neuronal predictions of sparse linear representations [Full-Text]
    2005 Murray-Smith R.;Pearlmutter B. (2005) Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) Transformations of gaussian process priors [DOI] [Full-Text]
    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 Learning with large data sets using filtered Gaussian Process priors [Full-Text]
    2005 R. Murray-Smith, B. A. Pearlmutter, (2005) Statistical Methods in Machine Learning, LNAI 3635 Transformations of Gaussian Process priors [Full-Text]
    2005 Barak A. Pearlmutter and Hiroki Asari and Anthony M. Zador (2005) Forum Acusticum 2005, Aug 29-Sep 2, Budapest, Hungary Neuronal Predictions of Sparse Linear Representations [Full-Text]
    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 Perturbation Confusion and Referential Transparency: Correct Functional Implementation of Forward-Mode AD [Full-Text]
    2004 O'Grady, PD;Pearlmutter, BA (2004) INDEPENDENT COMPONENT ANALYSIS AND BLIND SIGNAL SEPARATION Soft-LOST: EM on a mixture of oriented lines [Full-Text]
    2004 Pearlmutter, BA;Zador, AM (2004) INDEPENDENT COMPONENT ANALYSIS AND BLIND SIGNAL SEPARATION Monaural source separation using spectral cues [Full-Text]
    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 Soft-LOST: EM on a Mixture of Oriented Lines [Full-Text]
    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 Monaural Source Separation Using Spectral Cues [Full-Text]
    2004 Jun S.;Pearlmutter B. (2004) Advances in Neural Information Processing Systems Subject-independent magnetoencephalographic source localization by a multilayer perceptron [Full-Text]
    2004 Jaramillo, S;Pearlmutter, BA (2004) COMPUTATIONAL NEUROSCIENCE: TRENDS IN RESEARCH 2004 A normative model of attention: receptive field modulation [DOI] [Full-Text]
    2004 Sung Chan Jun and Barak A. Pearlmutter (2004) Advances in Neural Information Processing Systems 16 Subject-Independent Magnetoencephalographic Source Localization by a Multilayer Perceptron [Full-Text]
    2003 Pearlmutter, BA;Jaramillo, S (2003) INDEPENDENT COMPONENT ANALYSES, WAVELETS, AND NEURAL NETWORKS Progress in blind separation of magnetoencephalographic data [Full-Text]
    2003 Pearlmutter B.;Jaramillo S. (2003) Proceedings of SPIE - The International Society for Optical Engineering Progress in blind separation of magnetoencephalographic data [DOI] [Full-Text]
    2003 Pearlmutter B.;Potluru V. (2003) Proceedings of SPIE - The International Society for Optical Engineering Sparse separation: Principles and tricks [DOI] [Full-Text]
    2003 Jun, Sung Chan and Pearlmutter, Barak A (2003) NIPS Subject-Independent Magnetoencephalographic Source Localization by a Multilayer Perceptron [Full-Text]
    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 Sparse separation: Principles and tricks [Full-Text]
    2003 Pearlmutter, BA;Potluru, VK (2003) INDEPENDENT COMPONENT ANALYSES, WAVELETS, AND NEURAL NETWORKS Sparse separation: Principles and tricks [Full-Text]
    2003 B.A. Pearlmutter and Vamsi K. Potluru (2003) Proceedings of SPIE, vol 5102: Independent Component Analyses, Wavelets, and Neural Networks Sparse Separation: Principles and Tricks [Full-Text]
    2003 B. A. Pearlmutter and S. Jaramillo (2003) Proceedings of SPIE, vol 5102: Independent Component Analyses, Wavelets, and Neural Networks Progress in Blind Separation of Magnetoencephalographic Data [Full-Text]
    2002 Zibulevsky, Michael and Kisilev, Pavel and Zeevi, Yehoshua Y. and Pearlmutter, Barak A. (2002) Advances in Neural Information Processing Systems 14 Blind source separation via multinode sparse representation [Full-Text]
    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 Nonlinear time series analysis of human alpha rhythm [Full-Text]
    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 Fast robust MEG source localization using MLPs [Full-Text]
    2002 Pearlmutter, Barak A (2002) Snowbird Learning Workshop Algorithmic Differentiation, Functional Programming, and Iterate-to-Fixedpoint [Full-Text]
    2002 M. Zibulevsky, P. Kisilev, Y.Y. Zeevi and B.A. Pearlmutter (2002) Advances in Neural Information Processing Systems, vol 14 Blind source separation via multinode sparse representation [Full-Text]
    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 Localization of independent components from magnetoencephalography [Full-Text]
    2000 Zibulevsky, Michael and Pearlmutter, B (2000) Proc. of the 2nd Int. Workshop on Independent Component Analysis and Blind Signal Separation Second order blind source separation by recursive splitting of signal subspaces [Full-Text]
    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 An MEG study of response latency and variability in the human visual system during a visual-motor integration task [Full-Text]
    2000 G.W. Flake and B.A. Pearlmutter (2000) Advances in Neural Information Processing Systems, vol 12 Differentiation functions of the Jacobian with respect to the weights [Full-Text]
    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 An MEG study of response latency and variability in the human visual system during a visual-motor integration task [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 Detecting intrusions using system calls: alternative data models [Full-Text]
    1999 Warrender, Christina and Forrest, Stephanie and Pearlmutter, Barak (1999) Security and Privacy, 1999. Proceedings of the 1999 IEEE Symposium on Detecting intrusions using system calls: Alternative data models [Full-Text]
    1999 Flake, Gary W. and Pearlmutter, Barak A. (1999) Advances in Neural Information Processing Systems 12 Differentiation functions of the Jacobian with respect to the weights [Full-Text]
    1998 K.J. Lang, B.A. Pearlmutter and R.A. Price (1998) ICGI-98 Results of the Abbadingo One DFA Learning Competition and a New Evidence-Driven State Merging Algorithm [Full-Text]
    1998 Lang, Kevin J and Pearlmutter, Barak A and Price, Rodney A (1998) Grammatical Inference Results of the Abbadingo one DFA learning competition and a new evidence-driven state merging algorithm [Full-Text]
    1997 B.A. Pearlmutter and L.C. Parra (1997) Advances in Neural Information Processing Systems, vol 9 Maximum Likelihood Blind Source Separation: A Context-Sensitive Generalization of ICA [Full-Text]
    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 A context-sensitive generalization of ICA [Full-Text]
    1996 Zador, Anthony M and Pearlmutter, Barak A (1996) Proceedings of the ninth annual conference on Computational learning theory VC dimension of an integrate-and-fire neuron model [Full-Text]
    1994 Kilian, Joe and Lang, Kevin J and Pearlmutter, Barak A (1994) Proceedings of the seventh annual conference on Computational learning theory Playing the matching-shoulders lob-pass game with logarithmic regret [Full-Text]
    1993 Y. LeCun, P.Y. Simard and B.A. Pearlmutter (1993) Advances in Neural Information Processing Systems, vol 5 Automatic learning rate maximization by on-line estimation of the Hessian's eigenvectors [Full-Text]
    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 Gradient descent: Second-order momentum and saturating error [Full-Text]
    1992 B.A. Pearlmutter (1992) Neural Networks in Robotics. First Workshop on Neural Networks in Robotics, 23-25 October 1991 Temporally continuous vs. clocked networks [Full-Text]
    1991 Pearlmutter, Barak (1991) NIPS Gradient descent: Second order momentum and saturating error [Full-Text]
    1991 B.A. Pearlmutter and R. Rosenfeld (1991) Advances in Neural Information Processing Systems, vol 3 Chaitin-Kolmogorov complexity and generalization in neural networks [Full-Text]
    1991 Hampshire, John B and Pearlmutter, Barak (1991) Proceedings of the 1990 connectionist models summer school Equivalence proofs for multilayer perceptron classifiers and the Bayesian discriminant function [Full-Text]
    1990 Pearlmutter, Barak A and Rosenfeld, Ronald (1990) NIPS Chaitin-Kolmogorov Complexity and Generalization in Neural Networks [Full-Text]
    1990 J.B. Hampshire and B.A. Pearlmutter (1990) Proceedings of the 1990 Summer School Equivalence proofs for multi-layer perceptron classifiers and the Bayesian discriminant function Connectionist Models [Full-Text]
    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 Using backpropagation with temporal windows to learn the dynamics of the CMU direct-drive arm II [Full-Text]
    1986 Pearlmutter, Barak A and Hinton, Geoffrey E and Denker, John S (1986) AIP conference proceedings G-maximization: an unsupervised learning procedure for discovering regularities [Full-Text]
    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

    Conference Contribution

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

    Book Review

    Year Publication
    1990 B.A. Pearlmutter (1990) Two new learning procedures for recurrent networks. BREV

    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) Editorial IEEE Transactions on Neural Networks and Learning Systems 2016 and Beyond. ED [DOI]
    2013 Pearlmutter, BA;Houghton, CJ (2013) Dreams, mnemonics, and tuning for criticality. NEW YORK: ED [DOI] [Full-Text]

    Reviews

    Year Publication
    2018 Güneş Baydin A.;Pearlmutter B.;Andreyevich Radul A.;Mark Siskind J. (2018) Automatic differentiation in machine learning: A survey. REV [Full-Text]
    2005 O'Grady, PD;Pearlmutter, BA;Rickard, ST (2005) Survey of sparse and non-sparse methods in source separation. HOBOKEN: REV

    Technical Publication

    Year Publication
    2008 J. M. Siskind and B. A. Pearlmutter (2008) Putting the Automatic Back into AD: Part I, What's Wrong. TP [Full-Text]
    2008 B. A. Pearlmutter and J. M. Siskind (2008) Putting the Automatic Back into AD: Part II, Dynamic, Automatic, Nestable, and Fast. TP [Full-Text]
    2008 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. TP [Full-Text]
    2003 R. Murray-Smith, B. Pearlmutter (2003) Transformations of Gaussian Process priors. TP [Full-Text]
    1999 M. Zibulevsky and B.A. Pearlmutter (1999) Blind Source Separation by Sparse Decomposition. TP [Full-Text]
    1996 Barak A. Pearlmutter (1996) Radar project results. TP
    1995 Barak A. Pearlmutter and Scott T. Rickard (1995) Linear compression of the strips database. TP
    1995 Barak A. Pearlmutter and Leonid Gurvits (1995) Relating egomotion and image evolution. TP [Full-Text]
    Certain data included herein are derived from the © Web of Science (2023) of Clarivate. All rights reserved.

    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 -