Article

Kelly, Robert, Pearlmutter, Barak A. and Maguire, Phil (2020) Lock-free hopscotch hashing. Symposium on Algorithmic Principles of Computer Systems (APOCS).

Baydin, Atilim Gunes, Pearlmutter, Barak A., Radul, Alexey Andreyevich and Siskind, Jeffrey Mark (2018) Automatic Differentiation in Machine Learning: a Survey. Journal of Marchine Learning Research, 18. pp. 1-43. ISSN 1532-4435

Siskind, Jeffrey Mark and Pearlmutter, Barak A. (2018) Divide-and-conquer checkpointing for arbitrary programs with no user annotation. Optimization Methods and Software, 33 (4-6). pp. 1288-1330. ISSN 1055-6788

Hamilton, Caroline, D'Arcy, Shona, Pearlmutter, Barak A., Crispino, Gloria, 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. Neuromodulation: Technology at the Neural Interface, 19 (8). pp. 832-837. ISSN 1094-7159

Calhoun, Vince D., Potluru, Vamsi K., Phlypo, Ronald, Silva, Rogers F., Pearlmutter, Barak A., Caprihan, Arvind, Plis, Sergey M. and Adali, Tulay (2013) Correction: Independent Component Analysis for Brain fMRI Does Indeed Select for Maximal Independence. PLoS ONE, 8 (10). ISSN 1932-6203

Pearlmutter, Barak A. and Houghton, Conor J. (2013) Dreams, mnemonics, and tuning for criticality. Behavioral and Brain Sciences, 36 (6). pp. 625-626. ISSN 0140-525X

Calhoun, Vince D., Potluru, Vamsi K., Phlypo, Ronald, Silva, Rogers F., Pearlmutter, Barak A., Caprihan, Arvind, Plis, Sergey M. and Adali, Tulay (2013) Independent Component Analysis for Brain fMRI Does Indeed Select for Maximal Independence. PLoS ONE, 8 (8). e73309-1-e73309-8. ISSN 1932-6203

García, Míriam R., Pearlmutter, Barak A., Wellstead, Peter E. and Middleton, Richard H. (2013) A Slow Axon Antidromic Blockade Hypothesis for Tremor Reduction via Deep Brain Stimulation. PLoS ONE, 8 (9). e73456. ISSN 1932-6203

Pearlmutter, Barak A. and Conor J. Houghton, Conor J. (2009) A New Hypothesis for Sleep: Tuning for Criticality. Neural Computation, 21 (6). pp. 1622-1641. ISSN 1530-888X

Drakakis, Konstantinos and Pearlmutter, Barak A. (2009) On the Calculation of the l2→l1 Induced Matrix Norm. International Journal of Algebra, 3 (5). pp. 231-240. ISSN 1312-8868

O'Grady, Paul D. and Pearlmutter, Barak A. (2008) Discovering speech phones using convolutive non-negative matrix factorisation with a sparseness constraint. Neurocomputing, 72 (1-3). pp. 88-101. ISSN 0925-2312

O'Grady, Paul D. and Pearlmutter, Barak A. (2008) Discovering speech phones using convolutive non-negative matrix factorisation with a sparseness constraint. Neurocomputing, 72 (1-3). pp. 88-101.

Matthews, Fiachra, Pearlmutter, Barak A., Ward, Tomas E., Soraghan, Christopher John and Markham, Charles (2008) Hemodynamics for brain-computer interfaces: optical correlates of control signals. IEEE Signal Processing Magazine, 25 (1). pp. 87-94. ISSN 1053-5888

Lalor, Edmund C., Yeap, Sherlyn, Reilly, Richard B., Pearlmutter, Barak A. and Foxe, John J. (2008) Dissecting the cellular contributions to early visual sensory processing deficits in schizophrenia using the VESPA evoked response. Schizophrenia Research, 98 (1). pp. 256-264. ISSN 0920-9964

Siskind, Jeffrey Mark and Pearlmutter, Barak A. (2008) Nesting forward-mode AD in a functional framework. Higher Order and Symbolic Computation, 21. pp. 361-376. ISSN 1388-3690

Siskind, Jeffrey Mark and Pearlmutter, Barak A. (2008) Nesting forward-mode AD in a functional framework. Higher-Order and Symbolic Computation, 21 (4). pp. 361-376. ISSN 1388-3690

Pearlmutter, Barak A. and Siskind, Jeffrey Mark (2008) Reverse-Mode AD in a Functional Framework: Lambda the Ultimate Backpropagator. ACM Transactions on Programming Languages and Systems, 30 (2). 7.1-7.36. ISSN 0164-0925

O'Grady, Paul D. and Pearlmutter, Barak A. (2008) The LOST Algorithm: finding lines and separating speech mixtures. EURASIP Journal on Advances in Signal Processing . pp. 1-17. ISSN 1687-6172

Pearlmutter, Barak A. and Siskind, Jeffrey Mark (2008) Using programming language theory to make automatic differentiation sound and efficient. Advances in Automatic Differentiation. ISSN 1439-7358

Lalor, Edmund C., Kelly, Simon P., Pearlmutter, Barak A., Reilly, Richard B. and Foxe, John J. (2007) Isolating endogenous visuo-spatial attentional effects using the novel visual-evoked spread spectrum analysis (VESPA) technique. European Journal of Neuroscience, 26 (12). pp. 3536-3542. ISSN 1460-9568

Jaramillo, Santiago and Pearlmutter, Barak A. (2007) Optimal Coding Predicts Attentional Modulation of Activity in Neural Systems. Neural Computation, 19 (5). pp. 1295-1312. ISSN 0899-7667

Parra, Lucas C. and Pearlmutter, Barak A. (2007) Illusory Percepts from Auditory Adaptation. Journal of the Acoustical Society of America, 121 (3). pp. 1632-1641. ISSN 0001-4966

Siskind, Jeffrey Mark and Pearlmutter, Barak A. (2007) First-Class Nonstandard Interpretations by Opening Closures. Proceedings of the 34th annual ACM SIGPLAN-SIGACT symposium on Principles of programming languages. pp. 71-76.

Pearlmutter, Barak A. and Siskind, Jeffrey Mark (2007) Lazy Multivariate Higher-Order Forward-Mode AD. POPL '07: Proceedings of the 34th annual ACM SIGPLAN-SIGACT symposium on Principles of programming languages . pp. 155-160.

Lalor, Edmund C., Reilly, Richard B., Pearlmutter, Barak A. and Foxe, John J. (2006) A Spectrum of Colors: Investigating the Temporal Frequency Characteristics of the Human Visual System Using a System Identification Approach. Engineering in Medicine and Biology Society, 2006. EMBS '06. 28th Annual International Conference of the IEEE . pp. 3720-3723. ISSN 1557-170X

Asari, Hiroki, Pearlmutter, Barak A. and Zador, Anthony M. (2006) Sparse Representations for the Cocktail Party Problem. Journal of Neuroscience, 26 (28). pp. 7477-7490. ISSN 0270-6474

Lalor, Edmund C., Pearlmutter, Barak A., Reilly, Richard B., McDarby, Gary and Foxe, John J. (2006) The VESPA: A method for the rapid estimation of a visual evoked potential. NeuroImage, 32 (4). pp. 1549-1561. ISSN 1053-8119

Jun, Sung Chan and Pearlmutter, Barak A. (2005) Fast Robust Subject-Independent Magnetoencephalographic Source Localization Using an Artificial Neural Network. Human Brain Mapping, 24 (1). pp. 21-34.

Shi, Jian Qing, Murray-Smith, Roderick, Titterington, D. Mike and Pearlmutter, Barak A. (2005) Filtered Gaussian Processes for Learning with Large Data-Sets. Lecture Notes in Computer Science (3355). pp. 128-139. ISSN 0302-9743

Pearlmutter, Barak A. and Olsson, Rasmus K. (2005) Linear Program Differentiation For Single-CHannel Speech Separation. International Journal of Imaging Systems and Technology, 15. pp. 18-33.

O'Grady, Paul D., Pearlmutter, Barak A. and Rickard, Scott T. (2005) Survey of Sparse and Non-Sparse Methods in Source Separation. International Journal of Imaging Systems and Technology, 15 (1). pp. 18-33. ISSN 0899-9457

Jaramillo, Santiago and Pearlmutter, Barak A. (2004) Attention and Optimal Sensory Codes. Neurocomputing, 58-60 (June). pp. 613-618.

O Halchenko, Yaroslav, Pearlmutter, Barak A., Hanson, Stephen Jose and Zaimi, Adi (2004) Fusion of functional brain imaging modalities via linear programming. Biomedical Engineering / Biomedizinische Technik, 48 (2). pp. 102-104. ISSN 0013-5585

O'Grady, Paul D. and Pearlmutter, Barak A. (2004) Hard-LOST: Modified k-Means for Oriented Lines. Proceedings, the Irish Signals and Systems Conference ISSC 2004, Belfast. pp. 247-252. ISSN 0537-9989

Pearlmutter, Barak A. (2004) Soft-LOST: EM on a Mixture of Oriented Lines. Independent Component Analysis and Blind Signal Separation, 3195. pp. 430-436.

Jaramillo, Santiago and Pearlmutter, Barak A. (2004) A normative model of attention: receptive field modulation. Neurocomputing, 58-60. pp. 613-618. ISSN 0925-2312

Jun, Sung Chan, Pearlmutter, Barak A. and Nolte, Guido (2003) MEG source localization using an MLP with a distributed output representation. IEEE transactions on biomedical engineering, 50 (6). 786 - 789 . ISSN 0018-9294

Pearlmutter, Barak A. and Jaramillo, Santiago (2003) Progress in Blind Separation of Magnetoencephalographic Data. Proceedings of SPIE, 5102. pp. 129-134. ISSN 0277-786X

Parra, Lucas C., Alvino, Chris, Tang, Akaysha, Pearlmutter, Barak A., Yeung, Nick, Osman, Allen and Sajda, Paul (2003) Single-trial detection in EEG and MEG: Keeping it linear. Neurocomputing, 52. pp. 177-183. ISSN 0925-2312

Pearlmutter, Barak A. and Potluru, Vamsi K. (2003) Sparse separation: principles and tricks. Proceedings of SPIE, 5102. pp. 1-4. ISSN 0277-786X

Sung, C. Jun and Pearlmutter, Barak A. (2003) Subject-Independent Magnetoencephalographic Source Localization by a Multilayer Perceptron. Advances in Neural Information Processing Systems, 16. ISSN 1049-5258

Zibulevsky, Michael, Kisilev, Pavel, Zeevi, Yehoshua Y. and Pearlmutter, Barak A. (2002) Blind source separation via multinode sparse representation. Advances in Neural Information Processing Systems 14. pp. 1049-1056. ISSN 9780262042086

Jun, Sung Chan, Pearlmutter, Barak A. and Nolte, Guido (2002) Fast accurate MEG source localization using a multilayer perceptron trained with real brain noise. Physics in Medicine and Biology, 47 (14). pp. 2547-2560. ISSN 0031-9155

Tang, Akaysha, Pearlmutter, Barak A., Malaszenko, Natalie A., Phung, Dan B. and Reeb, Bethany C. (2002) Independent Components of Magnetoencephalography: Localization. Neural Computation, 14 (8). pp. 1827-1858. ISSN 0899-7667

Tang, Akaysha, Pearlmutter, Barak A., Malaszenko, Natalie A. and Phung, Dan B. (2002) Independent Components of Magnetoencephalography: Single-Trial Response Onset Times. NeuroImage, 17 (4). pp. 1773-1789. ISSN 1053-8119

Parra, Lucas C., Alvino, Chris, Tang, Akaysha, Pearlmutter, Barak A., Yeung, Nick, Osman, Allen and Sajda, Paul (2002) Linear Spatial Integration for Single-Trial Detection in Encephalography. NeuroImage, 17 (1). pp. 223-230. ISSN 1053-8119

Zibulevsky, Michael and Pearlmutter, Barak A. (2001) Blind Source Separation by Sparse Decomposition in a Signal Dictionary. Neural Computation, 13 (4). pp. 863-882. ISSN 0899-7667

Tang, Akaysha, Pearlmutter, Barak A., Zibulevsky, Michael and Carter, Scott A. (2000) Blind source separation of multichannel neuromagnetic responses. Neurocomputing, 32. pp. 1115-1120. ISSN 0925-2312

Flake, Gary William and Pearlmutter, Barak A. (2000) Differentiating Functions of the Jacobian with Respect to the Weights. Advances in Neural Information Processing Systems, 12. pp. 435-441. ISSN 1049-5258

Lang, Kevin, Pearlmutter, Barak A. and Price, Rodney (1998) Results of the Abbadingo One DFA Learning Competition and a New Evidence Driven State Merging Algorithm. Fourth International Colloquium on Grammatical Inference (ICGI-98), 98.

Pearlmutter, Barak A. (1996) Doing the twist: diagonal meshes are isomorphic to twisted toroidal Meshes. IEEE Transactions on Computers, 45 (6). pp. 766-767. ISSN 0018-9340

Pearlmutter, Barak A. and Parra, Lucas C. (1996) A Context-Sensitive Generalization of ICA. Advances in Neural Information Processing Systems, 151. ISSN 1049-5258

Pearlmutter, Barak A. (1996) Garbage Collection with Pointers to Individual Cells. Communications of the ACM - Electronic supplement to the December issue, 39 (12es). pp. 202-206. ISSN 0001-0782

Zador, Anthony M. and Pearlmutter, Barak A. (1996) VC Dimension of an Integrate-and-Fire Neuron Model. Neural Computation, 8 (3). pp. 611-624. ISSN 0899-7667

Pearlmutter, Barak A. (1995) Gradient calculations for dynamic recurrent neural networks: A survey. IEEE Transactions on Neural Networks, 6 (5). pp. 1212-1228. ISSN 1045-9227

Pearlmutter, Barak A. (1995) Time-Skew Hebb Rule in a Nonisopotential Neuron. Neural Computation, 7 (4). pp. 706-712. ISSN 0899-7667

Pearlmutter, Barak A. (1994) Comments on 'Hebbian learning is jointly controlled by electrotonic and input structure. Network: Computation in Neural Systems, 5. pp. 425-426. ISSN 0954-898X

Pearlmutter, Barak A. (1994) Fast Exact Multiplication by the Hessian. Neural Computation, 6 (1). pp. 147-160. ISSN 0899-7667

Pearlmutter, Barak A. (1994) Simplifying Neural Network Soft Weight-sharing Measures by Soft Weight-measure Soft Weight Sharing. Connection Science, 6 (1). p. 105. ISSN 0954-0091

Pearlmutter, Barak A. and Rosenfeld, Ronald (1991) Chaitin-Kolmogorov Complexity and Generalization in Neural Networks. Advances in Neural Information Processing Systems. pp. 925-931. ISSN 1049-5258

Pearlmutter, Barak A. (1991) Gradient Descent: Second-Order Momentum and Saturating Error. Advances in Neural Information Processing Systems. pp. 887-894. ISSN 1049-5258

Hampshire, John B. and Pearlmutter, Barak A. (1990) Equivalence Proofs for Multi-Layer Perceptron Classifiers and the Bayesian Discriminant Function. Proceedings of the 1990 Connectionist Models Summer School. ISSN 0-55860-156-2

Pearlmutter, Barak A. and Sanatchandran, P. (1989) Comments on: Dynamic programming approach to optimal weight selection in multilayer neural networks [with reply]. IEEE Transactions on Neural Networks, 3 (6). pp. 1028-1029. ISSN 1045-9227

Lang, Kevin J. and Pearlmutter, Barak A. (1988) Oaklisp: An Object-Oriented Dialect of Scheme. LISP and Symbolic Computation, 1 (1). pp. 39-51. ISSN 0892-4635

Pearlmutter, Barak A. (1987) Learning state space trajectories in recurrent neural networks. Neural Computation, 1 (2). pp. 263-269. ISSN 0899-7667

Pearlmutter, Barak A. and Hinton, Geoffrey (1986) G-Maximization: an Unsupervised Learning Procedure for Discovering Regularities. AIP Conference Proceedings, 151. pp. 333-338. ISSN 0094-243X

Lang, Kevin and Pearlmutter, Barak A. (1986) Oaklisp: an object-oriented scheme with first class types. ACM SIGPLAN Notices, 21 (11). pp. 30-37. ISSN 1523-2867

Book Section

Kelly, Robert, Pearlmutter, Barak A. and Maguire, Phil (2018) Concurrent Robin Hood Hashing. In: 22nd International Conference on Principles of Distributed Systems (OPODIS 2018). Schloss Dagstuhl, 10:1-10:16. ISBN 9783959770989

Barbu, Andrei, Barrett, Daniel P., Chen, Wei, Siddharth, N., Xiong, Caiming, Corso, Jason J., Fellbaum, Christiane D., Hanson, Catherine, Hanson, Stephen Jose, Helie, Sebastien, Malaia, Evguenia, Pearlmutter, Barak A., Siskind, Jeffrey Mark, Talavage, Thomas Michael and Wilbur, Ronnie B. (2014) Seeing is Worse than Believing: Reading People’s Minds Better than Computer-Vision Methods Recognize Actions. In: Computer Vision – ECCV 2014. Lecture Notes in Computer Science (8693). Springer International Publishing, pp. 612-627. ISBN 9783319106014

García, Míriam R., Verwoerd, Mark, Pearlmutter, Barak A., Wellstead, Peter and Middleton, Richard H. (2011) Deep brain stimulation may reduce tremor by preferential blockade of slower axons via antidromic activation. In: 50th IEEE Conference on Decision and Control and European Control Conference (CDC-ECC), 2011. IEEE, pp. 6481-6486. ISBN 9781612848006

Lalor, Edmund C., Pearlmutter, Barak A. and Foxe, John J. (2009) Reverse Correlation and the VESPA Method. In: Brain Signal Analysis: Advances in Neuroelectric and Neuromagnetic Methods. MIT Press Scholarship Online. ISBN 9780262013086

O'Grady, Paul D. and Pearlmutter, Barak A. (2007) Discovering Convolutive Speech Phones Using Sparseness and Non-negativity. In: ICA 2007: Independent Component Analysis and Signal Separation. Lecture Notes in Computer Science book series (LNCS) (4666). Springer, pp. 520-527. ISBN 9783540744948

Halchenko, Yaroslav O., Hanson, Stephen Jose and Pearlmutter, Barak A. (2005) Multimodal Integration: fMRI, MRI, EEG, MEG. In: Advanced Image Processing in Magnetic Resonance Imaging. Taylor & Francis, pp. 223-265.

Murray-Smith, Roderick and Pearlmutter, Barak A. (2005) Transformations of Gaussian Process Priors. In: Machine Learning Workshop. Springer-Verlag, pp. 110-125.

de Fréin, Ruairí, Rickard, Scott T. and Pearlmutter, Barak A. (2004) Constructing Time-Frequency Dictionaries for Source Separation via Time-Frequency Masking and Source Localisation. In: Independent Component Analysis and Blind Signal Separation. Lecture Notes in Computer Science (LNCS) (5441). Springer, pp. 573-580. ISBN 9783642005992

Pearlmutter, Barak A. and Zador, Anthony M. (2004) Monaural Source Separation Using Spectral Cues. In: Independent Component Analysis and Blind Signal Separation. Lecture Notes in Computer Science (LNCS) (3195). Springer, pp. 478-485. ISBN 9783540301103

Tang, Akaysha and Pearlmutter, Barak A. (2002) Independent Components of Magnetoencephalography: Localization and Single-Trial Response Onset Detection. In: Magnetic Source Imaging of the Human Brain. Psychology Press, pp. 159-201. ISBN 9780805845129

Tang, Akaysha, Pearlmutter, Barak A., Hely, Tim A., Zibulevsky, Michael and Weisend, Michael P. (2000) An MEG study of response latency and variability in the human visual system during a visual-motor integration task. In: Advances in Neural Information Processing Systems 12 : Proceedings of the 1999 Conference. MIT Press, pp. 185-191. ISBN 9780262194501

Lang, Kevin J., Pearlmutter, Barak A. and Price, Rodney (1998) Results of the Abbadingo one DFA learning competition and a new evidence-driven state merging algorithm. In: ICGI 1998: Grammatical Inference. Lecture Notes in Computer Science book series (LNCS) (1433). Springer, pp. 1-12. ISBN 9783540687078

Kilian, Joe, Lang, Kevin J. and Pearlmutter, Barak A. (1994) Playing the Matching-Shoulders Lob-Pass Game with Logarithmic Regret. In: Proceedings of the seventh annual conference on Computational learning theory. Association for Computing Machinery (ACM), pp. 159-164. ISBN 0897916557

Lecun, Yann, Simard, Patrice Y. and Pearlmutter, Barak A. (1993) Automatic Learning Rate Maximization by On-Line Estimation of the Hessian's Eigenvectors. In: Advances in Neural Information Processing Systems 6 : Proceedings of the annual Conference on Advances in Neural Information Processing Systems 1993. Neural Information Processing Systems (NIPS). ISBN 9781558603226

Pearlmutter, Barak A. (1993) Temporally continuous vs. clocked networks. In: Neural Networks in Robotics. Springer International Series in Engineering and Computer Science (202). Springer US, pp. 237-252. ISBN 9781461363941

Goldberg, Kenneth Y. and Pearlmutter, Barak A. (1988) Using Backpropagation with Temporal Windows to Learn the Dynamics of the CMU Direct-Drive Arm II. In: Advances in Neural Information Processing Systems 1 (NIPS 1988). Morgan Kaufmann, p. 356. ISBN 1558600159

Monograph

Geeraert, Sébastien, Lehalle, Charles-Albert, Pearlmutter, Barak A., Pironneau, Olivier and Reghai, Adil (2017) Mini-symposium on automatic differentiation and its applications in the financial industry. Working Paper. arXiv.

Pearlmutter, Barak A. and Šmigoc, Helena (2017) Nonnegative Factorization of a Data Matrix as a Motivational Example for Basic Linear Algebra. Working Paper. arXiv.

Baydin, Atilim Gunes, Pearlmutter, Barak A., Radul, Alexey Andreyevich and Siskind, Jeffrey Mark (2015) Automatic differentiation in machine learning: a survey. Working Paper. arXiv.

Barbu, Andrei, Siddharth, N., Xiong, Caiming, Corso, Jason J., Fellbaum, Christiane D., Hanson, Catherine, Hanson, Stephen Jose, Helie, Sebastien, Malaia, Evguenia, Pearlmutter, Barak A., Siskind, Jeffrey Mark, Talavage, Thomas Michael and Wilbur, Ronnie B. (2015) The Compositional Nature of Event Representations in the Human Brain. Working Paper. arXiv.

Baydin, Atilim Gunes, Pearlmutter, Barak A. and Siskind, Jeffrey Mark (2015) DiffSharp: Automatic Differentiation Library. Working Paper. arXiv.

Baydin, Atilim Gunes and Pearlmutter, Barak A. (2014) An Analysis of Publication Venues for Automatic Differentiation Research. Working Paper. arXiv.

Baydin, Atilim Gunes and Pearlmutter, Barak A. (2014) Automatic Differentiation of Algorithms for Machine Learning. Working Paper. arXiv.

Radul, Alexey, Pearlmutter, Barak A. and Siskind, Jeffrey Mark (2013) AD in Fortran Part 2: Implementation via Prepreprocessor. Working Paper. arXiv.

Barbu, Andrei, Siddharth, N., Xiong, Caiming, Corso, Jason J., Fellbaum, Christiane D., Hanson, Catherine, Hanson, Stephen Jose, Helie, Sebastien, Malaia, Evguenia, Pearlmutter, Barak A., Siskind, Jeffrey Mark, Talavage, Thomas Michael and Wilbur, Ronnie B. (2013) The Compositional Nature of Verb and Argument Representations in the Human Brain. Technical Report. arXiv.

Potluru, Vamsi K., Le Roux, Jonathan, Pearlmutter, Barak A., Hershey, John R. and Brand, Matthew E. (2013) Coordinate Descent for Mixed-norm NMF. Technical Report. UNSPECIFIED.

Radul, Alexey Andreyevich, Pearlmutter, Barak A. and Siskind, Jeffrey Mark (2012) AD in Fortran Part 1: Design. Working Paper. arXiv.

Manzyuk, Oleksandr, Pearlmutter, Barak A., Radul, Alexey Andreyevich, Rush, David R. and Siskind, Jeffrey Mark (2012) Confusion of Tagged Perturbations in Forward Automatic Differentiation of Higher-Order Functions. Working Paper. arXiv.

Siskind, Jeffrey Mark and Pearlmutter, Barak A. (2008) Putting the Automatic Back into AD: Part I, What’s Wrong (CVS: 1.1). Technical Report. ECE Technical Reports (Purdue e-Pubs).

Pearlmutter, Barak A. and Siskind, Jeffrey Mark (2008) Putting the Automatic Back into AD: Part II, Dynamic, Automatic, Nestable, and Fast (CVS: 1.1). Technical Report. ECE Technical Reports (Purdue e-Pubs).

Siskind, Jeffrey Mark and Pearlmutter, Barak A. (2008) Using Polyvariant Union-Free Flow Analysis to Compile a Higher-Order Functional-Programming Language with a First-Class Derivative Operator to Efficient Fortran-like Code. Technical Report. ECE Technical Reports (Purdue e-Pubs).

Jaramillo, Santiago and Pearlmutter, Barak A. (2006) Brightness Illusions as Optimal Percepts - Technical Report: NUIM-CS-TR-2006-02. Technical Report. National University of Ireland Maynooth. (Unpublished)

Pearlmutter, Barak A. (2005) Bounds on Query Convergence. Working Paper. arXiv.

Murray-Smith, Roderick and Pearlmutter, Barak A. (2003) Transformations of Gaussian Process Priors. Technical Report. Dept. of Computing Science, Glasgow University.

Pearlmutter, Barak A. and Link, Hamilton E. (2002) Algorithmic Differentiation through Convergent Loops. Project Report. UNSPECIFIED.

Jun, Sung Chan, Pearlmutter, Barak A. and Nolte, Guido (2001) Realtime MEG source localization. Technical Report. UNSPECIFIED. (Unpublished)

Zibulevsky, Michael and Pearlmutter, Barak A. (1999) Blind Source Separation by Sparse Decomposition. Technical Report. University of New Mexico Technical Report No. CS99-1.

Pearlmutter, Barak A. and Gurvits, L. (1995) Relating egomotion and image evolution. Technical Report. Report Number SCR-95-TR-536.

Pearlmutter, Barak A. (1990) Dynamic recurrent neural networks. Technical Report. Carnegie Mellon University. (Unpublished)

Conference or Workshop Item

Burns, Tobias, Pearlmutter, Barak A. and McDonald, John (2019) MouldingNet: Deep-Learning for 3D Object Reconstruction. In: Irish Machine Vision & Image Processing Conference 2019, 28-30 August 2019, Technological University Dublin. (In Press)

Siskind, Jeffrey Mark and Pearlmutter, Barak A. (2016) Binomial Checkpointing for Arbitrary Programs with No User Annotation. In: AD 2016 Conference: 7th International Conference on Algorithmic Differentiation, September 12-15, 2016, Oxford, U.K..

Baydin, Atilim Gunes, Pearlmutter, Barak A. and Siskind, Jeffrey Mark (2016) DiffSharp: An AD Library for .NET Languages. In: AD 2016 Conference: 7th International Conference on Algorithmic Differentiation, September 12-15, 2016, Oxford, U.K..

Siskind, Jeffrey Mark and Pearlmutter, Barak A. (2016) Efficient Implementation of a Higher-Order Language with Built-In AD. In: AD 2016 Conference: 7th International Conference on Algorithmic Differentiation, September 12-15, 2016, Oxford U.K..

Kelly, Robert, Pearlmutter, Barak A. and Siskind, Jeffrey Mark (2016) Evolving the Incremental Lambda Calculus into a Model of Forward Automatic Differentiation (AD). In: AD 2016 Conference: 7th International Conference on Algorithmic Differentiation, September 12-15, 2016, Oxford, U.K..

Baydin, Atilim Gunes, Pearlmutter, Barak A. and Siskind, Jeffrey Mark (2016) Tricks from Deep Learning. In: AD 2016 Conference: 7th International Conference on Algorithmic Differentiation, September 12-15, 2016, Oxford, U.K..

Potluru, Vamsi K., Diaz-Montes, Javier, Sarwate, Anand D., Plis, Sergey M., Calhoun, Vince D., Pearlmutter, Barak A. and Parashar, Manish (2014) CometCloudCare (C3): Distributed Machine Learning Platform-as-a-Service with Privacy Preservation. In: Neural Information Processing Systems (NIPS), 8-13 December 2014, Montreal, Canada.

Potluru, Vamsi K., Le Roux, Jonathan, Calhoun, Vince D., Plis, Sergey M., Pearlmutter, Barak A. and Hayes, Thoms P. (2013) Block Coordinate Descent for Sparse NMF. In: ICLR 2013 (First International Conference on Learning Representations), 2-4 May 2013, Scottsdale Arizona, USA.

Potluru, Vamsi K., Plis, Sergey M., Pearlmutter, Barak A., Calhoun, Vince D. and Hayes, Thoms P. (2011) Sequential Sparse NMF. In: 7th Student Conference, 2011.

Soraghan , C., Matthews, F., Markham, Charles, Pearlmutter, Barak A., O'Neill, R. and Ward, Tomas E. (2008) A 12-Channel, real-time near-infrared spectroscopy instrument for brain-computer interface applications. In: Proceedings of the 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, August 20-24 2008, Vancouver, BA, Canada.

Matthews, Fiachra, Soraghan, Christopher John, Ward, Tomas E., Markham, Charles and Pearlmutter, Barak A. (2008) Software Platform for Rapid Prototyping of NIRS Brain Computer Interfacing Techniques. In: Proceedings of the 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 20-24 August 2008, Vancouver, Canada.

de Fréin, Ruairí, Rickard, Scott T. and Pearlmutter, Barak A. (2008) Sparse Multichannel Source Localization and Separation. In: 8th International Conference on Mathematics in Signal Processing, 16-18 December 2008, Royal Agricultural College, Cirencester, UK.

Soraghan , C., Matthews, F., Markham, Charles, Pearlmutter, Barak A. and Ward, Tomas E. (2007) Biophotonic Methods for Brain-Computer Interfaces. In: Photonics Ireland 2007, September 24th-26th, 2007, Galway, Ireland. (Unpublished)

O'Grady, Paul D. and Pearlmutter, Barak A. (2007) Discovering Convolutive Speech Phones using Sparseness and Non-Negativity Constraints. In: Proceedings of the Seventh International Conference on Independent Component Analysis, September 9-12, 2007, London, UK.

Pearlmutter, Barak A. and O'Grady, Paul D. (2006) Convolutive non-negative matrix factorisation with a sparseness constraint. In: Proceedings of the 16th IEEE Signal Processing Society Workshop on Machine Learning for Signal Processing, 6th - 8th September, 2006, Arlington, VA.

Pearlmutter, Barak A. and Olsson, Rasmus K. (2006) Linear program differentiation for single-channel speech separation. In: Proceedings of the 16th IEEE Signal Processing Society Workshop on Machine Learning for Signal Processing, 6th - 8th September, 2006, Arlington, VA .

Pearlmutter, Barak A. and Jaramillo, Santiago (2006) Use your powers wisely: resource allocation in parallel channels. In: Proceedings of the 16th IEEE Signal Processing Society Workshop on Machine Learning for Signal Processing, 6th - 8th September, 2006, Arlington, VA .

Soraghan, Christopher John, Matthews, Fiachra, Kelly, Dan, Markham, Charles, Pearlmutter, Barak A. and O'Neill, Ray (2006) A Dual-Channel Optical Brain-Computer Interface In A Gaming Environment. In: CGAMES 2006 - 9th International Conference on Computer Games: AI, Animation, Mobile, Educational and Serious Games, Dublin Institute of Technology, Dublin, Ireland.

Soraghan, Christopher John, Matthews, Fiachra, Kelly, Dan, Ward, Tomas E., Markham, Charles, Pearlmutter, Barak A. and O'Neill, Ray (2006) A Dual-Channel Optical Brain-Computer Interface In A Gaming Environment. In: CGAMES 2006 - 9th International Conference on Computer Games: AI, Animation, Mobile, Educational and Serious Games, Dublin Institute of Technology, Dublin, Ireland.

Pearlmutter, Barak A., Asari, Hiroki and Zador, Anthony M. (2005) Neuronal Predictions of Sparse Linear Representations. In: Forum Acusticum, 2005, Budapest.

Siskind, Jeffrey Mark and Pearlmutter, Barak A. (2005) Perturbation Confusion and Referential Transparency: Correct Functional Implementation of Forward-Mode AD. In: 17th International Workshop, IFL'05 (2005).

Nolte, G, Sander, T, Lueschow, A and Pearlmutter, Barak A. (2002) Nonlinear time series analysis of human alpha rhythm. In: Proceedings of the 13th International Conference on Biomagnetism, August 10-14, 2002, Jena, Germany.

Pearlmutter, Barak A. (2002) Algorithmic Differentiation, Functional Programming, and Iterate-to-Fixedpoint. In: Snowbird Learning Workshop.

Jun, Sung Chan, Pearlmutter, Barak A. and Nolte, Guido (2002) Fast robust MEG source localization using MLPs. In: Proceedings of the 13th International Conference on Biomagnetism, August 10-14, 2002, Jena, Germany.

Zibulevsky, Michael and Pearlmutter, Barak A. (2000) Blind separation of sources with sparse representations in a given signal dictionary. In: ICA2000 : International Workshop on Independent Component Analysis and Blind Signal Separation, June 19-22, 2000, Helsinki, Finland.

Tang, Akaysha, Phung, Dan B., Pearlmutter, Barak A. and Christner, Robert (2000) Localization of Independent Components from Magnetoencephalography. In: ICA2000 : International Workshop on Independent Component Analysis and Blind Signal Separation, June 19-22, 2000, Helsinki, Finland.

Zibulevsky, Michael and Pearlmutter, Barak A. (2000) Second Order Blind Source Separation By Recursive Splitting Of Signal Subspaces. In: ICA2000 : International Workshop on Independent Component Analysis and Blind Signal Separation, June 19-22, 2000, Helsinki, Finland.

Warrender , Christina, Forrest , Stephanie and Pearlmutter, Barak A. (1999) Detecting intrusions using system calls: alternative data models. In: Proceedings of the 1999 IEEE Symposium on Security and Privacy, May 9-12, 1999, Oakland, California.

Zador, Anthony M. and Pearlmutter, Barak A. (1999) VC Dimension of an Integrate-and-Fire Neuron Model. In: COLT '96: ninth annual conference on Computational learning theory, June 28-July 1, 1996, Desenzano del Garda, Italy.