Publications
- Ruairí de Fréin, S. T. Rickard, and B. A. Pearlmutter.
Constructing time-frequency dictionaries for source
separation via time-frequency masking and source
localisation, 8th International Conference on
Independent Component Analysis and Signal Separation
(ICA-2009), Paraty, Brazil, Mar 2009. Springer-Verlag LNCS
5441, pages 573-80, doi:10.1007/978-3-642-00599-2_72.
- Barak A. Pearlmutter and Conor J. Houghton, A New
Hypothesis for Sleep: Tuning for Criticality. Neural
Computation 21(6):1622-41, Jun 2009,
doi:10.1162/neco.2009.05-08-787.
(pdf,
ps,
djvu)
- Jeffrey Mark Siskind and Barak
A. Pearlmutter. Nesting forward-mode AD in a
functional framework. Higher Order and Symbolic
Computation 21(4):361-76, 2008,
doi:10.1007/s10990-008-9037-1.
(pdf,
ps)
- Paul D. O'Grady and Barak A. Pearlmutter.
Discovering Speech Phones Using Convolutive Non-negative
Matrix Factorisation with a Sparseness Constraint,
Neurocomputing
72(1-3):88-101, Dec 2008,
doi:10.1016/j.neucom.2008.01.033.
(pdf,
djvu)
- Barak A. Pearlmutter and Jeffrey Mark Siskind. Using
programming language theory to make AD sound and
efficient. In Proceedings of the 5th International
Conference on Automatic Differentiation, pages 79-90, Bonn,
Germany, Aug 2008, doi:10.1007/978-3-540-68942-3_8.
Springer-Verlag.
(pdf)
- Barak A. Pearlmutter and Jeffrey Mark
Siskind. Reverse-Mode AD in a functional framework:
Lambda the ultimate backpropagator.
TOPLAS 30(2):1-36, Mar 2008,
doi:10.1145/1330017.1330018.
(pdf,
ps)
- Paul D. O'Grady and Barak A. Pearlmutter.
The LOST
Algorithm: Finding Lines and Separating Speech
Mixtures, EURASIP Journal on Advances in Signal
Processing, Article ID 784296, 17 pages, 2008,
doi:10.1155/2008/784296.
(pdf,
djvu)
- F. Matthews, B. A. Pearlmutter, T. E. Ward, C. Soraghan, and
C. Markham. Hemodynamics for Brain-Computer Interfaces:
Optical correlates of control signals. IEEE Signal
Processing Magazine 25(1):87-94, Jan 2008,
doi:10.1109/MSP.2007.909011.
(pdf,
djvu)
- Edmund C. Lalor, Simon P. Kelly, Barak A. Pearlmutter,
Richard B. Reilly, and John J. Foxe. Isolating
endogenous visuo-spatial attentional effects using the novel
visual-evoked spread spectrum analysis (VESPA)
technique, European Journal of
Neuroscience 26(12):3536-42, 2007.
doi:10.1111/j.1460-9568.2007.05968.x
(pdf,
djvu)
- Edmund C. Lalor, Sherlyn Yeap, Richard B. Reilly, Barak
A. Pearlmutter, and John J. Foxe. Dissecting the
cellular contributions to early visual sensory processing
deficits in schizophrenia using the VESPA evoked
response. Schizophrenia
Research 98(1-3):256-64, Jan 2008. Epub: Nov
2007. doi:10.1016/j.schres.2007.09.037.
(pdf)
- Paul D. O'Grady and Barak A. Pearlmutter. Discovering
convolutive speech phones using sparseness and
nonnegativity, Seventh International Conference on
Independent Component Analysis (ICA-2007), pages 520-7,
London, UK, Sep 2007. Springer-Verlag LNCS 4666.
(pdf,
djvu)
- Santiago Jaramillo and Barak A. Pearlmutter. Optimal
coding predicts attentional modulation in neuronal
systems. Neural
Computation 19(5):1295-1312, 2007.
doi:10.1162/neco.2007.19.5.1295 (preprint
pdf,
ps,
djvu;
reprint pdf)
- Lucas C. Parra and Barak A. Pearlmutter.
Illusory Percepts from Auditory Adaptation,
Journal of the Acoustical Society of America
121(3):1632-41, March 2007.
doi:10.1121/1.2431346
(pdf,
ps,
djvu)
- Jeffrey Mark Siskind and Barak A. Pearlmutter.
First-Class Nonstandard Interpretations by Opening
Closures. In Proceedings of the 2007 Symposium
on Principles of Programming Languages
(POPL 2007), Nice France, pages 71-6,
doi:10.1145/1190216.1190230, Jan 2007.
(pdf,
ps,
djvu)
- Barak A. Pearlmutter and Jeffrey Mark Siskind. Lazy
Multivariate Higher-Order Forward-Mode AD. In
Proceedings of the 2007 Symposium on Principles of
Programming Languages (POPL 2007), Nice France,
pages 155-60, doi:10.1145/1190215.1190242, Jan 2007.
(pdf,
ps,
djvu)
- Edmund C. Lalor, Barak A. Pearlmutter, John J. Foxe, Richard
B. Reilly, and Gary McDarby.
Spread-Spectrum Intensity Modulation for Rapid
Estimation of a Visually Evoked Potential.
NeuroImage 32:1549-61, 2006. (draft
preprint: pdf,
ps,
djvu;
actual preprint)
- Hiroki Asari, Barak A. Pearlmutter, and Anthony M. Zador.
Sparse Representations for the Cocktail Party
Problem. Journal of Neuroscience
26(28):7477-90, 2006.
doi:10.1523/JNEUROSCI.1563-06.2006
(reprint: pdf,
djvu,
preprint: pdf,
ps,
djvu)
- Santiago Jaramillo and Barak A. Pearlmutter. Use your
powers wisely: Resource allocation in parallel
channels. In
Proceedings of the IEEE International Workshop on Machine
Learning for Signal Processing (MLSP 2006),
September 2006. doi:10.1109/MLSP.2006.275515
(pdf,
ps,
djvu)
- Paul D. O'Grady and Barak A. Pearlmutter. Convolutive
Non-Negative Matrix Factorisation with Sparseness
Constraint. In Proceedings of the IEEE
International Workshop on Machine Learning for Signal
Processing (MLSP 2006), September 2006.
doi:10.1109/MLSP.2006.275588
(pdf,
ps,
djvu)
- Barak A. Pearlmutter and Rasmus K. Olsson. Linear
program differentiation for single-channel speech
separation. In
Proceedings of the IEEE International Workshop on Machine
Learning for Signal Processing (MLSP 2006),
September 2006. doi:10.1109/MLSP.2006.275587
(pdf,
ps,
djvu)
- Paul D. O'Grady, Barak A. Pearlmutter, and Scott T. Rickard.
Survey of Sparse and Non-Sparse Methods in Source
Separation. International Journal of Imaging Systems
and Technology (IJIST) 15:18-33, 2005. Special issue
on blind source separation and deconvolution in imaging and
image processing.
(pdf,
djvu)
- S. C. Jun and B. A. Pearlmutter. Fast Robust
Subject-Independent Magnetoencephalographic Source
Localization using an Artificial Neural Network.
Human Brain Mapping
24(1):21-34, 2005.
(pdf,
ps,
djvu)
- Paul D. O'Grady and Barak A. Pearlmutter. Soft-LOST:
EM on a Mixture of Oriented Lines. ICA2004,
September 22-24, 2004, Granada, Spain, pages 430-436.
(ps,
pdf,
djvu)
- Barak A. Pearlmutter and Anthony M. Zador. Monaural
Source Separation Using Spectral Cues. ICA2004,
September 22-24, 2004, Granada, Spain, pages 478-485.
(ps,
pdf,
djvu)
- Sung Chan Jun and Barak
A. Pearlmutter. Subject-Independent
Magnetoencephalographic Source Localization by a Multilayer
Perceptron. In Advances in Neural Information
Processing Systems 16. MIT Press, 2004.
(pdf,
ps,
djvu)
- Santiago Jaramillo and Barak A. Pearlmutter. A
normative model of attention: receptive field
modulation. Neurocomputing 58-60:613-618,
2004. Also CNS*2003.
(pdf,
djvu)
- Sung Chan Jun, Barak A. Pearlmutter, and Guido
Nolte. MEG source localization using an MLP with a
distributed output representation. IEEE Transactions
on Biomedical Engineering 50(6):786-789,
2003. doi:10.1109/TBME.2003.812154
(ps,
pdf,
djvu)
- Lucas Parra, Chris Alvino, Akaysha Tang, Barak Pearlmutter,
Nick Yeung, Allen Osman, and Paul Sajda. Single-trial
detection in EEG and MEG: Keeping it linear,
Neurocomputing
52-54:177-183, June 2003.
(pdf,
djvu)
- Guido Nolte, Till Sander, Andreas Lueschow, and Barak
A. Pearlmutter. Nonlinear properties of human alpha
rhythm. Submitted.
- Barak A. Pearlmutter, with Akaysha C. Tang, Natalie
A. Malaszenko, and Daniel B. Phung. Independent
Components of Magnetoencephalography: Single-Trial Response
Time Estimation. Neuroimage. Accepted August 2002.
(ps,
djvu)
- Sung Chan Jun, Barak A. Pearlmutter, and Guido
Nolte. Fast accurate MEG source localization using a
MLP trained with real brain noise. Physics in
Medicine and Biology
47(14):2547-2560, 2002.
(ps,
pdf,
djvu)
- Lucas Parra, Chris Alvino, Akaysha Tang, Barak Pearlmutter,
Nick Yeung, Allen Osman, and Paul Sajda. Linear spatial
integration for single trial detection in
encephalography.
NeuroImage 17(1):223-230, 2002.
(pdf,
djvu)
- G. Nolte, T. Sander, A. Lueschow, and B. A. Pearlmutter.
Nonlinear time series analysis of human alpha rhythm.
BIOMAG-2002.
(abstract,
ps,
pdf)
- S. C. Jun, B. A. Pearlmutter, G. Nolte. Fast robust MEG
source localization using MLPs. BIOMAG-2002.
(abstract,
ps,
pdf)
- Akaysha C. Tang, Barak A. Pearlmutter, Natalie
A. Malaszenko, Dan B. Phung, and Bethany
C. Reeb. Independent Components of
Magnetoencephalography: Localization. Neural
Computation
14(8):1827-1858, 2002. (preprint:
pdf,
ps,
djvu, reprint:
pdf,
pdf-small,
djvu)
- Michael Zibulevsky, Pavel Kisilev, Yehoshua Y. Zeevi, and
Barak A. Pearlmutter. Blind source separation via
multinode sparse representation. In Advances in Neural
Information Processing Systems 14. Morgan Kaufmann,
1049-1056, 2002.
(pdf,
ps,
djvu)
- Michael Zibulevsky and Barak A. Pearlmutter. Blind
Source Separation by Sparse Decomposition in a Signal
Dictionary. Neural
Computation 13(4):863-882, 2001. (preprint:
ps,
djvu, reprint:
pdf,
djvu)
- Akaysha C. Tang, Dan Phung, Barak A. Pearlmutter, and Robert
Christner.
Localization of
Independent Components from Magnetoencephalography.
ICA2000, pages 387-392.
- Michael Zibulevsky and Barak A. Pearlmutter. Second
Order Blind Source Separation by Recursive Splitting of
Signal Subspaces. ICA2000, pages 489-491.
(pdf,
ps,
djvu)
- Michael Zibulevsky and Barak A. Pearlmutter.
Blind separation of
sources with sparse representations in a given signal
dictionary. ICA2000, pages 181-186.
- Akaysha C. Tang, Barak A. Pearlmutter, Michael Zibulevsky,
Tim A. Hely, and Michael P. Weisend. 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. Morgan Kaufmann,
185-191, 2000. (pdf,
ps,
djvu)
- Gary W. Flake and Barak A. Pearlmutter.
Differentiation functions of the Jacobian with respect
to the weights. In Advances in Neural Information
Processing Systems 12. Morgan Kaufmann, 435-441, 2000.
(pdf,
ps,
djvu)
- Akaysha C. Tang, Barak A. Pearlmutter, Michael Zibulevsky,
and Scott A. Carter. Blind source separation of
multichannel neuromagnetic responses.
Neurocomputing 32-33:1115-1120, 2000. Also in
Computational Neuroscience 1999.
(pdf,
ps,
djvu)
- C. Warrender and S. Forrest and B. A. Pearlmutter.
Detecting intrusions using system calls: Alternative
data models. 1999 IEEE Symposium on Security and
Privacy. doi:10.1109/SECPRI.1999.766910
(pdf,
ps)
- Kevin J. Lang, Barak A. Pearlmutter, and Rodney
A. Price. Results of the Abbadingo One DFA Learning
Competition and a New Evidence-Driven State Merging
Algorithm. In ICGI-98, Springer-Verlag, 1998.
(pdf,
ps,
djvu)
- Barak A. Pearlmutter and Lucas C. Parra. Maximum
Likelihood Blind Source Separation: A Context-Sensitive
Generalization of ICA. In Advances in Neural
Information Processing Systems 9. MIT Press, 1997.
- Barak A. Pearlmutter and Lucas C. Parra. A
context-sensitive generalization of ICA. 1996
International Conference on Neural Information Processing.
September 1996, Hong Kong.
(pdf,
ps,
djvu)
- Barak A. Pearlmutter. Doing the twist: Diagonal
meshes are isomorphic to twisted toroidal
meshes. IEEE Transactions on
Computers 45(6), June 1996.
doi:10.1109/12.506434
(pdf,
ps,
djvu)
- Anthony M. Zador and Barak A. Pearlmutter. VC
dimension of an integrate and fire neuron model.
Neural Computation
8(3):611-624, 1996.
(pdf,
ps,
djvu)
- Anthony M. Zador and Barak A. Pearlmutter.
VC dimension of an integrate
and fire neuron model. In Ninth Conference on
Computational Learning Theory, Desenzano del Garda, Italy,
June 28-July 1, 1996.
- Barak A. Pearlmutter. Garbage collection with
pointers to single cells. Communications of the ACM
39(12):202-206, December 1996. Accepted
Spring 1991.
(pdf,
local-pdf)
- Barak A. Pearlmutter. Gradient calculation for
dynamic recurrent neural networks: a survey. IEEE
Transactions on Neural
Networks 6(5):1212-1228, 1995.
doi:10.1109/72.410363
(pdf,
ps,
djvu)
- Barak A. Pearlmutter. Time-skew Hebb rule in a
nonisopotential neuron. Neural Computation
7(4):706-712, 1995.
(pdf,
ps,
djvu)
- Barak A. Pearlmutter. Fast exact multiplication by
the Hessian. Neural
Computation 6(1):147-160, 1994.
(pdf,
ps,
djvu)
- Joe Kilian, Kevin J. Lang, and Barak
A. Pearlmutter. Playing the matching-shoulders lob-pass
game with logarithmic regret. In Seventh Annual ACM
Workshop on Computational Learning Theory, pages 159-164, New
Brunswick, NJ, July 1994.
(pdf,
ps,
djvu)
- Yann LeCun, Patrice Y. Simard, and Barak
A. Pearlmutter. Automatic learning rate maximization by
on-line estimation of the Hessian's eigenvectors. In
Advances in Neural Information Processing Systems 5, pages
156-163. Morgan Kaufmann, 1993.
(pdf,
ps,
djvu)
- Barak A. Pearlmutter. Gradient descent: Second-order
momentum and saturating error. In Advances in Neural
Information Processing Systems 4, pages 887-894. Morgan
Kaufmann, 1992.
(pdf,
ps,
djvu)
- Barak A. Pearlmutter and Ronald Rosenfeld.
Chaitin-Kolmogorov complexity and generalization in
neural networks. In Advances in Neural Information
Processing Systems 3, pages 925-931. Morgan Kaufmann, 1991.
(djvu)
- Barak A. Pearlmutter. Two new learning procedures for
recurrent networks. Neural Network Review
3(3):99-101, 1990.
- Barak Pearlmutter. Learning state space trajectories
in recurrent neural networks. Neural Computation
1(2):263-269, 1989.
(pdf
bitmap, djvu)
- Kenneth Y. Goldberg and Barak A. Pearlmutter. Using a
neural network to learn the dynamics of the CMU direct-drive
arm II. In Advances in Neural Information Processing
Systems I, pages 356-363. Morgan Kaufmann, 1989.
(djvu)
- Kevin J. Lang and Barak A. Pearlmutter. Oaklisp: an
object-oriented dialect of Scheme. Lisp and Symbolic
Computation 1(1):39-51, May 1988.
(pdf,
ps,
djvu)
- Kevin J. Lang and Barak A. Pearlmutter. Oaklisp: an
object-oriented Scheme with first class types. In
ACM Conference on Object-Oriented Systems, Programming,
Languages and Applications, pages 30-37, September 1986.
Special issue of SIGPLAN Notices. doi:10.1145/28697.28701
(pdf,
djvu,
CACM ref)
- E. C. Lalor, B. A. Pearlmutter, and J. J. Foxe.
Reverse Correlation and the VESPA Method. In
T. C. Handy (editor), Advances in ERP, EEG and MEG
Analysis. MIT Press: Cambridge, MA. In press.
- H. Asari, R. K. Olsson, B. A. Pearlmutter, and
A. M. Zador. Sparsification for monaural source
separation. In S. Makino, T.-W. Lee, and H. Sawada
(eds), Blind Speech Separation, chapter 14.
Springer-Verlag, 2007. ISBN 978-1-4020-6478-4. (draft
manuscript pdf,
ps,
djvu)
- Yaroslav O. Halchenko, Stephen Jose Hanson and Barak
A. Pearlmutter, Multimodal Integration: fMRI, MRI, EEG,
MEG, chapter in Luigi Landini, Vincenzo Positano and
Maria Filomena Santarelli (eds) Advanced Image
Processing in Magnetic Resonance Imaging, pages
223-265, Dekker, book series on Signal Processing and
Communications, ISBN 0824725425, 2005.
(pdf,
djvu)
- A. C. Tang and B. A. Pearlmutter (2002). Independent
Components of Magnetoencephalography: Localization and
Single-Trial Response Onset Detection. In Zhong Lin
Lu and Lloyd Kaufman (eds), Magnetic Source Imaging of
the Human Brain, which began as the proceedings of a
festschrift in honor of Samuel Williamson. Lawrence Erlbaum
and Associates, 2003. (unbutchered:
ps,
pdf,
djvu)
(published-butchered:
pdf,
djvu)
- Akaysha C. Tang and Barak A. Pearlmutter (2002).
Independent Components of Magnetoencephalography:
Localization. In Friedrich T. Sommer and Andrzej
Wichert (eds),
Exploratory
Analysis and Data Modelling in Functional Neuroimaging,
MIT Press, chapter 7, pages 129-162.
- M. Zibulevsky, B. A. Pearlmutter, P. Bofill, and
P. Kisilev. 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, pages 181-208. Cambridge University Press,
2001.
- Barak A. Pearlmutter and Anthony M. Zador. Sparse
matrix methods for modeling single neurons. In
Christof Koch (editor), Biophysics of Computation:
Information Processing in Single Neurons. Oxford
University Press, 1999.
- Barak A. Pearlmutter and Kevin J. Lang. The
implementation of Oaklisp. In Peter Lee (editor),
Topics in Advanced Language Implementation, pages 189-215.
MIT Press, 1991.
- C. Soraghan, F. Matthews, C. Markham, B. A. Pearlmutter,
R. O'Neill, and T. E. Ward. A 12-channel, real- time
near-infrared spectroscopy instrument for brain-computer
interface applications. In 30th Annual International
IEEE EMBS Conference, pages 5648-51, Vancouver, British
Columbia, Canada, Aug. 20-24 2008. IEEE Press.
(pdf)
- F. Matthews, C. Soraghan, T. E. Ward, C. Markham, and
B. A. Pearlmutter. Software platform for rapid
prototyping of NIRS brain computer interfacing
techniques. In 30th Annual International IEEE EMBS
Conference, pages 4840-3, Vancouver, British Columbia, Canada,
Aug. 20-24 2008. IEEE Press.
(pdf)
- E. C. Lalor, R. B. Reilly, B. A. Pearlmutter, and
J. J. Foxe.
A spectrum of colors: Investigating the temporal
frequency characteristics of the human visual system using a
system identification approach. Proc. IEEE
Eng. Med. Biol. Soc.,
1:3720-3, 2006. doi:10.1109/IEMBS.2006.259688
(pdf)
- C. Soraghan, F. Matthews, D. Kelly, T. Ward, C. Markham,
B. A. Pearlmutter, and R. O'Neill. A dual-channel
optical brain-computer interface in a gaming
environment. In Proc. 9th Int. Conf. Computer
Games: AI, Animation, Mobile, Educational and Serious
Games, pages 35-9, Dublin, Ireland, Nov. 2006.
- Jeffrey Mark Siskind and Barak
A. Pearlmutter. Perturbation Confusion and
Referential Transparency: Correct Functional Implementation
of Forward-Mode AD. Draft Proceedings of the 17th
International Workshop on Implementation and Application of
Functional Languages (IFL2005), Sep 19-21, 2005, Dublin
Ireland. (pdf,
ps,
djvu)
- Barak A. Pearlmutter and Hiroki Asari and Anthony M. Zador,
Neuronal Predictions of Sparse Linear
Representations. Forum
Acusticum 2005, Aug 29-Sep 2, Budapest, Hungary,
Distributed on CDROM at the conference.
(pdf,
djvu)
- Roderick Murray-Smith and Barak A. Pearlmutter.
Transformations of Gaussian Process Priors. In
J. Winkler, N. Lawrence, and M. Niranjan, editors, Machine
Learning Workshop, pages 110-125, 2005. Springer-Verlag LNAI
3635. (pdf,
djvu)
- Paul D. O'Grady and Barak A. Pearlmutter. Hard-LOST:
Modified k-Means for Oriented Lines.
ISSC-2004, Jun 30-Jul 2, 2004, Belfast, Northern Ireland,
UK. (ps,
pdf,
djvu)
- Jian Qing Shi, Roderick Murray-Smith, D. Mike Titterington
and Barak A. Pearlmutter, Filtered Gaussian Processes
for Learning with Large Data-Sets, Proceedings
of Switching and Learning in Feedback Systems: European
Summer School on Multi-Agent Control, Maynooth, Ireland,
Sep 8-10, 2003. Springer-Verlag LNCS 3355.
(web)
- B. A. Pearlmutter and Vamsi K. Potluru. Sparse
Separation: Principles and Tricks. Proc SPIE volume
5102, "Independent Component Analyses, Wavelets, and Neural
Networks", April 2003, pages 1-4.
(ps
djvu)
- B. A. Pearlmutter and S. Jaramillo. Progress in Blind
Separation of Magnetoencephalographic Data. Proc
SPIE volume 5102, "Independent Component Analyses, Wavelets,
and Neural Networks", April 2003, pages 129-134.
(ps
djvu)
- Lucas Parra, Chris Alvino, Akaysha Tang, Barak Pearlmutter,
Nick Yeung, Allen Osman, and Paul Sajda. Linear spatial
weighting for single trial detection in
encephalography. Computational Neuroscience Meeting,
Chicago, July 2002.
(pdf,
djvu)
- Karen G. Haines, Barak A. Pearlmutter, John A. Moya, Kim
Edlund, and Thomas P. Caudell. Visualizing
communication between neurons in the Lamina
Ganglionaris of Musca domestica. In
International Joint Conference on Neural Networks 2000.
- Anthony M. Zador and Barak A. Pearlmutter. The
discriminative power of a dynamical model neuron. In
Russel Greiner, Thomas Petsche, and Stephen Jose Hanson,
editors, Computational Learning Theory and `Natural'
Learning Systems, Volume IV: Making Learning Practical,
Provincetown, MA, Sept 1993, pages 211-225. MIT Press,
1997.
- Akaysha C. Tang, Chun X. Falk, Lawrence B. Cohen, Jian
Y. Wu, Barak A. Pearlmutter, and Hans Peter
Hoepp. Response reliability of the neuronal population
of the aplysia abdominal ganglion during the gill-withdrawal
reflex. In International Joint Conference on Neural
Networks, Beijing, PRC, November 1992. IEEE Press.
- Barak A. Pearlmutter. Temporally continuous
vs. clocked networks. In Neural Networks in
Robotics, pages 237-252. Kluwer Academic Publishers,
October 23-25, 1991 1992.
(ps,
pdf,
google
books)
- John B. Hampshire, II and Barak
A. Pearlmutter. Equivalence proofs for multi-layer
perceptron classifiers and the Bayesian discriminant
function. In Connectionist Models: Proceedings of
the 1990 Summer School, pages 159-172. Morgan Kaufmann,
1990. (ps,
pdf,
djvu)
- Barak A. Pearlmutter. Learning state space
trajectories in recurrent neural networks. In
Proceedings of the 1988 Connectionist Models Summer School,
pages 113-117. Morgan Kaufmann, 1989.
- Barak A. Pearlmutter. Learning state space
trajectories in recurrent neural networks. In
International Joint Conference on Neural Networks, volume 2,
pages 365-372, Washington DC, June 18-22 1989. IEEE Press.
- Barak A. Pearlmutter and Geoffrey E. Hinton.
G-maximization: an unsupervised learning
procedure. In Snowbird Conference on Neural Networks
for Computing, number 151 in AIP conference proceedings, pages
333-338. American Institute of Physics, 1986.
- Barak A. Pearlmutter. Response to Brown's reply to
Pearlmutter's comments on Tsai, Carnevale, and Brown.
Network: Computation in Neural Systems, 1996. To appear?
- Barak A. Pearlmutter. May we recommend Martinez-Gomez
et al. (1994). Annals of Improbable Research, 1995.
- Barak A. Pearlmutter. Comment on ``Hebbian learning
is jointly controlled by electrotonic and input
structure.'' Network: Computation in Neural Systems
5(3):425-426, August 1994.
- Barak A. Pearlmutter. Comments on ``Dynamic
programming approach to optimal weight selection in
multilayer neural networks.'' IEEE Transactions on
Neural Networks
3(6):1028, November 1992.
doi:10.1109/72.165609
(pdf)
- Jeffrey Mark Siskind and Barak A. Pearlmutter,
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, School of Electrical and Computer
Engineering, Purdue University, West Lafayette, IN, USA,
Jan 2008, TR-ECE-08-01
- Jeffrey Mark Siskind and Barak A. Pearlmutter,
Putting
the Automatic Back into AD: Part I, What's
Wrong, School of Electrical and Computer
Engineering, Purdue University, West Lafayette, IN, USA,
Jan 2008, TR-ECE-08-02
- Barak A. Pearlmutter and Jeffrey Mark Siskind,
Putting
the Automatic Back into AD: Part II, Dynamic, Automatic,
Nestable, and Fast, School of Electrical and
Computer Engineering, Purdue University, West Lafayette,
IN, USA, Jan 2008, TR-ECE-08-03
- Barak A. Pearlmutter,
Bounds on
Query Convergence, arXiv:cs.LG/0511088, Nov 25, 2005.
- R. Murray-Smith and Barak
A. Pearlmutter, Transformations of Gaussian Process
priors, DCS Technical Report TR-2003-149, Department
of Computing Science, Glasgow University, June, 2003.
(pdf)
- Sung Chan Jun, Barak A. Pearlmutter, and Guido Nolte.
Realtime MEG source
localization with realistic noise. UNM TR-CS-2001-22.
- P. Kisilev, M. Zibulevsky, Y. Y. Zeevi, and
B. A. Pearlmutter.
Multiresolution framework for
blind source separation. 2000.
- Michael Zibulevsky and Barak A. Pearlmutter.
Blind Source Separation
by Sparse Decomposition. University of New Mexico
Technical Report No. CS99-1. Albuquerque, NM, July 1999.
- Barak A. Pearlmutter. Radar project results:
March-September 1995. Technical Report SCR-96-TR-554,
Siemens Corporate Research, Princeton, NJ, 1996.
- Barak A. Pearlmutter and Scott T. Rickard, Jr. Linear
compression of the strips database. Technical Report
SCR-95-TR-537, Siemens Corporate Research, Princeton, NJ,
1995.
- Barak A. Pearlmutter and Leonid Gurvits.
Relating egomotion and
image evolution. Technical Report SCR-95-TR-536,
Siemens Corporate Research, Princeton, NJ, 1995.
- Anthony M. Zador and Barak
A. Pearlmutter. Efficient
computation of sparse elements of the inverse of a sparse
near-tridiagonal matrix with application to the nerve
equation. Technical Report OGI-CSE-93-003, Oregon
Graduate Institute of Science & Technology, Department of
Computer Science and Engineering, Portland, OR, March 1993.
- Barak A. Pearlmutter.
Fast
exact multiplication by the Hessian. Technical Report
OGI-CSE 93-002, Oregon Graduate Institute of Science &
Technology, Department of Computer Science and Engineering,
Portland, OR, March 1993.
- Barak A. Pearlmutter. Dynamic recurrent neural
networks. Technical Report CMU-CS-90-196, Carnegie
Mellon University School of Computer Science, Pittsburgh,
PA, December 1990.
(ps,
pdf,
djvu)
- Kenneth Y. Goldberg and Barak A. Pearlmutter. Using a
neural network to learn the dynamics of the CMU Direct-Drive
Arm II. Technical Report CMU-CS-88-160,
Carnegie Mellon University, 1988.
- Barak A. Pearlmutter. Learning state space
trajectories in recurrent neural networks. Technical
Report CMU-CS-88-191, Department of Computer Science,
Carnegie Mellon University, Pittsburgh, PA, 1988.
- Barak A. Pearlmutter and Conor J. Houghton, Tuning for
Criticality: A New Hypothesis for Sleep. Poster at
COSYNE 2007, Salt Lake City, Utah, USA, Feb 22-24,
2007.
(pdf,
ps,
djvu)
- Edmund C. Lalor, Richard B. Reilly, Barak A. Pearlmutter,
and John J. Foxe,
Investigating Multisensory Integration using Spread
Spectrum Stimulation. Poster at
7th Annual Meeting of the
International Multisensory Research Forum, School of
Psychology/Institute of Neuroscience, University of Dublin
Trinity College, June 18-21, 2006.
- Santiago Jaramillo and Barak A. Pearlmutter, Exploring
the attentional modulation of neural codes. Poster
at Computational and Systems Neuroscience Workshop, March
2004, Cold Spring Harbor Laboratories.
(pdf,
djvu)
- Barak A. Pearlmutter and Anthony M. Zador, Monaural
Source Separation using Spectral Cues. Poster at
Computational and Systems Neuroscience Workshop, March 2004,
Cold Spring Harbor Laboratories.
(pdf,
djvu)
- S. Jaramillo and B. A. Pearlmutter. A normative model
of attention: receptive field modulation. Society
for Neuroscience Abstracts 33(180.13), 2003.
(poster: pdf,
djvu)
- B. A. Pearlmutter and S. Jaramillo. Brightness
Illusions as Optimal Percepts. Society for
Neuroscience Abstracts 33(698.13), 2003. (poster:
pdf,
djvu)
- S. C. Jun, B. A. Pearlmutter, and G. Nolte. Fast
Subject Independent Magnetoencephalographic (MEG) Source
Localization using an Artificial Neural Network.
Society for Neuroscience Abstracts 32, 2002.
(pdf,
ps,
djvu)
- Barak A. Pearlmutter. Algorithmic Differentiation,
Functional Programming, and Iterate-to-Fixedpoint.
The Learning Workshop. Snowbird Utah, April 2-5, 2002.
(pdf,
ps)
- Santiago Jaramillo and Barak A. Pearlmutter and Akaysha
C. Tang and Guido Nolte. Relationship Between the Phase
of Alpha-Band Oscillation and Single-Trial Visually Evoked
Responses. Society for Neuroscience Abstracts
31(821.1), 2001.
- Sung Chan Jun, Barak A. Pearlmutter, and Guido Nolte.
MEG source
localization using an MLP. Inverse Problems in
Engineering Symposium, June 14-16, 2001.
- Lucas Parra, Akaysha Tang, Barak Pearlmutter, Zuohau Zhang,
and Paul Sajda. Predicting motor commands using
magnetoencephalography (MEG). Cognitive Neuroscience
Annual Meeting, F-30, March 25-27, 2001.
- A. C. Tang, D. B. Phung and B. A. Pearlmutter. Direct
measurement of interhemispherical transfer time (IHTT) for
natural somatosensory stimulation during voluntary movement
using MEG and blind source separation. Society for
Neuroscience Abstracts 30(9195), 2000.
- D. B. Phung, A. C. Tang, B. A. Pearlmutter and R. Christner.
Localization of MEG components recovered by blind source
separation. Society for Neuroscience Abstracts
30(9196), 2000.
- S. A. Carter, A. C. Tang, B. A. Pearlmutter, L. K. Anderson,
C. J. Aine and R. Christner. Coactivation of visual and
auditory pathways induces changes in the timing of evoked
responses in populations of neurons: an MEG study.
Society for Neuroscience Abstracts 30(9197), 2000.
- Barak A. Pearlmutter and Monica Rogati. Learn to pay
attention, young network! Snowbird Workshop on
Machines that Learn, April 2000. Poster.
- Barak A. Pearlmutter, Akaysha C. Tang, Michael Zibulevsky,
Tim A. Hely, and Michael P. Weisend.
An MEG study of response latency and variability in the
human visual system during a visual-motor integration
task. Society for Neuroscience Abstracts 29(766.8),
1999.
- Lucas C. Parra and Barak A. Pearlmutter. Maximal
information transfer in a spiking neuron. Society
for Neuroscience Abstracts 21(480.7), 1995.
- Lucas C. Parra and Barak A. Pearlmutter. Maximal
information transfer in a spiking neuron. Snowbird
Workshop on Neural Networks for Computing, April 1995.
Poster.
- Anthony M. Zador and Barak A. Pearlmutter. Efficient
matrix methods in the analysis of electrotonic structure in
single neurons. Snowbird Workshop on Neural Networks
for Computing, April 1994.
- Kevin J. Lang and Barak A. Pearlmutter. Playing the
matching-shoulders lob-pass game with logarithmic
regret. Snowbird Workshop on Neural Networks for
Computing, April 1994. Poster.
- Akaysha C. Tang, Chun X. Falk, Lawrence B. Cohen, Jian
Y. Wu, Barak A. Pearlmutter, and Hans Peter
Hoepp. Multicellular optical recording reveals neuronal
population with broad spectrum of response
probability. Society for Neuroscience Abstracts 18,
1992.
- Barak A. Pearlmutter and Thomas H. Brown. Hebbian
learning is jointly controlled by electrotonic and input
structure. Society for Neuroscience Abstracts
18(567.23), 1992.
- Barak A. Pearlmutter and Thomas H. Brown. Hebbian
learning is jointly controlled by electrotonic and input
structure. Poster at Snowbird Workshop on Neural
Networks for Computing, April 1992.
- Barak A. Pearlmutter. Generalization in perceptrons
with noisy inputs. Poster at Computational Learning
Theory and Natural Learning Systems workshop, September
1990.
- Barak A. Pearlmutter. Redundancy and
correctness. Poster at Snowbird Workshop on Neural
Networks for Computing, April 1990.
- Barak A. Pearlmutter. Learning state space
trajectories in recurrent neural networks. Talk at
Snowbird Workshop on Neural Networks for Computing, April
1989.
- Barak A. Pearlmutter and Kevin J. Lang.
Oaklisp.
Released under the GPL, 1986. Accompanied by extensive
language and implementation manuals. Ports exist for Unix
(most versions), Linux, AmigaDOS, MacOS, DOS, Windows, OS/2,
CrayOS, and others. (Influenced Sun's Java effort and Apple's
Dylan effort.)
- Barak A. Pearlmutter.
The
CBP neural network simulator. Released under the GPL,
available via ftp, 1987. Flexible and powerful NN
simulator. Facilities for weight sharing, backpropagation,
mean-field Boltzmann machines, recurrent backpropagation,
continuous time backpropagation through time, learnable time
constants. Advanced stochastic optimization
features. Interfaces to a number of graphical network
display programs. User community of a few dozen.
- Barak A. Pearlmutter.
Garbage
collector for the Linux kernel. Released under the GPL,
1996. A special purpose mark-and-sweep garbage collector
incorporated in Linux 2.0, and present in subsequent
versions.
- Barak A. Pearlmutter and Anthony M. Zador.
Systems
and methods for separating multiple sources using
directional filtering. US Patent number 7,280,943. Oct
9, 2007.
- Martin S. Glassman, Russel E. Gorr, Thomas R. Hancock,
J. Stephen Judd, Carol L. Novak, Barak A. Pearlmutter, and
Scott T. Rickard,
Jr. Omnidirectional visual image detector and processor. US
Patent number 6,262,760. July 17, 2001.
- Martin S. Glassman, Russel E. Gorr, Thomas R. Hancock,
J. Stephen Judd, Carol L. Novak, Barak A. Pearlmutter, and
Scott T. Rickard, Jr.
Omnidirectional
visual image detector and processor. US Patent number
5,920,337. July 6, 1999.
- J. Stephen Judd and Barak A. Pearlmutter.
Low-profile
horizon-sampling light sensor. US Patent number
5,612,533. March 18, 1997.
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Barak
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<barak@cs.nuim.ie>