@string{aaai = "Proceedings AAAI"}
@string{ai   = "Artificial Intelligence"}
@string{as = "The Annals of Statistics"}
@string{berk = "University of California Berkeley"}
@string{biocyb = "Biological Cybernetics"}
@string{cmu = "Carnegie-Mellon University"}
@string{cacm = "Communications of the ACM"}
@string{capami = "Proc. 1987 Workshop on Comp. Arch. for Patt. Anal. and Mach. Intell."}
@string{computer = "IEEE Computer"}
@string{cgip = "Computer Graphics and Image Processing"}
@string{cvgip = "Computer Vision, Graphics, and Image Processing"}
@string{cvpr = "Proceedings IEEE Conf. on Computer Vision and Pattern Recognition"}
@string{focs = "Proceedings Symposium on Foundations of Comp. Sci."}
@string{iccv = "Proceedings of the International Conference on Computer Vision"}
@string{icpp = "Proceedings Int. Conf. on Parallel Processing"}
@string{icpr = "Proceedings Int. Conf. on Pattern Recognition"}
@string{ieee = "Proceedings  of the IEEE"}
@string{jasa = "Journal of the American Statistical Association"}
@string{ijcai = "Proceedings IJCAI"}
@string{ijcv = "International Journal of Computer Vision"}
@string{ijcnn = "Proceedings of the International Joint Conference on Neural Networks"}
@string{iu = "Proceedings Image Understanding Workshop"}
@string{josa = "Journal of the Optical Society of America"}
@string{jrr = "International Journal of Robotics Research"}
@string{mit = "Massachusetts Institute of Technology"}
@string{mitai= "Artificial Intelligence Laboratory, Massachusetts Institute of Technology"}
@string{jat = "Journal of Approximation theory"}
@string{nc= "Neural Computation"}
@string{opteng = "Optical Engineering"}
@string{pami = "IEEE Transactions on Pattern Analysis and Machine Intelligence"}
@string{opteng = "Optical Engineering"}
@string{patt = "Proceedings Int. Conf. on Pattern Recognition"}
@string{pnas = "Proceedings of the National Academy of Science"}
@string{pr = "Pattern Recognition"}
@string{prip = "Proceedings of IEEE Computer Society Conference on Pattern Recognition and Image Processing"}
@string{prsl = "Proceedings of the  Royal Society of London"}
@string{prslb = "Proceedings of the  Royal Society of London B"}
@string{robau = "Proceedings of IEEE Conference on Robotics and Automation"}
@string{sciam = "Scientific American"}
@string{siam = "SIAM J. Comp."}
@string{stoc = "Proceedings ACM Symposium on Theory of Computing"}
@string{tmc = "Thinking Machines Corporation"}
@string{visres = "Vision Research"}
@string{weizman = "Weizman Institute of Science"}


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@TECHREPORT{Barron91,
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        TITLE  = {Approximation and estimation bounds for
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@TECHREPORT{Barron91-app-a,
        AUTHOR = {A.R. Barron},
        TITLE  = {Approximation and estimation bounds for
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        NUMBER = {57},
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@INPROCEEDINGS{GeiGir-nips89,
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             mean field theory},
        BOOKTITLE  = {Proc. IEEE Conference on Neural Information Processing 
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        YEAR   = {1989},
        ADDRESS = {Denver, Colorado},
        MONTH = {November}
}


@techreport{GeiGir89,
author = "D. Geiger and F. Girosi",
title = "Parallel and deterministic algorithms for {MRF}s: surface reconstruction
and integration",
type = "A.I. Memo No.",
number = 1114, 
institution = mitai,
year = 1989
}

@incollection{GeiGir90,
author    = "D. Geiger and F. Girosi",
year      = 1990,
title     = "Parallel and deterministic algorithms for {MRF}s: 
             surface reconstruction and integration",
booktitle = "{Lecture Notes in Computer Science, Vol. 427: 
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editor    = "O. Faugeras",
address   = "Berlin",
publisher = "Springer-Verlag"
}






@ARTICLE{GeiGir90-pami,
        AUTHOR = {D. Geiger and F. Girosi},
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        JOURNAL= pami,
        YEAR   = {1991},
        VOLUME = {13},
        NUMBER = {5},
        MONTH = {May},
        PAGES  = {401--412}
}


@ARTICLE{GeiGir91,
        AUTHOR = {D. Geiger and F. Girosi},
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                  surface reconstruction and integration},
        JOURNAL= pami,
        YEAR   = {1991},
        VOLUME = {13},
        NUMBER = {5},
        MONTH = {May},
        PAGES  = {401--412}
}


@inproceedings{GeiGiriu89,
author = "D. Geiger and F. Girosi",
title = "Mean field theory for surface reconstruction",
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publisher = "Morgan Kaufmann, San Mateo, CA",
month = May,
year = 1989,
address = "Palo Alto, CA",
pages = "617--630"}


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journal   = "Mathematics of Computation",
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number    = "180",
pages     = "507--522",
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@article{Gidas89,
author    = "B. Gidas",
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@phdthesis{Gil93,
author = "J. Gilbert",
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@inproceedings{GilYang93,
author    = "J.M. Gilbert and W. Yang",
title     = "A Real-Time Face Recognition System Using Custom {VLSI} Hardware",
booktitle = "IEEE Workshop on Computer Architectures for Machine Perception",
address   = "New Orleans, LA",
month     = "December",
year      = 1993,
pages     = "58-66"}


@TECHREPORT{GirAnz92,
        AUTHOR = {F. Girosi and G. Anzellotti},
        TITLE  = {Rates of Convergence of Approximation by Translates},
        INSTITUTION  = mitai,
        YEAR   = {1992},
        NUMBER = {1288},
        TYPE   = {{A.I. Memo}}
}


@INPROCEEDINGS{GirAnz93,
        AUTHOR = {F. Girosi and G. Anzellotti},
        TITLE  = {Rates of Convergence for Radial Basis Functions and Neural Networks},
        BOOKTITLE  = {Artificial Neural Networks for Speech and Vision},
        YEAR   = {1993},
        EDITOR = {R.J. Mammone},
        PAGES = {97--113},
        PUBLISHER = {Chapman \& Hall},
        ADDRESS = {London}
}


@INPROCEEDINGS{GirCha95,
        AUTHOR = {F. Girosi and N. Chan},
        TITLE  = {Prior Knowledge and the Creation of 
                  ``Virtual'' Examples  for {RBF} Networks},
        BOOKTITLE  = {Neural networks for signal processing, 
                      Proceedings of the 1995 {IEEE-SP} Workshop},
        YEAR   = {1995},
        ORGANIZATION = {IEEE Signal Processing Society},
        pages = {201--210},
        ADDRESS = {New York}
}


@techreport{GirJonPog93, 
author    = "F. Girosi and M. Jones and T. Poggio",
title     = "Priors, Stabilizers and Basis Functions: From 
Regularization to Radial, Tensor and Additive Splines",
type      = "A.I. Memo No. ",
number    = 1430, 
institution = mitai,
year      = "1993"
}






@Article{GirJonPog95,
  author = 	 "F. Girosi and M. Jones and T. Poggio",
  title = 	 "Regularization theory and neural networks architectures",
  journal =	 "Neural Computation",
  year =	 1995,
  volume =	 7,
  pages =	 "219--269"
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@article{GirPog-Kol89,
author    = "F. Girosi and T. Poggio",
title     = " Representation properties of networks: Kolmogorov's theorem 
              is irrelevant",
journal   = "Neural Computation",
volume    = "1",
number    = "4",
pages     = "465--469",
year      = 1989
} 

@ARTICLE{GirPog-best89,
	AUTHOR = {F. Girosi and T. Poggio},
	TITLE = {Networks and the Best Approximation Property},
	JOURNAL = biocyb,
	YEAR = {1990},
	VOLUME = {63},
	PAGES = {169--176}
}


@ARTICLE{GirPog-best90a,
	AUTHOR = {F. Girosi and T. Poggio},
	TITLE = {Networks and the Best Approximation Property},
	JOURNAL = biocyb,
	YEAR = {1990a},
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	PAGES = {169--176}
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@INCOLLECTION{GirPog89,
        AUTHOR     = {F. Girosi and T. Poggio},
        BOOKTITLE  = {Neural Networks: Concepts, Applications, and Implementations, 
                      Vol. I},
        TITLE      = {Networks for learning: a view from the theory 
                      of approximation of functions},
        PUBLISHER  = {Prentice Hall},
        YEAR       = {1991},
        EDITOR     = {P. Antognetti and V. Milutinovic\`{c}},
        CHAPTER    = {6},
        PAGES      = {110--155},
        ADDRESS    = {Englewood Cliffs, New Jersey}
}


@techreport{GirPog89-memo, 
author    = "F. Girosi and T. Poggio", 
title     = "Networks and the best approximation property",
type      = "A.I. Memo",
number    = "1164",
institution = mitai,
year      = 1989
}

@techreport{GirPog89aa, 
author    = "F. Girosi and T. Poggio", 
title     = "Networks and the best approximation property",
type      = "A.I. Memo",
number    = "1164",
institution = mitai,
year      = {1989a}
}


@INPROCEEDINGS{GirPog91-imacs,
        AUTHOR = {F. Girosi and T. Poggio},
        TITLE  = {Regularization, Radial Basis Functions, 
                  and Recent Extensions of Networks for Learning},
        BOOKTITLE  = {Proc. of the 13th IMACS World Congress on 
                      Computation and Applied Mathematics},
        YEAR   = {1991},
        ADDRESS = {Trinity College, Dublin, Ireland},
        MONTH = {July}
}


@inproceedings{GirPogCap-nips90,
author    = "F. Girosi and T. Poggio and B. Caprile", 
title     = "Extensions of a Theory of Networks for Approximation and
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booktitle = "Advances in Neural information processings systems 3",
editor    = "R. Lippmann and J. Moody and D. Touretzky",
publisher = "Morgan Kaufmann Publishers",
year      = 1991,
address   = "San Mateo, CA"}


@techreport{GirPogCap90,
author    = "F. Girosi and T. Poggio and B. Caprile", 
title     = "Extensions of a Theory of Networks for Approximation and
             Learning: outliers and Negative Examples",
type      = "{A.I. Memo}",
number    = 1220,
institution = mitai,
year      = 1990
}


@techreport{GirPogCap90-irst,
author    = "F. Girosi and T. Poggio and B. Caprile", 
title     = "Extensions of a Theory of Networks for Approximation and
             Learning: outliers and Negative Examples",
type      = "Technical Report \# 9005--12",
institution = "IRST, Povo, Italy",
year      = 1990
}


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author    = "F. Girosi and A. Verri and V. Torre",
title     = "Constraints on the computation of Optical Flow",
booktitle = "IEEE Workshop on Visual Motion",
year      = 1989,
month     = "March",
address   = "Irvine, CA",
pages     = "116--124"
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author    = "F. Girosi and S. Uras and F. Tommasi and V. Torre",
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month     = "October",
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        TYPE   = {A.I. Memo},
        NUMBER = {1287}
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@ARTICLE{Girosi92,
        AUTHOR = {F. Girosi},
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        YEAR   = {1992},
        VOLUME = {24},
        NUMBER = {12},
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@ARTICLE{Girosi92a,
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@ARTICLE{Girosi92b,
        AUTHOR = {F. Girosi},
        TITLE  = {Rates of convergence of approximation by translates 
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@ARTICLE{Girosi93,
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        TITLE  = {Rates of convergence of approximation by translates 
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        TITLE  = {Average case complexity of cardinal spline interpolation},
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        YEAR   = {1993},
        TYPE   = {{A.I. Memo}},
        NOTE   = {(in preparation)}
 }

@TECHREPORT{Girosi93-ave-a,
        AUTHOR = {F. Girosi},
        TITLE  = {Average case complexity of cardinal spline interpolation},
        INSTITUTION  = mit,
        YEAR   = {1993},
        TYPE   = {{A.I. Memo}},
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 }

@INCOLLECTION{Girosi93a,
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        TITLE  = {Regularization Theory, Radial Basis Functions and Networks},
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@INCOLLECTION{Girosi94,
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@techreport{HarKeeKow89,
author    = "E. Hartman and K. Keeler and J.M. Kowalski",
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year      = "1989"
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}
@article{Marill91,
	author    = "T. Marill", 
	title     = "Emulating the Human Interpretation of Line-Drawings as
        	     Three-Dimensional Objects",
	journal   = "International Journal of Comuter Vision",
	volume    = {6},
	year      = {1991},
	pages     = "147-161"}


@ARTICLE{Markovich89,
        AUTHOR = {N.M. Markovich},
        TITLE  = {Experimental analysis of nonparametric probability 
                  density estimates ans of methods for smoothing them},
        JOURNAL= {Avtomatika i Telemekhanika},
        YEAR   = {1989},
        NUMBER = {7},
        MONTH = {July},
        PAGES  = {110--119}
}

@article{Marr69,
	author = "D. Marr",
	title = "A theory of cerebellar cortex",
	journal = "J. Physiology",
	volume = 202,
	year = 1969,
	pages = "437-470"}

@book{Marr82,
author = "David Marr",
title = "Vision: A Computational Investigation into the Human Representation and Processing of Visual Information",
address = "San Francisco",
publisher = "W.H. Freeman and Company",
year = 1982}

@TECHREPORT{MarrGiro93,
        AUTHOR = {J. L. Marroquin and F. Girosi},
        TITLE  = {Some Extensions of the K--Means Algorithm for 
                  Image Segmentation and Pattern Classification},
        INSTITUTION  = {MIT Artificial Intelligence Lab.},
        YEAR   = {1993},
        TYPE   = {AI Memo},
        NUMBER = {1390},
        ADDRESS = {Cambridge, MA },
        MONTH = {January}
}

@ARTICLE{Marroquin92,
        AUTHOR = {J. L. Marroquin},
        TITLE  = {Random Measure Fields and the Integration of Visual Information},
        JOURNAL= {IEEE Trans. SMC},
        YEAR   = {1992},
        VOLUME = {22},
        PAGES  = {705-716}
}



@INPROCEEDINGS{Maurey81,
        AUTHOR = {B. Maurey},
        TITLE  = {{In: ``Remarques sur un resultat non publi\`{e} de {B. Maurey}'' by G. Pisier}},
        BOOKTITLE  = {Seminarie d'analyse fonctionelle 1980--1981},
        YEAR   = {1981},
        EDITOR = {Centre de Mathematique},
        ADDRESS = {Palaiseau}
}

@article{McCPit43,
author    = "W.S. McCulloch and W.H. Pitts",
title     = "A logical calculus of the idea immanent in nervous activity",
journal   = "Bull. Math. Biophy",
year      = 1943,
volume    = 5,
pages     = "115--133"}



@BOOK{McLachlan88,
        AUTHOR = {McLachlan G.J. and Basford K.E.},
        TITLE  = {Mixture Models: Inference and Applications to Clustering},
        PUBLISHER = {Marcel Dekker},
        YEAR   = {1988},
        ADDRESS = {New York and Basel}
}

@incollection{Meinguet79,
author = "J. Meinguet",
title = "An Intrinsic Approach to Multivariate Spline Interpolation at Arbitrary Points",
booktitle = "Polynomial and Spline Approximation",
editor = "B. H. Sahney",
address = "Reidal, Dordrecht",
year = 1979
}

@article{Meinguet79a,
author = "J. Meinguet",
title = "Multivariate interpolation at arbitrary points made simple",
journal = "J. Appl. Math. Phys.",
pages = "292--304",
volume = 30,
year = 1979
}


@incollection{Mel87,
author = "B. W. Mel",
year = 1987,
title = "{MURPHY}: a robot that learns by doing",
booktitle = "Neural Information Processing Systems",
editor = "D. Z. Anderson",
address = "University of Colorado, Denver",
publisher = "American Institute of Physics"
}

@incollection{Mel88,
author = "Mel, B. W.",
year = 1988,
title = "{MURPHY}: a robot that learns by doing",
booktitle = "Neural Information Processing Systems",
editor = "D. Z. Anderson",
address = "University of Colorado, Denver",
publisher = "American Institute of Physics"
}

@TECHREPORT{Mel90,
author = "B.W. Mel",
year = 1990,
title = "The {S}igma-{P}i column: {A} model of associative 
         learning in cerebral neocortex",
Type = cnsm,
number = 6,
Institution = "California Institute of Technology"}

@ARTICLE{Mel92,
	Author = {B.W. Mel},
	Year = 1992,
	Title = {{NMDA}-based pattern-discrimination in a modeled cortical neuron},
	Journal = "Neural Computation",
	Volume = {4},
	Pages = {502-517} }

@article{MetRosRosTelTel53,
author = "N. Metropolis and A. Rosenbluth and M. Rosenbluth and A.
Teller and E. Teller",
title = "Equation of State Calculations by Fast Computing Machines",
journal = "J. Phys. Chem",
pages = "1087",
volume = 21,
year = 1953
}





@book{MezParVir87,
author    = "M. Mezard and G. Parisi and M.A. Virasoro",
title     = "Spin Glass Theory and Beyond",
publisher = "World Scientific",
year      = 1987,
address   = "Singapore"
}

@ARTICLE{MhaMic92,
        AUTHOR = {H.N. Mhaskar and C.A. Micchelli},
        TITLE  = {Approximation by superposition of a sigmoidal function},
        JOURNAL= {Advances in Applied Mathematics},
        YEAR   = {1992},
        VOLUME = {13},
        PAGES  = {350--373}
}

@INCOLLECTION{MhaMic93,
	AUTHOR = {H.N. Mhaskar and C.A. Micchelli},
	TITLE = {How to choose an activation function},
	BOOKTITLE = {Advances in Neural Information Processing Systems 5},
	PUBLISHER = {San Mateo, CA: Morgan Kaufmann Publishers},
	YEAR =  "1993",
	EDITOR = { S. J. Hanson and J. D. Cowan and C. L. Giles},
        }

@Article{MhaMic94,
  author = 	 "H.N. Mhaskar and C.A. Micchelli",
  title = 	 "Dimension independent bounds on the degree of
		  approximation by neural networks",
  journal =	 "{IBM Journal of Research and Development}",
  year =	 1994,
  volume =	 38,
  pages =	 "277--284"
}

@ARTICLE{Mhaskar93,
        AUTHOR = {H.N. Mhaskar},
        TITLE  = {Approximation properties of a multilayered 
                  feedforward artificial neural network},
        JOURNAL= {Advances in Computational Mathematics},
        YEAR   = {1993},
        VOLUME = {1},
        PAGES  = {61--80}
}


@INPROCEEDINGS{Mhaskar93a,
        AUTHOR = {H.N. Mhaskar},
        TITLE  = {Neural networks for localized approximation of 
                  real functions},
        BOOKTITLE  = {Neural networks for signal processing III, 
                      Proceedings of the 1993 {IEEE-SP} Workshop},       
        YEAR   = {1993a},
        EDITOR = {C.A. Kamm et al.},
        PAGES = {190--196},
        ORGANIZATION = {IEEE Signal Processing Society},
        ADDRESS = {New York}
}

@BOOK{MicCarMit83,
        EDITOR = {R.S. Michalski and J.G. Carbonell and T.M. Mitchell},
        TITLE  = {Machine Learning: an Artificial Intelligence Approach},
        PUBLISHER = {Morgan Kaufmann Publishers, Inc.},
        YEAR   = {1983},
        ADDRESS = {Los Altos, CA}
}


@incollection{MicRiv76,
author    = "C.A. Micchelli and T.J. Rivlin",
year      = 1976,
booktitle = "Optimal Estimation in Approximation Theory",
title     = "A survey of optimal recovery",
pages     = "1--54",
editor    = "C.A. Micchelli and T.J. Rivlin",
address   = "New York",
publisher = "Plenum Press"
}


@incollection{MicWah81,
author    = "C. A. Micchelli and G. Wahba",
title     = "Design problems for optimal surface interpolation",
year      = 1981,
booktitle = "Approximation theory and applications",
pages     = "329--348",
editor    = "Z. Ziegler",
address   = "New York",
publisher = "Academic Press"
}



@article{Micchelli86,
author    = "C. A. Micchelli",
title     = "Interpolation of scattered data: distance matrices and  
             conditionally positive definite functions",
journal   = "Constructive Approximation",
volume    = 2,
pages     = "11--22",
year      = 1986
} 


@article{Micchelli86a,
author    = "C.A. Micchelli",
title     = "Algebraic aspects of interpolation",
journal   = "Proceedings of Symposia in Applied Mathematics",
year      = "1986",
volume    = "36",
pages     = "81--102"
}


@book{Mikhlin65,
author    = "S.G. Mikhlin",
title     = "The problem of the minimum of a quadratic functional",
publisher = "Holden-Day",
year      = 1965,
address   = "San Francisco, CA"
}



@book{Mins69,
author="M. L. Minsky and S. Papert",
title="Perceptrons",
publisher="MIT Press",
year=1969,
address="Cambridge, {MA}"}

@TECHREPORT{MiyGir94,
        AUTHOR = {T. Miyano and F. Girosi},
        TITLE  = { Forecasting Global Temperature Variations by Neural
                   Networks},
        INSTITUTION  = {MIT Artificial Intelligence Lab.},
        YEAR   = {1994},
        TYPE   = {{A.I. Memo}},
        NUMBER = {1447},
        ADDRESS = {Cambridge, MA},
        MONTH   = {August}
}


@ARTICLE{Miyano94,
        AUTHOR = {T. Miyano},
        TITLE  = {  },
        JOURNAL= {  },
        YEAR   = {1994},
        NOTE  = {(in preparation)}
}




@Article{Miyanoetal92,
  author = 	 "T. Miyano and M. Fujito and K. Fujimoto and
                  and A. Sanjoh",
  title = 	 "Fractal analysis of leakage-current fluctuations of {Si} 
                  metal-oxide-semiconductor capacitors for the 
                  characterization of dry-etching damage ",
  journal =	 "Appl. Phys. Lett.",
  year =	 1992,
  volume =	 61,
  pages =	 2521
}

@techreport{MjoGar89, 
author = "E. Mjolsness and C. Garrett", 
title = "Algebraic transformation of objective functions",
type = "Research Report",
number = "{YALEU/DCS/RR-686}",
institution = "{Yale University, Department of Computer Science}",
year = 1989
}

@article{MjoShaAlp89,
	author = "E. Mjolsness and D.H. Sharp and B.K. Alpert",
	title = "Scaling, machine learning, and genetic neural nets",
	journal = "Advances in applied mathematics",
	volume = 10,
	year = 1989,
	pages = "137--163"}

@PHDTHESIS{Mjones92,
	AUTHOR = {M. Jones},
	TITLE = {Using recurrent networks for dimensionality reduction},
	SCHOOL = {Massachussetts Institute of Technology},
	YEAR = {1992},
	ADDRESS = {Cambridge, MA},
	MONTH = {September}
}

@INPROCEEDINGS{MooDar88,
        AUTHOR = {J. Moody and C. Darken},
        TITLE  = {Learning with Localized Receptive Fields},
        BOOKTITLE  = {Proceedings of the 1988 Connectionist Models Summer School},
        YEAR   = {1988},
        EDITOR = {G. Hinton and T. Sejnowski and D. Touretzsky},
        PAGES = {133-143},
        ADDRESS = {Palo Alto}
}

@article{MooDar89, 
author = "J. Moody and C. Darken", 
title = "Fast learning in networks of locally-tuned processing units",
journal = "Neural Computation",
volume = 1,
number = 2,
pages = "281--294",
year = 1989
} 


@techreport{MooDar89report, 
author = "J. Moody and C. Darken", 
title = "Fast learning in networks of locally-tuned processing units",
type = "Research Report",
number = "{YALEU/DCS/RR-654}",
institution = "{Yale University, Department of Computer Science}",
year = 1989
}


@INPROCEEDINGS{MooYar91,
        AUTHOR = {J. Moody and N. Yarvin},
        TITLE  = {Networks with Learned Unit Response Functions},
        BOOKTITLE  = {Advances in Neural information processings systems 4},
        YEAR   = {1991},
        EDITOR = {J. Moody and S. Hanson and R. Lippmann},
        PAGES = {1048--1055},
        PUBLISHER = {Morgan Kaufmann Publishers},
        ADDRESS = {Palo Alto, CA}
}


@incollection{Moody89,
author = "J. Moody",
year = 1989,
title = "Fast learning in multi resolution hierarchies",
booktitle = "Advances in Neural Information Processing Systems I",
pages = "29--39",
editor = "D. S. Touretzky",
address = "Carnegie Mellon University",
publisher = "Morgan Kaufmann Publishers"
}

%Poggio & Hurlbert 1993 as PogHurl93  (the one in Koch's book)

@INPROCEEDINGS{Moody91a,
        AUTHOR = {J. Moody},
        TITLE  = {Note on Generalization, Regularization, and
                  Architecture Selection in Nonlinear Learning Systems},
        BOOKTITLE  = {{Proceedings of the First IEEE-SP Workshop on Neural 
                      Networks for Signal Processing}},
        YEAR   = {1991a},
        PAGES = {1--10},
        PUBLISHER = {IEEE Computer Society Press},
        ADDRESS = {Los Alamitos, CA}
}


@INPROCEEDINGS{Moody91b,
        AUTHOR = {J. Moody},
        TITLE  = {The {\em Effective} Number of Parameters:  an
                  Analysis of Generalization and Regularization in 
                  Nonlinear Learning Systems},
        BOOKTITLE  = {Advances in Neural information processings systems 4},
        YEAR   = {1991b},
        EDITOR = {J. Moody and S. Hanson and R. Lippmann},
        PAGES = {847--854},
        PUBLISHER = {Morgan Kaufmann Publishers},
        ADDRESS = {Palo Alto, CA}
}


@inproceedings{Moody92,
author    = "J. Moody", 
title     = "The {\em effective} number of parameters: An 
             Analysis of Generalization and Regularization in 
             Non-linear learning systems",
booktitle = "Advances in Neural information processings systems 4",
editor    = "J. Moody, S. J. Hanson and R. P. Lippman",
publisher = "Morgan Kaufman",
year      = 1992,
pages     = "847-854",
address   = "San Mateo, CA"}


@article{MorMus82,
author = "P. Morasso and F.A. Mussa Ivaldi",
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volume = 45,
pages = "131--142",
year = 1982}


@book{Morozov84,
author = "V.A. Morozov",
title = "Methods for solving incorrectly posed problems",
publisher = "Springer-Verlag",
address = "Berlin",
year = 1984
}


@techreport{MosUll91, 
author    = "Y. Moses and S. Ullman", 
title     = "Limitations of Non Model-Based Recognition Schemes",
type      = "A.I.Memo",
number    = 1301, 
institution = mitai,
year      = 1991
}



@inproceedings{MukNay95,
author =  "S. Mukherjee and S. K. Nayar",
title = "Automatic Generation of RBF Networks for Visual Learning",
booktitle = iccv,
month = "June",
address = "Boston",
year = 1995,
pages = " "
}

@inproceedings{MumSha85,
author    = "D. Mumford and J. Shah",
title     = "Boundary detection by minimizing functionals, {I}",
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booktitle = "Proc. {IEEE} Conference on Computer Vision and 
             Pattern Recognition",
address   = "San Francisco"
}


@ARTICLE{MumSha89,
        AUTHOR = {D. Mumford and J. Shah},
        TITLE  = {Optimal Approximations of Piecewise Smooth Functions 
                  and Associated Variational Problems},
        JOURNAL= {Comm. in Pure and Appl. Math.},
        YEAR   = {1989},
        VOLUME = {42},
        PAGES  = {577--685}
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@article{MurNay95,
author    = "H. Murase and S. K. Nayar",
title     = "Visual Learning and Recognition of 3D Objects from Appearance",
journal   = ijcv,
volume    = 14,
number    = 1,
year      = 1995,
pages     = "5--24"
}

@article{Myers82,
author = "D.E. Myers",
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journal = "Mathematical Geology",
volume = 14,
number = 3,
pages = "249--257",
year = 1982}


@BOOK{Myers86,
        AUTHOR = {R.H. Myers},
        TITLE  = {Classical and Modern Regression with Applications},
        PUBLISHER = {Duxbury},
        YEAR   = {1986},
        ADDRESS = {Boston}
}

@ARTICLE{Nadaraya64,
        AUTHOR = {E.A. Nadaraya},
        TITLE  = {On estimating regression},
        JOURNAL= {Theor. Prob. Appl.},
        YEAR   = {1964},
        VOLUME = {9},
        PAGES  = {141--142}
}


@ARTICLE{Nadaraya65,
        AUTHOR = {E.A. Nadaraya},
        TITLE  = {On nonparametric estimates of density functions 
                  and regression curves},
        JOURNAL= {Theor. Prob. Appl.},
        YEAR   = {1965},
        VOLUME = {10},
        PAGES  = {186--190}
}



@Article{NicNic84,
  author = 	 "C. Nicolis and G. Nicolis",
  title = 	 "Is there a climatic attractor? ",
  journal =	 "Nature",
  year =	 1984,
  volume =	 311,
  pages =	 "529--532"
}

@article{NieLee74, 
author = "Th. Niemeyer and J.M.J. Van Leeuwen", 
title = "Wilson theory for 2-dimensional {Ising} spin systems",
journal = "Physica",
volume = 71,
pages = "17--40",
year = 1974
} 



@article{NieLuc86,
author    = "Th.M. Nieuwenhuizen and J.M. Luck",
title     = "Exactly soluble random field {Ising} models in one dimension",
journal   = "J. Phys. A: Math. Gen.",
volume    = "19",
pages     = "1207--1227",
year      = 1986
}


@inproceedings{Nielsen87,
author = "R. Hecht-Nielsen",
title = "Kolmogorov's mapping neural network existence theorem",
booktitle = "Proc. 1987 IEEE International Conference on Neural Networks",
publisher = "IEEE Press",
address = "New-York",
year = 1987,
pages = "III-593--III-605"}



@inproceedings{Nielsen89,
author = "R. Hecht-Nielsen",
title = "Theory of backpropagation neural network",
booktitle = ijcnn,
publisher = "IEEE TAB Neural Network Committee",
address = "Washington D.C. ",
month = "June",
year = 1989,
pages = "I-593--I-605"}


@ARTICLE{NiyGir94,
        AUTHOR = {P. Niyogi and F. Girosi},
        TITLE  = {On The Relationship Between Generalization Error, 
                  Hypothesis Complexity, And Sample Complexity For
                  Radial Basis Functions},
        JOURNAL= {  },
        YEAR   = {1995},
        NOTE  = {(accepted in {\it Neural Computation})}
}


@TECHREPORT{NiyGir94-memo,
        AUTHOR = {P. Niyogi and F. Girosi},
        TITLE  = {On the Relationship Between Generalization Error, 
                  Hypothesis Complexity, and Sample Complexity for 
                  Radial Basis Functions},
        INSTITUTION  = mitai,
        YEAR   = {1994},
        TYPE   = {A.I. Memo},
        NUMBER = {1467}
}


@ARTICLE{NiyGir95,
        AUTHOR = {P. Niyogi and F. Girosi},
        TITLE  = {On The Relationship Between Generalization Error, 
                  Hypothesis Complexity, And Sample Complexity For
                  Radial Basis Functions},
        JOURNAL= {  },
        YEAR   = {1995},
        NOTE  = {(to be published in {\it Neural Computation})}
}


@ARTICLE{NiyGir96,
        AUTHOR = {P. Niyogi and F. Girosi},
        TITLE  = {On The Relationship Between Generalization Error, 
                  Hypothesis Complexity, And Sample Complexity For
                  Radial Basis Functions},
        JOURNAL= {Neural Computation},
        YEAR   = {1996},
        VOLUME = {8},
        PAGES = {819--842}
}



@unpublished{Niyogi93,
author = {P. Niyogi},
title = {Active Learning of Real Valued Functions},
year = {1993},
note = {Preprint}
}

}

@PhdThesis{Niyogi95,
  author = 	 "P. Niyogi",
  title = 	 "The informational complexity of learning from examples",
  school = 	 "MIT",
  year = 	 1995,
  month =	 "February"
}



@TECHREPORT{Niyogi95memo,
        AUTHOR = {P. Niyogi},
        TITLE  = {Sequential Optimal Recovery: A Paradigm for Active Learning},
        INSTITUTION  = {MIT Artificial Intelligence Lab.},
        YEAR   = {1995},
        TYPE   = {{A.I. Memo}},
        NUMBER = {1514},
        ADDRESS = {Cambridge, MA },
        MONTH   = {January}
}

@INPROCEEDINGS{NorCha89,
        AUTHOR = {F. Noreils and R. Chatila},
        TITLE  = {Control of Mobile robot actions},
        BOOKTITLE  = {Proceedings of the {IEEE} conference on robotics and automation},
        YEAR   = {1989},
        PAGES = {701--707},
        PUBLISHER = {IEEE Computer Society Press},
        ADDRESS = {Washington, DC},
        MONTH = {May}
}

@TECHREPORT{Nowlan91,
        AUTHOR = {S.J. Nowlan},
        TITLE  = {Soft Competitive Adaptation},
        INSTITUTION  = {Carnegie Mellon Univ.},
        YEAR   = {1991},
        TYPE   = {Ph.D. Thesis},
        NUMBER = {CMU-CS-91-126},
        ADDRESS = {Pittsburgh, PA},
        MONTH = {April}
}


@inproceedings{OdoCapGirTor86,
author    = "B. Odone and B. Caprile and F. Girosi and V. Torre",
title     = "On the understanding of motion of rigid obiects",
booktitle = "Proc. SPIE",
month     = "October 28-31",
year      = 1986,
volume    = 726,
address   = "Cambridge, MA",
pages     = "197--205"}


@article{Omohundro87,
	author="S. Omohundro",
	title="Efficient algorithms with neural network behaviour",
	journal="Complex Systems",
	year= 1987,
	volume = 1,
	pages= "273"}



@INPROCEEDINGS{OppHau91,
        AUTHOR = {M. Opper and D. Haussler},
        TITLE  = {Calculation of the Learning curve of Bayes Optimal Class Algorithm for Learning a Perceptron with Noise},
        BOOKTITLE  = {Proceedings of COLT, Santa Cruz, CA},
        YEAR   = {1991},
        PAGES = {75-87},
        PUBLISHER = {Morgan Kaufmann Publishers},
        ADDRESS = {San Mateo, CA}
}



@ARTICLE{PenAti96,
      Author = {P. S. Penev and J. J. Atick},
      Title = {Local feature analysis: A general
statistical theory for object representation},
      Journal = {Neural Systems},
      Year =  {1996},
      Volume =  7,
      Pages = {477, 500}  }

@techreport{PH84, 
author = "T. Poggio and A. Hurlbert", 
title = "Associative learning of standard regularizing operators in early
vision",
type = "A.I. Working Paper No.",
number = 264, 
institution = mitai,
year = 1984
}



@ARTICLE{PTKReg85,
      Author = {T. Poggio and V. Torre and C. Koch},
      Title = {Computational vision and regularization theory},
      Journal = {Nature},
      Year =  {1985b},
      Volume =  317,
      Pages = {314-319}  }


@BOOK{PapSte82,
	AUTHOR = {C.H. Papadimitriou and K. Steiglitz},
	TITLE = {Combinatorial Optimization: Algorithms and Complexity},
	PUBLISHER = {Prentice-Hall},
	YEAR = {1982},
	ADDRESS = {New Jersey}
}


@book{Papoulis62,
author = "A. Papoulis",
title = "The Fourier integral and its applications",
publisher = "McGraw-Hill",
address = "New York",
year = 1962
}


@book{Papoulis65,
author = "A. Papoulis",
title = "Probability, random variables and stochastic processes",
publisher = "McGraw-Hill",
address = "New York",
year = 1965
}


@book{Papoulis68,
author = "A. Papoulis",
title = "Systems and Transforms with applications in optics",
publisher = "McGraw-Hill",
address = "New York",
year = 1968
}


@book{Parisi88,
author = "G. Parisi",
title = "Statistical Field Theory",
publisher = "Addison-Wesley",
address = "Reading, Massachusets",
year = 1988
}

@article{Parzen62,
	author="E. Parzen",
	title="On estimation of a probability density function and mode",
	journal="Ann. Math. Statis.",
	year= 1962,
	volume = 33,
	pages= "1065--1076"}


@BOOK{Pearl84,
        AUTHOR = {J. Pearl},
        TITLE  = {Heuristics: Intelligent Search Strategies for computer problem solving},
        PUBLISHER = {Addison-Wesley},
        YEAR   = {1984},
        ADDRESS = {Reading, {MA}}
}




@article{Penrose55,
	author="R. Penrose",
	title="A generalized inverse for matrices",
	journal="Proc. Cambridge Philos. Soc.",
	year= 1955,
	volume = 51,
	pages= "406-413"}


@ARTICLE{PerMal90,
	AUTHOR = {P. Perona and J. Malik},
	TITLE = {Scale-space and Edge Detection Using Anisotropic Diffusion},
	JOURNAL = pami,
	YEAR = {1990},
	VOLUME = {12},
	NUMBER = {7},
	PAGES = {629--639},
	MONTH = {July},
	NOTE = {1990}
}


@article{PerMisChi87,
	author="D. I. Perrett and A.J. Mistlin and A.J. Chitty",
	title="Visual neurones responsive to faces",
	journal="Trends in Neuroscience",
	year= 1987,
	volume = 10,
        number = 9,
	pages= "358--364"}

@book{Pinker90,
author    = "S. Pinker",
title     = "Learnability and Cognition",
publisher = "MIT Press,",
year      = "1990"
}


}

@BOOK{Pinkus86,
        AUTHOR = {A. Pinkus},
        TITLE  = {{N-widths} in Approximation Theory},
        PUBLISHER = {Springer-Verlag},
        YEAR   = {1986},
        ADDRESS = {New York}
}



@INPROCEEDINGS{Pisier81,
        AUTHOR = {G. Pisier},
        TITLE  = {Remarques sur un resultat non publi\`{e} de {B. Maurey}},
        BOOKTITLE  = {Seminarie d'analyse fonctionelle 1980--1981},
        YEAR   = {1981},
        EDITOR = {Centre de Mathematique},
        ADDRESS = {Palaiseau}
}




@inproceedings{Pitt89,
author    = "Leonard Pitt", 
title     = "Inductive Inference, DFAs, and Computational Complexity",
booktitle = "Proceedings of the 2nd Workshop on Analogical and Inductive Inference",
publisher = "Lecture Notes in AI, Springer-Verlag 397",
year      = "1989",
pages     = "18044",
address   = " "}


@ARTICLE{Platt91,
        AUTHOR = {J. Platt},
        TITLE  = {A Resource-Allocating Network for Function Interpolation},
        JOURNAL= {Neural Computation},
        YEAR   = {1991},
        VOLUME = {3},
        PAGES  = {213-225}
}


@techreport{PogBey93, 
author    = "T. Poggio and D. Beymer",
title     = "Example Based Graphics for Grey-Level Images",
type      = "A.I. Memo No. ",
number    = 1431, 
institution = mitai,
year      = "in press, 1993"
}



@article{PogBey96,
author = "T. Poggio and D. Beymer",
title = "Learning to See",
journal = "IEEE Spectrum",
year = 1996,
MONTH = {May},
pages = "60--69"
}





@TECHREPORT{PogBru92,
        AUTHOR = {T. Poggio and R. Brunelli},
        TITLE  = {A novel approach to graphics},
        INSTITUTION  = mitai,
        YEAR   = {1992},
        TYPE   = "A.I. Memo No.",
        NUMBER = {1354}
}


@article{PogEde90, 
author    = "T. Poggio and S. Edelman", 
title     = "A network that learns to recognize {3D} objects",
journal   = "Nature",
year      =  1990,
pages     = "263--266",
volume    = "343"
}

@TECHREPORT{PogFahEde91,
        AUTHOR = {T. Poggio and M. Fahle and S. Edelman},
        TITLE  = {Synthesis of visual modules from examples: learning hyperacuity},
        INSTITUTION  = mitai,
        YEAR   = {1991},
        TYPE   = "A.I. Memo No.",
        NUMBER = {1271}
}



@TECHREPORT{PogFahEde91b,
        AUTHOR = {T. Poggio and M. Fahle and S. Edelman},
        TITLE  = {Fast perceptual learning in visual hyperacuity},
        INSTITUTION  = mitai,
        YEAR   = {1991},
        TYPE   = "A.I. Memo No.",
        NUMBER = {1336}
}



@ARTICLE{PogFahEde92,
        AUTHOR = {T. Poggio and M. Fahle and S. Edelman},
        TITLE  = {{Fast Perceptual Learning in Visual Hyperacuity}},
        JOURNAL= {Science},
        YEAR   = {1992},
        MONTH = {May},
        VOLUME = {256},
        PAGES  = {1018-1021}
}



@article{PogGamLit88,
author    = "T. Poggio and E.B. Gamble and J.J. Little",
title     = "Parallel integration of vision modules",
journal   = "Science",
volume    = 242,
pages     = "436--440",
year      = 1988}


@techreport{PogGir-cbip89, 
author = "T. Poggio and F. Girosi", 
title = "A theory of networks for approximation and learning",
type = "C.B.I.P. Memo No.",
number = 31, 
institution = "Center for Biological Information Processing,
Whitaker College",
year = 1989
}

@INPROCEEDINGS{PogGir-iu90,
        AUTHOR = {T. Poggio and F. Girosi},
        TITLE  = {Extension of a Theory of Networks for 
                  Approximation and Learning: dimensionality 
                  reduction and Clustering},
        BOOKTITLE  = iu,
        YEAR   = {1990},
        PAGES = {597--603},
        PUBLISHER = {Morgan Kaufmann},
        ADDRESS = {Pittsburgh, Pennsylvania},
        MONTH = {September 11--13}
}
  
@INPROCEEDINGS{PogGir-iu90a,
        AUTHOR = {T. Poggio and F. Girosi},
        TITLE  = {Extension of a Theory of Networks for 
                  Approximation and Learning: dimensionality 
                  reduction and Clustering},
        BOOKTITLE  = iu,
        YEAR   = {1990a},
        PAGES = {597--603},
        PUBLISHER = {Morgan Kaufmann},
        ADDRESS = {Pittsburgh, Pennsylvania},
        MONTH = {September 11--13}
}

@techreport{PogGir89, 
author    = "T. Poggio and F. Girosi", 
title     = "A theory of networks for approximation and learning",
type      = "A.I. Memo No.",
number    = 1140, 
institution = mitai,
year      = 1989
}

@article{PogGir90,
author    = "T. Poggio and F. Girosi",
title     = "Regularization algorithms for learning that are 
             equivalent to multilayer networks",
journal   = "Science",
year      = 1990,
pages     = "978--982",
volume    = "247"
}

@incollection{PogGir90-hyper,
author = "T. Poggio and F. Girosi",
year = 1990,
title = "{HyperBF}: A Powerful Approximation Technique for Learning",
booktitle = "Artificial Intelligence at MIT: Expanding Frontiers, Vol. 1",
editor = "Patrick H. Winston and Sarah A. Shellard",
address = "Cambridge, MA",
publisher = "{M.I.T. Press}"
}


@incollection{PogGir90-hyper-a,
author = "T. Poggio and F. Girosi",
year = {1990a},
title = "{HyperBF}: A Powerful Approximation Technique for Learning",
booktitle = "Artificial Intelligence at MIT: Expanding Frontiers, Vol. 1",
editor = "Patrick H. Winston and Sarah A. Shellard",
address = "Cambridge, MA",
publisher = "{M.I.T. Press}"
}

@techreport{PogGir90-norm,
author    = "T. Poggio and F. Girosi", 
title     = "Extension of a Theory of networks for approximation 
             and learning: dimensionality reduction and clustering",
type      = "{A.I. Memo 1167}",
institution = mitai,
year      = 1990
}



@techreport{PogGir90-norm-irst,
author    = "T. Poggio and F. Girosi", 
title     = "Extension of a Theory of networks for approximation 
             and learning: dimensionality reduction and clustering",
type      = "Technical Report \# 9004--03",
institution = "IRST, Povo, Italy",
year      = 1990
}


@techreport{PogGir90-norma,
author    = "T. Poggio and F. Girosi", 
title     = "Extension of a Theory of networks for approximation 
             and learning: dimensionality reduction and clustering",
type      = "{A.I. Memo 1167}",
institution = mitai,
year      = {1990a}
}

@techreport{PogGir90-normc,
author    = "T. Poggio and F. Girosi", 
title     = "Extension of a Theory of networks for approximation 
             and learning: dimensionality reduction and clustering",
type      = "{A.I. Memo 1167}",
institution = mitai,
year      = {1990c}
}



@TECHREPORT{PogGir90-sto,
        AUTHOR = {T. Poggio and F. Girosi},
        TITLE  = {Continuous Stochastic Cellular Automata That Have a 
                  Stationary Distribution and No Detailed Balance},
        INSTITUTION  = mitai,
        YEAR   = {1990},
        TYPE   = {A.I. Memo},
        NUMBER = {1168}
}


@article{PogGir90a,
author    = "T. Poggio and F. Girosi",
title     = "Regularization algorithms for learning that are 
             equivalent to multilayer networks",
journal   = "Science",
year      = 1990,
pages     = "978--982",
volume    = "247"
}

@article{PogGir90aa,
author    = "T. Poggio and F. Girosi",
title     = "Regularization algorithms for learning that are 
             equivalent to multilayer networks",
journal   = "Science",
year      = {1990a},
pages     = "978--982",
volume    = "247"
}


@ARTICLE{PogGir90b,
        AUTHOR = {T. Poggio and F. Girosi},
        TITLE  = {Networks for Approximation and Learning},
        JOURNAL= {Proceedings of the {IEEE}},
        VOLUME = {78},
        NUMBER = {9},
        YEAR   = {1990},
        MONTH = {September}
}



@article{PogGir90bb,
author    = "T. Poggio and F. Girosi",
title     = "Regularization algorithms for learning that are 
             equivalent to multilayer networks",
journal   = "Science",
year      = {1990b},
pages     = "978--982",
volume    = "247"
}


@article{PogGir90c,
author    = "T. Poggio and F. Girosi",
title     = "Regularization algorithms for learning that are 
             equivalent to multilayer networks",
journal   = "Science",
year      = {1990c},
pages     = "978--982",
volume    = "247"
}



@ARTICLE{PogGir90ieee,
        AUTHOR = {T. Poggio and F. Girosi},
        TITLE  = {Networks for Approximation and Learning},
        JOURNAL= {Proceedings of the {IEEE}},
        VOLUME = {78},
        NUMBER = {9},
        YEAR   = {1990},
        MONTH = {September}
}



@INCOLLECTION{PogGir92,
        AUTHOR = {T. Poggio and F. Girosi},
        TITLE  = {{Networks for Approximation and Learning}},
        BOOKTITLE  = {{Foundations of Neural Networks}},
        PUBLISHER = {IEEE Press},
        YEAR   = {1992},
        EDITOR = {C. Lau},
        PAGES = {91-106},
        ADDRESS = {Piscataway, NJ}
}



@INPROCEEDINGS{PogGir93,
        AUTHOR = {T. Poggio and F. Girosi},
        TITLE  = {{Learning Algorithms and Network Architectures}},
        BOOKTITLE  = {{Brain Theory:  Spatio-Temporal Aspects of Brain Function}},
        YEAR   = {1993},
        EDITOR = {A. Aertsen and W. von Seelen},
        PAGES = {29-49},
        ORGANIZATION = {Trento Conference, 1992},
        PUBLISHER = {Elsevier Science Publishers},
        ADDRESS = {Amsterdam}
}



@INPROCEEDINGS{PogGir93-dahlem,
        AUTHOR = {T. Poggio and F. Girosi},
        TITLE  = {{Learning Algorithms and Network Architectures}},
        BOOKTITLE  = {{Exploring Brain Functions:  Models in Neuroscience}},
        YEAR   = {1993},
        EDITOR = {T. Poggio and D. Glaser},
        PAGES = {77-96},
        ORGANIZATION = {Dahlem Conference},
        PUBLISHER = {John Wiley \& Sons},
        ADDRESS = {New York, NY}
}


@INPROCEEDINGS{PogGirJon93,
        AUTHOR = {T. Poggio and F. Girosi and M. Jones},
        TITLE  = {From regularization to radial, tensor and additive splines},
        BOOKTITLE  = {Neural networks for signal processing III, 
                      Proceedings of the 1993 {IEEE-SP} Workshop},
        YEAR   = {1993},
        EDITOR = {C.A. Kamm et al.},
        PAGES = {3--9},
        ORGANIZATION = {IEEE Signal Processing Society},
        PUBLISHER = {The Institute of Electrical and Electronics Engineers},
        ADDRESS = {New York}
}


@INPROCEEDINGS{PogGirJon93a,
        AUTHOR = {T. Poggio and F. Girosi and M. Jones},
        TITLE  = {From regularization to radial, tensor and additive splines},
        BOOKTITLE  = {Proceedings of the 1993 International Joint 
                      Conference on Neural Networks},
        YEAR   = {1993},
        PAGES = {223-227},
        ADDRESS = {Nagoya, Japan},
        MONTH = {October 25--29}
}



@TECHREPORT{PogHur93,
        AUTHOR = {T. Poggio and A. Hurlbert},
        TITLE  = {Observation on Cortical Mechanisms for Object 
                  Recognition and Learning},
        INSTITUTION  = mitai,
        YEAR   = {1993},
        TYPE   = {AI Memo No.},
        NUMBER = {1404},
        MONTH = {December},
}


@incollection{PogHurl93,
author = "T. Poggio and A. Hurlbert",
title = "Observation on Cortical Mechanisms for Object Recognition and Learning",
booktitle = "Large-scale Neuronal Theories of the Brain",
editor = "C. Koch and J. Davis",
year = "In press"
}

@techreport{PogKoc84, 
author = "T. Poggio and C. Koch", 
title = "An analog model of computation for the ill-posed problems of 
         early vision",
type = "A.I. Memo No.",
number = 783, 
institution = mitai,
year = 1984
}



@incollection{PogTor78,
author = "T. Poggio and V. Torre",
year = 1978,
title = "A theory of synaptic interactions",
booktitle = "Theoretical approaches in neurobiology",
pages = "28--38",
editor = "W.E. Reichardt and T. Poggio",
address = "Cambridge, MA",
publisher = "The M.I.T Press"
}


@article{PogTorKoc85,
author = "T. Poggio and V. Torre and C. Koch",
title = "Computational Vision and Regularization Theory",
journal = "Nature",
volume = 317,
year = 1985,
pages = "314--319"
}


@TECHREPORT{PogVerTor91,
        AUTHOR = {T. Poggio and A. Verri and V. Torre},
        TITLE  = {Green theorems and qualitative properties of the optical flow},
        INSTITUTION  = mitai,
        YEAR   = {1991},
        TYPE   = "A.I. Memo No.",
        NUMBER = {1289}
}



@TECHREPORT{PogVet92,
        AUTHOR = {T. Poggio and T. Vetter},
        TITLE  = {Recognition and structure from one {2D} model view: 
                  observations on prototypes, object classes and symmetries},
        INSTITUTION  = mitai,
        YEAR   = {1992},
        TYPE   = "A.I. Memo No.",
        NUMBER = {1347}
}


@ARTICLE{PogVooYui88,
        AUTHOR = {T. Poggio and H. Voorhees and A. Yuille},
        TITLE  = {A regularized solution to edge detection},
        JOURNAL= {Journal of Complexity},
        YEAR   = {1988},
        VOLUME = {4},
        PAGES  = {106--123}
}

@article{Poggio75,
author = "T. Poggio",
year = 1975,
title = "On Optimal Nonlinear Associative Recall",
journal = biocyb,
volume = 19,
pages = "201--209"
}


@incollection{Poggio82,
author = "T. Poggio",
year = 1982,
title = "Visual Algorithms",
booktitle = "Physical and Biological Processing of Images",
editor = "O. J. Braddick and A. C. Sleigh",
address = "Berlin",
publisher = "Springer--Verlag",
pages = "128--153"
}


@techreport{Poggio90,
author    = "T. Poggio", 
title     = "3{D} Object Recognition: on a Result by {Basri and Ullman}",
type      = "Technical {R}eport \# 9005--03",
institution = "IRST, Povo, Italy",
year      = 1990
}





@TECHREPORT{Poggio90-brain,
        AUTHOR = {T. Poggio},
        TITLE  = {A theory of how the brain might work},
        INSTITUTION  = mitai,
        YEAR   = {1990},
        TYPE   = "A.I. Memo No.",
        NUMBER = {1253}
}


@INPROCEEDINGS{Poggio90-cold,
        AUTHOR = {T. Poggio},
        TITLE  = {A Theory of How the Brain Might Work},
        BOOKTITLE  = {Cold Spring Harbor Symposia on Quantitative Biology},
        YEAR   = {1990},
        PAGES = {899--910},
        PUBLISHER = {Cold Spring Harbor Laboratory Press}
}

@techreport{Poggio90-irst,
author    = "T. Poggio", 
title     = "{3D} Object Recognition: on a Result of {Basri and Ullman}",
type      = "Technical Report \# 9005-03",
institution = "IRST, Povo, Italy",
year      = 1990
}



@INPROCEEDINGS{Poggio90Cold,
        AUTHOR = {T. Poggio},
        TITLE  = {A theory of how the brain might work},
        BOOKTITLE  = {Proc. Cold Spring Harbor meeting on 
                      Quantitative Biology and the Brain},
        YEAR   = {1990}
}


@techreport{Poggio90a,
author    = "T. Poggio", 
title     = "{3D} Object Recognition: on a Result by {Basri and Ullman}",
type      = "Technical Report \# 9005--03",
institution = "IRST, Povo, Italy",
year      = {1990a}
}

@techreport{Poggio90x,
author    = "T. Poggio", 
title     = "3{D} Object Recognition: on a Result by {Basri and Ullman}",
type      = "Technical {R}eport \# 9005--03",
institution = "IRST, Povo, Italy",
year      = 1990
}


@TECHREPORT{Poggio91,
        AUTHOR = {T. Poggio},
        TITLE  = {{3D} Object recognition and prototypes: one {2D} view may be sufficient},
        INSTITUTION  = {I.R.S.T.},
        YEAR   = {1991},
        TYPE   = {Technical Report},
        NUMBER = {9107--02},
        ADDRESS = {Povo, Italy},
        MONTH = {July}
}

@inproceedings{Poggioetal85,
author = "T. Poggio and the staff",
title = "{MIT} Progress in  Understanding Images",
booktitle = iu,
	publisher = "Scientific Applications International Corporation",
address = "McLean, VA",
month = Dec,
year = 1985,
pages = "25--39"}


@inproceedings{Poggioetal88,
title = "The {MIT} {Vision} {Machine}",
author = "T. Poggio and J. Little and E. Gamble and  W. Gillett and D. Geiger and D.
Weinshall and M. Villalba and N. Larson and T. Cass and H. B{\"u}lthoff and M.
Drumheller and P. Oppenheimer and W. Yang and A. Hurlbert",
booktitle = iu,
publisher = "Morgan Kaufmann, San Mateo, CA",
month = "April",
year = 1988,
address = "Cambridge, MA"}

@inproceedings{Poggioetal88a,
author = "T. Poggio and the staff",
title = "{MIT} Progress in  Understanding Images",
booktitle = iu,
publisher = "Morgan Kaufmann, San Mateo, CA",
month = Apr,
year = 1988,
address = "Cambridge, MA"
}


@inproceedings{Poggioetal89,
author = "T. Poggio and the staff",
title = "{M.I.T.} progress in understanding images",
booktitle = iu,
publisher = "Morgan Kaufmann, San Mateo, CA",
month = May,
year = 1989,
address = "Palo Alto, CA",
pages = "56--74"}


@incollection{Poggioetal90,
author = "T. {Poggio et al.} ",
year = {1990},
title = "The {MIT Vision Machine}",
booktitle = "Artificial Intelligence at MIT: Expanding Frontiers, Vol. 2",
editor = "Patrick H. Winston and Sarah A. Shellard",
address = "Cambridge, MA",
publisher = "{M.I.T. Press}"
}



@article{PolMayFri87a,
author = "S. B. Pollard and J. E. W.  Mayhew and J. P.  Frisby",
title = "Disparity gradients and stereo correspondences",
journal = "Perception",
year = 1987
}


@BOOK{Polak71,
	AUTHOR = {E. Polak},
	TITLE = {Computational Methods in Optimization},
	PUBLISHER = {Academic Press},
	YEAR = {1971},
	ADDRESS = {New York}
}




@BOOK{Pollard84,
        AUTHOR = {D. Pollard},
        TITLE  = {Convergence of stochastic processes},
        PUBLISHER = {Springer-Verlag},
        YEAR   = {1984},
        ADDRESS = {Berlin}
}

@INPROCEEDINGS{Pomerlau89,
        AUTHOR = {D. Pomerleau},
        TITLE  = {{ALVINN}: an autonomous land vehicle in a neural network},
        BOOKTITLE  = {Advances in Neural Information Processing Systems I},
        YEAR   = {1989},
        EDITOR = {D. Touretzky},
        PAGES = {305--313},
        PUBLISHER = {Morgan Kaufmann},
        ADDRESS = {San Mateo, CA}
}



@ARTICLE{Pomerlau91,
        AUTHOR = {D. Pomerleau},
        TITLE  = {Efficient training of artificial neural networks 
                  for autonomous navigation},
        JOURNAL= {Neural Computation},
        YEAR   = {1991},
        VOLUME = {3},
        NUMBER = {1},
        MONTH = {Spring},
        PAGES  = {88--97}
}




@incollection{Powell,
author = "M. J. D. Powell",
title = "Radial Basis Functions approximations to polynomials"
}


@incollection{Powell87,
author = "M. J. D. Powell",
year = 1987,
title = "Radial Basis Functions for Multivariable Interpolation: a Review",
booktitle = "Algorithms for Approximation",
editor = "J. C. Mason and M. G. Cox",
address = "Oxford",
publisher = "Clarendon Press"
}

@TECHREPORT{Powell90,
        AUTHOR = {M.J.D. Powell},
        TITLE  = {The theory of radial basis functions approximation in 1990},
        INSTITUTION  = {Department of Applied Mathematics and Theoretical Physics},
        YEAR   = {1990},
        TYPE   = {Technical Report},
        NUMBER = {NA11},
        ADDRESS = {Cambridge, England},
        MONTH = {December}
}

@InCollection{Powell92,
  author = 	 "M.J.D. Powell",
  title = 	 "The theory of radial basis functions approximation in 1990",
  booktitle =	 "Advances in Numerical Analysis Volume II: Wavelets,
		  Subdivision Algorithms and Radial Basis Functions",
  publisher =	 "Oxford University Press",
  year =	 1992,
  editor =	 "W.A. Light",
  pages =	 "105--210"
}

@ARTICLE{PriCha72,
        AUTHOR = {M.B. Priestley and M.T. Chao},
        TITLE  = {Non-parametric function fitting},
        JOURNAL= {Journal of the Royal Statistical Society B},
        YEAR   = {1972},
        VOLUME = {34},
        PAGES  = {385--392}
}

@InCollection{Rabut91,
  author = 	 "C. Rabut",
  title = 	 "How to build quasi-interpolants. Applications to
		  polyharmonic {B-splines}",
  booktitle =	 "Curves and Surfaces",
  publisher =	 "Academic Press",
  year =	 1991,
  editor =	 "P.-J. Laurent and A. Le Mehaut\`{e} and L.L. Schumaker",
  pages =	 "391--402",
  address =	 "New York"
}

@Article{Rabut92,
  author = 	 "C. Rabut",
  title = 	 "An introduction to {Schoenberg's} approximation",
  journal =	 "Computers Math. Applic.",
  year =	 1992,
  volume =	 24,
  number =	 12,
  pages =	 "149--175"
}

@BOOK{Rao73,
        AUTHOR = {C. R. Rao},
        TITLE  = {Linear Statistical Inference and its Applications},
        PUBLISHER = {Wiley},
        YEAR   = {1973},
        ADDRESS = {New York}
}
@BOOK{Recipes87,
	AUTHOR = {W.H. {Press et al.}},
	TITLE = {Numerical Recipes: the Art of Scientific Computing},
	PUBLISHER = {Cambridge University Press},
	YEAR = {1987},
	ADDRESS = {Cambridge}
}

@inproceedings{RenRoh89,
author = "S. Renals and R. Rohwer",
title = "Phoneme classification experiments using radial basis functions",
booktitle = ijcnn,
publisher = "IEEE TAB Neural Network Committee",
address = "Washington D.C. ",
month = "June",
year = 1989,
pages = "I-461--I-467"}


@inproceedings{ShaUll88,
author = "A. Shashua and S. Ullman",
title = "Structural saliency",
booktitle = iccv,
publisher = "IEEE",
address = "Washington D.C.",
month = " ",
year = 1988,
pages = "482-488"}



@article{Resnikoff75,
author = "H.L. Resnikoff",
title = "On the psychophysical function",
journal = "J. Math. Biol. ",
volume = 2,
pages = "265--276",
year = 1975
} 




@ARTICLE{RicLip91,
        AUTHOR = {M. D. Richard and R. P. Lippman},
        TITLE  = {Neural Network Classifier Estimates Bayesian a-posteriori Probabilities},
        JOURNAL= {Neural Computation},
        YEAR   = {1991},
        VOLUME = {3},
        NUMBER = {},
        MONTH = {},
        PAGES  = {461-483}
}

@ARTICLE{Rice39,
        AUTHOR = {S.O. Rice},
        TITLE  = {The distribution of the maxima of a random curve},
        JOURNAL= {Amer. J. Math.},
        YEAR   = {1939},
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@book{Rice64,
author = "J.R. Rice",
title = "The approximation of functions, {Vol. 1}", 
publisher = "Addison-Wesley", 
address = "Reading, MA",
year = 1964}

@book{Rice69,
author = "J.R. Rice",
title = "The approximation of functions, {Vol. 2}", 
publisher = "Addison-Wesley", 
address = "Reading, MA",
year = 1969}

@article{Ripley94,
author = "B.D. Ripley",
title = "Neural Networks and Related Methods for Classification",
journal = "Proc. Royal Soc. London",
year = "in press, 1994"
} 


@techreport{Rippa84, 
author = "S. Rippa", 
title = "Interpolation and smoothing of scattered data by radial basis functions",
type = "M.Sc. Thesis",
institution = "Tel Aviv University",
year = 1984
}


   
@article{Rissanen78,
author = "J. Rissanen",
title = "Modeling by Shortest Data Description",
journal = "Automatica",
volume = 14,
pages = "465--471",
year = 1978
} 


@article{Rissanen83,
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@ARTICLE{RitSch86a,
        AUTHOR = {H. Ritter and K. Schulten},
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author = "H. Ritter and K. Schulten",
year = 1987,
title = "Extending {Kohonen's} self-organizing mapping algorithm to learn ballistic movements",
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        AUTHOR = {R.M. Sanner and J.-J.E. Slotine},
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        AUTHOR = {T. Vetter and T. Poggio and H. B\"{u}lthoff},
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        INSTITUTION  = {MIT Artificial Intelligence Lab.},
        YEAR   = {1992},
        TYPE   = {{A.I. Memo}},
        NUMBER = {1409},
        ADDRESS = {Cambridge, MA },
        MONTH   = {December}
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author = "T. Vetter",
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	MONTH           = "January",
        YEAR 		= "1998"
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@INPROCEEDINGS{PapOrePog98,
	AUTHOR 		= "C. Papageorgiou  and M. Oren  and T. Poggio",
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@TechReport{JonPog95a,
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@TechReport{JonPog96,
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