% % David MacKay's BibTeX file (shortened) % .bib entries in Information Theory and Machine Learning % @BOOK{latex, author = "Leslie Lamport", title = "{\LaTeX \rm:} {A} Document Preparation System", publisher = "Addison-Wesley", year = 1986 } @book{RileyHobsonBence, author={K.F. Riley and M.P. Hobson and S.J. Bence}, title={Mathematical Methods for Physics and Engineering: A Comprehensive Guide}, year={2006}, publisher={Cambridge University Press}, address={Cambridge}, isbn={0521679710} } @misc{Beardon, author={Alan F. Beardon}, title={From Problem Solving to Research}, note={Unpublished manuscript}, address={African Institute for Mathematical Sciences}, year={2006} } @book{hodgeSeed, title={Statistics and probability}, author={S. E. Hodge and M. L. Seed}, Publisher={Blackie}, address={Glasgow}, year=1972, ISBN={0-55075-894-1}, note={AIMS classmark QA273.H655X}, annote={Statistics and probability by S. E. Hodge, M. L. Seed Publisher: Glasgow : Blackie 1972. ISBN: 0-55075-894-1 DDC: 519 LCC: QA273}, annote={Excellent A-level book, highly recommended. There are copies in the library and in the common room} } @article{Shannon48, author = "Shannon, C. E.", title = "A Mathematical Theory of Communication", journal="Bell Sys. Tech. J.", volume = 27, pages ="379-423, 623-656", year = 1948 } @Book{Shannon&Weaver, author = "Shannon, C. E. and Weaver, W.", title = "The Mathematical Theory of Communication", publisher = "Univ. of Illinois Press", year = 1949, address = "Urbana", annote = "Cav: 39 S 2" } @book{shannon93, author = {Shannon, C. E.}, title = {Collected Papers}, publisher = {IEEE Press}, address ={New York}, year = {1993}, editor = {N. J. A. Sloane and A. D. Wyner} } % editor={N. J. A. Sloane and A. D. Wyner}, % 84 S 101 @incollection{shannon44, author = {Shannon, C. E.}, title = {The Best Detection of Pulses}, booktitle = {Collected Papers of Claude Shannon}, publisher = {IEEE Press}, editor={N. J. A. Sloane and A. D. Wyner}, year = {1993}, pages={148--150}, address={New York} } @book{MacKay:itp, author = "David J. C. MacKay", title = "Information Theory, Inference, and Learning Algorithms", note = "available from http://www.inference.phy.cam.ac.uk/mackay/itila/", publisher={Cambridge University Press}, url="http://www.cambridge.org/0521642981", year = {2003} } @book{mackay-information, author = "David J. C. MacKay", title = "Information Theory, Inference, and Learning Algorithms", note = "available from http://www.inference.phy.cam.ac.uk/mackay/itila/", publisher={Cambridge University Press}, url="http://www.cambridge.org/0521642981", year = {2003} } @article{Rectangles14, title={Fourteen Proofs of a Result About Tiling a Rectangle}, author={Stan Wagon}, journal={The American Mathematical Monthly}, Volume={94}, number={7}, annote={Aug. - Sep.}, year={1987}, pages={601-617}, url={http://links.jstor.org/sici?sici=0002-9890%28198708%2F09%2994%3A7%3C601%3AFPOARA%3E2.0.CO%3B2-Y} } @ARTICLE{MacKay92a, AUTHOR ="MacKay, D. J. C.", TITLE ="{B}ayesian Interpolation", JOURNAL ="Neural Computation", YEAR ="1992", VOLUME ="4", NUMBER ="3", PAGES ="415--447", URL={http://www.inference.phy.cam.ac.uk/mackay/PhD.html}, ANNOTE ="Date submitted: 21 May 1991; Date accepted: 29 Oct 1991; Collaborating institutes: California Institute of Technology" } @ARTICLE{MacKay92b, KEY ="MacKay", AUTHOR ="MacKay, D. J. C.", TITLE ="A Practical {B}ayesian Framework for Backpropagation Networks", JOURNAL ="Neural Computation", YEAR ="1992", VOLUME ="4", NUMBER ="3", PAGES ="448--472", ANNOTE ="Date submitted: 21 May 1991; Date accepted: 29 Oct 1991; Collaborating institutes: California Institute of Technology"} @ARTICLE{MacKay92c, KEY ="MacKay", AUTHOR ="MacKay, D. J. C.", TITLE ="Information Based Objective Functions for Active Data Selection", JOURNAL ="Neural Computation", YEAR ="1992", VOLUME ="4", NUMBER ="4", PAGES ="589--603", ANNOTE ="Date submitted: 17 July 1991; Date accepted: 15 Nov 1991; Collaborating institutes: California Institute of Technology"} @ARTICLE{MacKay92d, KEY ="MacKay", AUTHOR ="MacKay, D. J. C.", TITLE ="The Evidence Framework Applied to Classification Networks", JOURNAL ="Neural Computation", YEAR ="1992", VOLUME ="4", NUMBER ="5", PAGES ="698-714", ANNOTE ="Date submitted: 20 Nov 1991; Date accepted: 18 Feb 1992; Collaborating institutes: California Institute of Technology"} @ARTICLE{MacKay95_kuipers_review, KEY ="MacKay", AUTHOR ="MacKay, D. J. C.", TITLE ="Book review: Qualitative Reasoning: Modeling and Simulation with Incomplete Knowledge", JOURNAL ="Computers in Physics", YEAR =1995, VOLUME =9, NUMBER =2, PAGES =3} @TECHREPORT{MacKay86, KEY ="MacKay", AUTHOR ="D. J. C. ~MacKay", TITLE ="Statistical Testing of High Precision Digitisers", YEAR ="1986", NUMBER ="3971", INSTITUTION ="Royal Signals and Radar Establishment, Malvern, Worcester. WR14 3PS" } @TECHREPORT{MacKay87, KEY ="MacKay", AUTHOR ="D. J. C. MacKay", TITLE ="A Method of Increasing the Contextual Input to Adaptive Pattern Recognition Systems", YEAR ="1987", NUMBER ="RIPR 1000/14/87", INSTITUTION ="Research Initiative in Pattern Recognition, Royal Signals and Radar Establishment, Malvern, Worcester. WR14 3PS" } % vfe @INPROCEEDINGS{MacKay94:fe, KEY ="MacKay", AUTHOR ="D. J. C. MacKay", TITLE ="A Free Energy Minimization Framework for Inference Problems in Modulo 2 Arithmetic", BOOKTITLE ="Fast Software Encryption (Proceedings of 1994 K.U. Leuven Workshop on Cryptographic Algorithms)", editor = "B. Preneel", series = "Lecture Notes in Computer Science Series", number = "1008", YEAR =1995, publisher = "Springer", PAGES ="179-195", ANNOTE ="Date submitted: 15 Jan 1995; Date accepted: 22 March 1995; Collaborating institutes: Cambridge University Computer Laboratory"} @ARTICLE{MacKay94:fes, KEY ="MacKay", AUTHOR ="D. J. C. MacKay", TITLE ="Free Energy Minimization Algorithm for Decoding and Cryptanalysis", YEAR =1995, JOURNAL="Electronics Letters", VOLUME =31, NUMBER=6, PAGES ="446-447", ANNOTE ="Date submitted: Jan 1995; Date accepted: 24 Feb 1995; Date published: 16 March 1995; Collaborating institutes: Cambridge University Computer Laboratory"} % ISSN: 0013-5194 @UNPUBLISHED{mnc4pfoutdated, KEY ="MacKay and Neal", AUTHOR ="D. J. C. MacKay and R. M. Neal", TITLE ="Good Codes based on Very Sparse Matrices", YEAR =1995, NOTE="Available from {\tt http://www.inference.phy.cam.ac.uk/}", PAGES ="", ANNOTE ="Date submitted: ; Date accepted: ; Collaborating institutes: University of Toronto"} @Article{mncEL, author = "D. J. C. MacKay and R. M. Neal", title = "Near {S}hannon Limit Performance of Low Density Parity Check Codes", key = "MacKay and Neal", journal = "Electronics Letters", ISSN={ 0013-5194}, year = 1996, volume = 32, number = 18, pages = "1645-1646", month = "August", note = {Reprinted {\em Electronics Letters}, {\bf 33}(6):457--458, March 1997}, annoteb = {Reprinted {\em Electronics Letters}, vol 33, no 6, 13th March 1997, pp.457--458}, annote = "Date submitted: Jul 12 1996; Date accepted: Aug 12 1996; printed 29 Aug. Collaborating institutes: University of Toronto" } @Article{mncEL1, author = "D. J. C. MacKay and R. M. Neal", title = "Near {S}hannon Limit Performance of Low Density Parity Check Codes", key = "MacKay and Neal", journal = "Electronics Letters", year = 1996, volume = 32, number = 18, pages = "1645-1646", month = "August", annote = "Date submitted: Jul 12 1996; Date accepted: Aug 12 1996; printed 29 Aug. Collaborating institutes: University of Toronto" } @Article{mncEL2, author = "D. J. C. MacKay and R. M. Neal", title = "Near {S}hannon Limit Performance of Low Density Parity Check Codes", key = "MacKay and Neal", journal = "Electronics Letters", year = 1997, volume = 33, number = 6, pages = "457-458", month = "March", note = {Reprinted because of printing errors in 1996}, annote = "Date submitted: Jul 12 1996; Date accepted: Aug 12 1996; printed 29 Aug. Collaborating institutes: University of Toronto" } @article{mncN, AUTHOR ="D. J. C. MacKay", TITLE ="Good Error Correcting Codes based on Very Sparse Matrices", YEAR =1999, journal={IEEE Trans. on Info. Theory}, issn={0018-9448}, volume={45},number={2}, PAGES ="399-431", url={http://www.inference.phy.cam.ac.uk/mackay/abstracts/mncN.html}, ANNOTE ="Date submitted: June 9th 1997; Date accepted: July 27th 1998; Collaborating institutes: University of Toronto"} @inproceedings{mncisit, AUTHOR ="D. J. C. MacKay", TITLE ="Good Error-Correcting Codes based on Very Sparse Matrices", YEAR =1997, booktitle={Proceedings of 1997 IEEE International Symposium on Info. Theory. Ulm, Germany.}, PAGES ="113", ANNOTE ="Date submitted: Sep 24 96; Date accepted: Feb 97; Collaborating institutes: University of Toronto. MRAO number: "} % mnc @incollection{MacKay_Neal_Codes:95, KEY ="MacKay and Neal", AUTHOR ="D. J. C. MacKay and R. M. Neal", TITLE ="Good Codes based on Very Sparse Matrices", cutbooktitle = "Cryptography and Coding. 5th {IMA} Conf., LNCS 1025", booktitle = "Cryptography and Coding. 5th {IMA} Conf., LNCS 1025", publisher = "Springer", address = "Berlin", year = 1995, editor = "Colin Boyd", cutseries = "LNCS", cutnumber = "1025", pages="100-111", ANNOTE ="Date submitted: ; Date accepted: ; Collaborating institutes: University of Toronto. ISBN 3-540-60693-9"} @article{McElieceMacKay96, AUTHOR ="R. J. McEliece and D. J. C. MacKay and J.-F. Cheng", TITLE ="Turbo Decoding as an Instance of {P}earl's `Belief Propagation' Algorithm", YEAR =1998, journal={IEEE Journal on Selected Areas in Communications}, ISSN={ 0733-8716}, volume={16}, number={2}, PAGES ="140-152", month={February}, ANNOTE ="Date submitted: sep 27, 96; Date accepted: may 3, 97; Collaborating institutes: Caltech; Communications Society Leonard G. Abraham Prize Paper Award"} @inproceedings{mackayIBIS2000, AUTHOR ="D. J. C. MacKay", TITLE ="Relationships between Sparse Graph Codes", YEAR =2000, booktitle={Proceedings of the workshop on {\em Information-Based Induction Sciences (IBIS 2000), Shizuoka, Japan}}, date={July 17-18 2000}, PAGES ="257-264", publisher="IEEE IT Japan Chapter", annote="publisher: (? -- not sure, because I can't read Japanese!)" } % aka Daveyphd @PhdThesis{mcdthesis, author = {M. C. Davey}, title = {Error-correction using Low-Density Parity-Check Codes}, type={PhD}, school = {University of Cambridge}, year = {1999}, } @Unpublished{DMacKay_GFq, author = {D. J. C. MacKay}, title = {Optimizing Sparse Graph Codes over {$GF(q)$}}, note = {Available from {\tt http://www.inference.phy.cam.ac.uk/mackay/abstracts/gfqoptimize.html}}, year = {2003} } @Unpublished{DM_LDPC_MonteCarlo, author = {M. C. Davey and D. J. C. MacKay}, title = {Monte {C}arlo simulations of infinite low density parity check codes over {$GF(q)$}}, note = {Available from {\tt http://www.inference.phy.cam.ac.uk/is/papers/}}, key = {Davey and MacKay}, year = {1997} } %DM_LDPC_CLGFq, @Article{DaveyMacKay96, author = {M. C. Davey and D. J. C. MacKay}, title = {Low Density Parity Check Codes over {GF}$(q)$}, journal = {IEEE Communications Letters}, issn={1089-7798 }, year = {1998}, key = {Davey and MacKay}, volume = {2}, number = {6}, pages = {165-167}, month = {June}, annote={M. C. Davey was my supervised research student} } @InProceedings{cbj_97b0, Author = {Bailer-Jones, C. A. L. and MacKay, D. J. C. and Sabin, T. J. and Withers, P. J.}, title = {Static and Dynamic Modelling of Materials Forging}, booktitle = {Ninth Australian Conf. on Neural Networks}, year = {1998}, note = {identical to cbj-97b I think}, } @article{cbj_97b, Author = {Bailer-Jones, C. A. L. and MacKay, D. J. C. and Sabin, T. J. and Withers, P. J.}, title = {Static and Dynamic Modelling of Materials Forging}, booktitle = {Ninth Australian Conf. on Neural Networks}, volume = {5}, number = {1}, journal={Australian Journal of Intelligent Information Processing Systems}, year = {1998}, pages = {10-17}, } @InProceedings{sabin_97a, Author = {Sabin, T. J. and Bailer-Jones, C. A. L. and Roberts, S. M. and MacKay, D. J. C. and Withers, P. J.}, title = {Modelling the Evolution of Microstructures in Cold-Worked and Annealed Aluminium Alloy}, booktitle = {International Conf. on Thermomechanical Processing}, year = {1997}, OPTorganization = {}, OPTpublisher = {}, OPTaddress = {}, OPTpages = {} } @InProceedings{cbj_97bb, Author = {Bailer-Jones, C. A. L. and Sabin, T. J. and MacKay, D. J. C. and Withers, P. J.}, title = {Prediction of Deformed and Annealed Microstructures Using {B}ayesian Neural Networks and {G}aussian Processes}, booktitle = {Australasia Pacific Forum on Intelligent Processing and Manufacturing of Materials}, year = {1997}, } @article{cbj_98a, Author = {Bailer-Jones, C. A. L. and Bhadeshia, H. K. D. H. and MacKay, D. J. C.}, title = {{G}aussian Process Modelling of Austenite Formation in Steel}, year = {1999}, volume={15}, pages = {287-294}, journal = {Materials Science and Technology} } @article{Cole_etal99, Author = {Cole, D. and Martin-Moran, C. and Sheard, A. G. and Bhadeshia, H. K. D. H. and MacKay, D. J. C.}, title = {Modelling Creep Rupture Strength of Ferritic Steel Welds}, year = {2000}, volume={5}, number={2}, pages = {81-89}, journal={Science and Technology of Welding and Joining}, annote= {Submitted 3 May 1999, accepted 17 June 1999} } @article{Tancret_etal99, Author = {Tancret, F. and Bhadeshia, H. K. D. H. and MacKay, D. J. C.}, title = {Comparison of Artificial Neural Networks with {G}aussian Processes to Model the Yield Strength of {N}ickel-base Superalloys}, year = {1999}, volume={39}, number={10}, pages = {1020-1026}, journal = {ISIJ International} } @article{Tancret_etal00, title={Design of new creep-resistant nickel-base superalloys for power-plant applications}, author={Tancret, F. and Bhadeshia, H. K. D. H. and MacKay, D. J. C.}, journal={CREEP AND FRACTURE OF ENGINEERING MATERIALS AND STRUCTURES}, volume={171}, number={1}, pages={529-536},year={2000} } @article{Tancret_etal03, title={Design of a creep resistant nickel base superalloy for power plant applications. {P}art 1 -- {M}echanical properties modelling}, author={Tancret, F. and Bhadeshia, H. K. D. H. and MacKay, D. J. C.}, journal={Materials Science and Technology}, volume={19}, month={march}, pages={283-289}, year={2003} } @article{cbj_98b, Author = {Bailer-Jones, C.A.L. and MacKay, D. J. C. and Withers, P.J.}, title = {A Recurrent Neural Network for Modelling Dynamical Systems}, year = {1998}, journal = {Network: Computation in Neural Systems}, volume={9}, number={4}, pages = {531-547}, } @UNPUBLISHED{DaveyMacKay96old, KEY ="", AUTHOR ="M. C. Davey and D. J. C. MacKay", TITLE ="Good Codes over {$GF(q)$} based on Very Sparse Matrices", YEAR =1997, NOTE="In preparation", PAGES ="", ANNOTE ="Date submitted: ; Date accepted: ; Collaborating institutes: none"} @UNPUBLISHED{WilsonMacKay96, KEY ="", AUTHOR ="S. T. Wilson and D. J. C. MacKay", TITLE ="Decoding Shortened Cyclic Codes by Belief Propagation", YEAR =1996, NOTE="In preparation", PAGES ="", ANNOTE ="Date submitted: ; Date accepted: ; Collaborating institutes: none"} @INPROCEEDINGS{Renals_MacKay, KEY ="Renals and MacKay", AUTHOR ="S. J. Renals and D. J. C. MacKay", TITLE ="{B}ayesian regularisation methods in a hybrid {MLP}-{HMM} system", BOOKTITLE ="Proceedings of {E}urospeech 93, {B}erlin", YEAR ="1993", pages = {1719--1722}, ANNOTE ="Date submitted: ; Date accepted: ; Collaborating institutes: Cambridge University Engineering Department. MRAO 1820"} % PAGES ="", % September 1993. @INPROCEEDINGS{MM89:nips, KEY ="MacKay and Miller", AUTHOR ="D. J. C. MacKay and K. D. Miller", TITLE ="Analysis of {L}insker's simulations of {H}ebbian rules", BOOKTITLE ="Advances in Neural Information Processing Systems II", EDITOR ="D. Touretzky", PAGES ="694-701", YEAR ="1989"} @ARTICLE{MM90:nc, KEY ="MacKay and Miller", AUTHOR ="D. J. C. MacKay and K. D. Miller", TITLE ="Analysis of {L}insker's simulations of {H}ebbian rules", JOURNAL ="Neural Computation", VOLUME ="2", NUMBER ="2", PAGES ="173-187", YEAR ="1990"} @ARTICLE{MM90:network, KEY ="MacKay and Miller", AUTHOR ="D. J. C. MacKay and K. D. Miller", TITLE ="Analysis of {L}insker's application of {H}ebbian rules to linear networks", JOURNAL ="Network", VOLUME ="1", NUMBER ="3", PAGES ="257-297", YEAR ="1990"} @ARTICLE{MM94:nc, KEY ="", AUTHOR ="K. D. Miller and D. J. C. MacKay", TITLE ="The role of constraints in {H}ebbian learning", JOURNAL ="Neural Computation", VOLUME ="6", NUMBER ="1", PAGES ="98-124", YEAR ="1994", ANNOTE ="Date submitted: 9 Oct 1992; Date accepted: 13 May 1993; Collaborating institutes: California Institute of Technology"} @INPROCEEDINGS{phnips, KEY ="Bridle, Heading and MacKay", AUTHOR ="J. S. Bridle and A. J. R. Heading and D. J. C. MacKay", TITLE ="Unsupervised Classifiers, Mutual Information and `Phantom targets'", BOOKTITLE ="Advances in Neural Information Processing Systems 4", EDITOR ="J. E. Moody and S. J. Hanson and R. P. Lippmann", PUBLISHER ="Morgan Kaufmann", ADDRESS ="San Mateo, CA", YEAR ="1992", PAGES ="1096-1101"} @INPROCEEDINGS{MacKay.nips4, KEY ="MacKay", AUTHOR ="D. J. C. MacKay", TITLE ="Bayesian Model Comparison and Backprop Nets", BOOKTITLE ="Advances in Neural Information Processing Systems 4", EDITOR ="J. E. Moody and S. J. Hanson and R. P. Lippmann", PUBLISHER ="Morgan Kaufmann", ADDRESS ="San Mateo, CA", YEAR ="1992", PAGES ="839-846", url={http://www.inference.phy.cam.ac.uk/mackay/nips91.ps.gz} } @ARTICLE{Bhadeshia_etal95, AUTHOR ="Bhadeshia, H. K. D. H. and MacKay, D. J. C. and L. E. Svensson", TITLE ="Impact toughness of {C-MN} Steel Arc Welds -- {B}ayesian neural network analysis", YEAR ="1995", JOURNAL = "Materials Science and Technology", VOLUME ="11", number=10, pages="1046-1051", ANNOTE ="Date submitted: Jul 1994; Date accepted: Sep 1994; Collaborating institutes: Cambridge University Department of Metallurgy and Materials Science"} @inproceedings{Jones_etal95, AUTHOR ="J. Jones and D. J. C. MacKay and H. K. D. H. Bhadeshia", TITLE ="The Strength of {N}ickel Base Superalloys -- a {B}ayesian Neural Network Analysis", YEAR = 1995, booktitle={Proceedings of the 5th International Symposium on Advanced Materials, Pakistan}, pages={659-666}, ANNOTE ="Date submitted: 1995; Date accepted: 1995; Collaborating institutes: Cambridge University Department of Metallurgy and Materials Science"} @UNPUBLISHED{Jones_etal95old, AUTHOR ="J. Jones and J. King and H. K. D. H. Bhadeshia and D. J. C. MacKay", TITLE ="Modelling the Strength of {N}ickel Base Superalloys", YEAR = 1995, NOTE = "3rd International Parsons Turbine Conf.", ANNOTE ="Date submitted: 1995; Date accepted: 1995; Collaborating institutes: Cambridge University Department of Metallurgy and Materials Science"} @article{Gavard_etal95, AUTHOR ={L. Gavard and H. K. D. H. Bhadeshia and D. J. C. MacKay and S. Suzuki}, TITLE ={Bayesian Neural Network Model for Austenite Formation in Steels}, journal ={Materials Science and Technology}, vol =12, pages ={453-463}, YEAR = 1996, ANNOTE ="Date submitted: May 1995; Date accepted: n/k 1995; Collaborating institutes: Cambridge University Department of Metallurgy and Materials Science. MRAO reprint number 1941."} @ARTICLE{Fujii_etal96, AUTHOR ="H. Fujii and D. J. C. MacKay and H. K. D. H. Bhadeshia", TITLE ="{B}ayesian neural network analysis of Fatigue Crack Growth Rate in {N}ickel Base Superalloys", YEAR ="1996", JOURNAL = "ISIJ International", VOLUME ="36", number=11, pages="1373-1382", ANNOTE ="Date submitted: May 96; Date accepted: Sep 1996; Collaborating institutes: Cambridge University Department of Metallurgy and Materials Science"} @InCollection{Cool.B.M.97, author = "T. Cool and H. K. D. H. Bhadeshia and D. J. C. MacKay", title = "Modelling the Mechanical Properties in the {HAZ} of Power Plant Steels {I}: {B}ayesian Neural Network Analysis of Proof Strength", booktitle = "Mathematical Modelling of Weld Phenomena 3", publisher = "Institute of Materials", editor = "H. Cerjak", series = "Materials Modelling Series", address = "London", year={1997}, pages={403--442}, annote = "Date submitted: 96; Date accepted: 1996; Collaborating institutes: Cambridge University Department of Metallurgy and Materials Science" } @Article{Cool.B.M.97b, author = "T. Cool and H. K. D. H. Bhadeshia and D. J. C. MacKay", title = "The Yield and Ultimate Tensile Strength of Steel Welds", journal = "Materials Science and Engineering A", year = 1997, volume = "A223", pages = "186-200" } @InCollection{MacKay.weld.review.97, author = "D. J. C. MacKay", title = "{B}ayesian Non-linear Modelling with Neural Networks", booktitle = "Mathematical Modelling of Weld Phenomena 3", publisher = "Institute of Materials", editor = "H. Cerjak", series = "Materials Modelling Series", address = "London", year={1997}, pages={359--389}, annote = "Date submitted: 96; Date accepted: 1996; Collaborating institutes: Cambridge University Department of Metallurgy and Materials Science" } @article{Takeuchi_etal94:Jap, AUTHOR ="R. Takeuchi and D. J. C. MacKay and T. Matsumoto", TITLE ="A {B}ayesian Inference of Hyperparameters and Regularizers for Standard Regularization Problems", YEAR =1994, journal = "Technical report of IEICE", pages="", note="In Japanese", ANNOTE ="Date submitted: 1994; Date accepted: 1994; Collaborating institutes: Waseda University, Tokyo"} @inproceedings{Takeuchi_etal94, AUTHOR ="R. Takeuchi and D. J. C. MacKay and T. Matsumoto", TITLE ="Determining Optimal Hyperparameters and Regularizers for Standard Regularization Problems", YEAR =1994, booktitle = "Proceedings of 1994 International Symposium on Artificial Neural Networks (ISANN-94), Tainan, Taiwan", pages="419-428", ANNOTE ="Date submitted: 1994; Date accepted: 1994; Collaborating institutes: Waseda University, Tokyo"} @article{MacKay_Peto, AUTHOR ="D. J. C. MacKay and L. Peto", TITLE ="A Hierarchical {D}irichlet Language Model", YEAR ="1995", journal ="Natural Language Engineering", volume=1, number=3, pages="1-19", ANNOTE ="Date submitted: 31 March 1995; Date accepted: ; Collaborating institutes: University of Toronto"} @UNPUBLISHED{MacKay94:amino, AUTHOR ="D. J. C. MacKay", TITLE ="Models for Dice Factories and Amino Acid Probability Vectors", YEAR ="1995", NOTE ="Unpublished", ANNOTE ="Date submitted: ; Date accepted: ; Collaborating institutes: MRC Laboratory of Molecular Biology, Cambridge"} @INPROCEEDINGS{MaxentCons, KEY ="MacKay", AUTHOR ="D. J. C. MacKay", TITLE ="Maximum Entropy Connections{:} Neural Networks", BOOKTITLE ="Maximum Entropy and {B}ayesian Methods, {L}aramie, 1990", YEAR ="1991", EDITOR ="W. T. Grandy and L. Schick", PUBLISHER ="Kluwer", ADDRESS ="Dordrecht", PAGES ="237-244" } % modelling input dependent noise level @INPROCEEDINGS{MacKay95:icann, KEY ="MacKay", AUTHOR ="D. J. C. MacKay", TITLE ="Probabilistic Networks: New Models and New Methods", BOOKTITLE ="ICANN '95", YEAR ="1995", PUBLISHER ="EC2 and Cie", ADDRESS ="Paris", PAGES ="331-337", annote={this is where I use BUGS to model input-dependent noise. MRAO 1927} } @INPROCEEDINGS{MacKay95:snn, KEY ="MacKay", AUTHOR ="D. J. C. MacKay", TITLE ="Developments in Probabilistic Modelling with Neural Networks -- Ensemble Learning", BOOKTITLE ="Neural Networks: Artificial Intelligence and Industrial Applications. Proceedings of the 3rd Annual Symposium on Neural Networks, Nijmegen, Netherlands, 14-15 September 1995", YEAR ="1995", PUBLISHER ="Springer", editors="Kappen, B. and Gielen, S.", ADDRESS ="Berlin", PAGES ="191-198", annote={MRAO 1926} } @INPROCEEDINGS{MacKay92am, KEY ="MacKay", AUTHOR ="D. J. C. MacKay", TITLE ="{B}ayesian interpolation", BOOKTITLE ="Maximum Entropy and {B}ayesian Methods, {S}eattle 1991", EDITOR ="C.R. Smith and G.J. Erickson and P.O. Neudorfer", PUBLISHER ="Kluwer", ADDRESS ="Dordrecht", YEAR ="1992", PAGES ="39-66"} @INPROCEEDINGS{MacKay92bm, KEY ="MacKay", AUTHOR ="D. J. C. MacKay", TITLE ="The evidence for neural networks", BOOKTITLE ="Maximum Entropy and {B}ayesian Methods, {S}eattle 1991", EDITOR ="C.R. Smith and G.J. Erickson and P.O. Neudorfer", PUBLISHER ="Kluwer", ADDRESS ="Dordrecht", YEAR ="1992", PAGES ="165-183"} @Unpublished{MacKay95:nips, author = "D. J. C. MacKay", title = "Ensemble Learning and Evidence Maximization", note = "submitted to NIPS*95", year = 1995, annote = "Date submitted: May 1995" } @Unpublished{Macphee_MacKay, author = "K. Macphee and D. J. C. MacKay", title = "Ensemble Learning for Hidden {M}arkov Models", note = "in preparation", year = 1996, annote = "" } @Unpublished{MacKay_hmm, author = "D. J. C. MacKay", title = "Ensemble Learning for Hidden {M}arkov Models", note = "{\tt http://www.inference.phy.cam.ac.uk/mackay/abstracts/ensemblePaper.html}", year = 1997, annote = "" } @Unpublished{MacKay_vfeprob, author = "D. J. C. MacKay", title = "A Problem with Variational Free Energy Minimization", note = "{\tt http://www.inference.phy.cam.ac.uk/mackay/abstracts/minima.html}", year = 2001, annote = "" } %submitted to NIPS 97", % Available from {\tt http://www.inference.phy.cam.ac.uk/}", @Unpublished{Gibbs_MacKay97a, author = "M. N. Gibbs and D. J. C. MacKay", title = "Efficient implementation of {G}aussian Processes for Interpolation", note = "{\tt http://www.inference.phy.cam.ac.uk/mackay/abstracts/gpros.html}", year = 1996, annote = "" } @article{Gibbs_MacKay97b, author = "M. N. Gibbs and D. J. C. MacKay", title = "Variational {G}aussian Process Classifiers", annote = "{\tt http://www.inference.phy.cam.ac.uk/mackay/abstracts/vgc.html}", journal={IEEE Trans. on Neural Networks}, volume={11}, number={6}, year =2000, month={November}, pages={1458-1464}, annote = "submitted 9 sep 1998" } @Unpublished{MacKay96:ica, author = "D. J. C. MacKay", title = "Maximum Likelihood and Covariant Algorithms for Independent Component Analysis", note = "{\tt http://www.inference.phy.cam.ac.uk/mackay/abstracts/ica.html}", year = 1996, annote = "" } @article{MacKay96:laplace, author = "D. J. C. MacKay", title = "Choice of Basis for {Laplace} Approximation", journal = "Machine Learning", year = 1998, volume={33}, number={1}, pages={77-86}, annote = "" } @Misc{MacKay97:ipd, author = "D. J. C. MacKay", title = "Iterative Probabilistic Decoding of Low Density Parity Check Codes", howpublished = "Animations available on world wide web", year = 1997, note = "{\tt http://www.inference.phy.cam.ac.uk/mackay/codes/gifs/}" } @inproceedings{WaterhouseMacKayRobinson95-nips8, author="S. R. Waterhouse and D. J. C. MacKay and A. J. Robinson", title="Bayesian Methods for Mixtures of Experts", booktitle="Neural Information Processing Systems", editor="D. S. Touretzky and M. C. Mozer and M. E. Hasselmo", publisher="MIT Press", pages={351-357}, year ="1996", } @inproceedings{Waterhouse_etal95:nips, author="S. R. Waterhouse and D. J. C. MacKay and A. J. Robinson", title="Bayesian Methods for Mixtures of Experts", booktitle="Neural Information Processing Systems", editor="D. S. Touretzky and M. C. Mozer and M. E. Hasselmo", publisher="MIT Press", year ="1996", pages={351-357}, annote={MRAO 1928} } @INPROCEEDINGS{MacKay94:alpha, KEY ="MacKay", AUTHOR ="D. J. C. MacKay", TITLE ="Hyperparameters: Optimize, or Integrate out?", BOOKTITLE ="Maximum Entropy and {B}ayesian Methods, {S}anta {B}arbara 1993", EDITOR ="G. Heidbreder", PUBLISHER ="Kluwer", ADDRESS ="Dordrecht", YEAR ="1996", pages="43-60", abstractURL="ftp://www.inference.phy.cam.ac.uk/pub/mackay/abstracts/alpha.html", postscriptURL="ftp://www.inference.phy.cam.ac.uk/pub/mackay/alpha.ps.Z", keywords="alpha", ANNOTE ="Date submitted: 1993; Date accepted: 1993; Collaborating institutes: none"} @article{MacKay94:alpha_nc, KEY ="MacKay", AUTHOR ="D. J. C. MacKay", TITLE ="Comparison of Approximate Methods for Handling Hyperparameters", YEAR ="1999", volume={11}, number={5}, pages={1035-1068}, journal={Neural Computation}, abstractURL="http://www.inference.phy.cam.ac.uk/mackay/abstracts/alpha.html", postscriptURL="ftp://www.inference.phy.cam.ac.uk/pub/mackay/alpha.ps.Z", ANNOTE ="Date submitted: 1994/1996/1997; Date accepted: October 1998; Collaborating institutes: none" } @InCollection{MacKay95:arbib, author = "D. J. C. MacKay", title = "Bayesian Methods for Supervised Neural Networks", booktitle= "The Handbook of Brain Theory and Neural Networks", publisher = "MIT Press", year = 1995, editor = "M. A. Arbib", pages = "144-149" } %MacKay93:review, @INCOLLECTION{MacKay94:springer, KEY ="MacKay", AUTHOR ="D. J. C. MacKay", TITLE ="Bayesian Methods for Backpropagation Networks", BOOKTITLE ="Models of Neural Networks III", EDITOR ="E. Domany and van Hemmen, J. L. and K. Schulten", PUBLISHER ="Springer", ADDRESS ="New York", YEAR ="1994", CHAPTER ="6", pages = {211-254}, ANNOTE ="Date submitted: ; Date accepted: ; Collaborating institutes: none"} @article{MacKay95:network, KEY ="MacKay", AUTHOR ="D. J. C. MacKay", TITLE ="Probable Networks and Plausible Predictions -- A Review of Practical {B}ayesian Methods for Supervised Neural Networks", journal ="Network: Computation in Neural Systems", volume = 6, YEAR =1995, pages = "469-505", ANNOTE ="Date submitted: 1994; Date accepted: 1994; Collaborating institutes: none"} % (August % ISSN 0954-898X @INPROCEEDINGS{MacKay94:pred_ashrae, KEY ="MacKay", AUTHOR ="D. J. C. MacKay", TITLE ="Bayesian non-linear modelling for the prediction competition", BOOKTITLE ="ASHRAE Transactions, V.100, Pt.2", EDITOR ="", PUBLISHER ="American Society of Heating, Refrigeration, and Air-conditioning Engineers", ADDRESS ="Atlanta GA", YEAR ="1994", PAGES ="1053-1062", ANNOTE ="Date submitted: ; Date accepted: ; Collaborating institutes: none"} @INPROCEEDINGS{MacKay94:pred, KEY ="MacKay", AUTHOR ="D. J. C. MacKay", TITLE ="Bayesian non-linear modelling for the 1993 energy prediction competition", BOOKTITLE ="Maximum Entropy and {B}ayesian Methods, {S}anta {B}arbara 1993", EDITOR ="G. Heidbreder", PUBLISHER ="Kluwer", ADDRESS ="Dordrecht", YEAR ="1996", pages="221-234", ANNOTE ="Date submitted: ; Date accepted: ; Collaborating institutes: none"} @INPROCEEDINGS{Green_MacKay94, AUTHOR ="A. G. Green and D. J. C. MacKay", TITLE ="Bayesian analysis of linear phased-array radar", BOOKTITLE ="Maximum Entropy and {B}ayesian Methods, {S}anta {B}arbara 1993", EDITOR ="G. Heidbreder", PUBLISHER ="Kluwer", ADDRESS ="Dordrecht", YEAR ="1996", pages="309-318", ANNOTE ="Date submitted: ; Date accepted: ; Collaborating institutes: none"} @INPROCEEDINGS{Tansley_etal94, AUTHOR ="J. E. Tansley and M. J. Oldfield and D. J. C. MacKay", TITLE ="Neural network image reconstruction", BOOKTITLE ="Maximum Entropy and {B}ayesian Methods, {S}anta {B}arbara 1993", EDITOR ="G. Heidbreder", PUBLISHER ="Kluwer", ADDRESS ="Dordrecht", YEAR ="1996", pages="319-326", ANNOTE ="Date submitted: ; Date accepted: ; Collaborating institutes: none"} @UNPUBLISHED{MacKay_Oldfield95, KEY ="", AUTHOR ="D. J. C. MacKay and M. J. Oldfield", TITLE ="Generalization Error and the Number of Hidden units in a Multilayer Perceptron", YEAR ="1995", note = "In preparation", ANNOTE ="Date submitted: ; Date accepted: ; Collaborating institutes: none"} @Article{MacKay_Takeuchi95, AUTHOR ="D. J. C. MacKay and R. Takeuchi", TITLE ="Interpolation Models with Multiple Hyperparameters", journal = {Statistics and Computing}, year = {1998}, volume = {8}, pages = {15--23}, ANNOTE ="Date submitted: Sep 1995; Date accepted: Jan 1997; Collaborating institutes: Waseda University, Tokyo"} @UNPUBLISHED{Evans_MacKay, AUTHOR ="E. F. Evans and D. J. C. MacKay", TITLE ="A convenient method for generating constrained randomized sequences on-line for physiological and psychophysical stimulus selection", YEAR =1995, NOTE ="In preparation", ANNOTE ="Date submitted: ; Date accepted: ; Collaborating institutes: Department of Communication and Neuroscience, Keele University. MRAO 1834"} @INPROCEEDINGS{MacKay_Takeuchi95_maxent, AUTHOR ="D. J. C. MacKay and R. Takeuchi", TITLE ="Interpolation Models with Multiple Hyperparameters", BOOKTITLE ="Maximum Entropy and {B}ayesian Methods, {C}ambridge 1994", EDITOR ="J. Skilling and S. Sibisi", PUBLISHER ="Kluwer", ADDRESS ="Dordrecht", YEAR ="1995", PAGES ="249-257", ANNOTE ="Date submitted: ; Date accepted: ; Collaborating institutes: Waseda University, Tokyo. MRAO 1835"} @INPROCEEDINGS{Barnett_MacKay95, AUTHOR ="A. H. Barnett and D. J. C. MacKay", TITLE ="Bayesian Comparison of Models for Images", BOOKTITLE ="Maximum Entropy and {B}ayesian Methods, {C}ambridge 1994", EDITOR ="J. Skilling and S. Sibisi", PUBLISHER ="Kluwer", ADDRESS ="Dordrecht", YEAR ="1995", PAGES ="239-248", ANNOTE ="Date submitted: ; Date accepted: ; Collaborating institutes: none"} @INPROCEEDINGS{MacKay95:density_nets, KEY ="", AUTHOR ="D. J. C. MacKay", TITLE ="Density Networks and their Application to Protein Modelling", BOOKTITLE ="Maximum Entropy and {B}ayesian Methods, {C}ambridge 1994", EDITOR ="J. Skilling and S. Sibisi", PUBLISHER ="Kluwer", ADDRESS ="Dordrecht", YEAR ="1996", PAGES ="259-268", ANNOTE ="Date submitted: ; Date accepted: ; Collaborating institutes: MRC Laboratory of Molecular Biology, Cambridge. MRAO 1837"} @ARTICLE{MacKay95:wonsda, AUTHOR ="D. J. C. MacKay", TITLE ="Bayesian Neural Networks and Density Networks", JOURNAL ="Nuclear Instruments and Methods in Physics Research, Section A", volume = 354, number = 1, YEAR =1995, PAGES="73-80", ANNOTE ="Date submitted: 1994; Date accepted: 1994; Collaborating institutes: none"} % (Nucl. Inst. and Meth.) % Jan 15 1995 @Incollection{MacKay97:dn, author = "D. J. C. MacKay and M. N. Gibbs", title = "Density Networks", publisher = "Oxford University Press", booktitle={Statistics and Neural Networks}, annote={subtitle: Advances at the Interface}, annote={Proceedings of meeting on Statistics and Neural Nets, Edinburgh, 1997}, year = "1998", editor = "J. W. Kay and D. M. Titterington", pages = "129-146" } % , note = "in press" @article{MacKay94:BC, author = "D. J. C. MacKay", title = "Equivalence of {B}oltzmann Chains and Hidden {M}arkov Models", journal = "Neural Computation", year = 1996, volume=8, number=1, pages="178-181", ANNOTE ="Date submitted: Nov 1994; modified 31 March 1995; Date accepted: April 10 1995; Collaborating institutes: none" } % better to cite Radford_book,MacKay94:pred_ashrae,MacKay95:network @TECHREPORT{ARD, KEY ="MacKay and Neal", AUTHOR ="D. J. C. MacKay and R. M. Neal", TITLE ="Automatic relevance determination for Neural Networks", YEAR ="1994", NUMBER ="In preparation", INSTITUTION ="Cambridge University", ANNOTE ="Date submitted: ; Date accepted: ; Collaborating institutes: University of Toronto"} @PHDTHESIS{MacKay91, AUTHOR ="D. J. C. MacKay", TITLE ="Bayesian Methods for Adaptive Models", type={PhD}, YEAR =1991, SCHOOL ="California Institute of Technology"} @Misc{Eddy_MacKay, author = "S. R. Eddy and D. J. C. MacKay", title = "Is the {P}ope the {P}ope? (Correspondence in {\em {N}ature\/} 382, p.\ 490)", journal="Nature", volume=382, year = 1996, month = "August", pages = 490, annote = "8 Aug 96" } @InCollection{MullerMacKayHerz96, author = {R. M\"uller and D. J. C. MacKay and Herz, A. V. M.}, title = "Associative memory using action potential timing", booktitle = "Proceedings of BioNet'96: Third Workshop `Bio-informatics and Pulsepropagating networks'", editor ="G.K. Heinz", publisher = "", year = 1996, pages = "", ANNOTE ="Date submitted: 15 Nov 96; Date accepted: 15 Nov 96; Collaborating institutes: University of Bremen"} @article{Badmos_etal97, AUTHOR ="A. Y. Badmos and H. K. D. H. Bhadeshia and D. J. C. MacKay", TITLE ="Tensile Properties of Mechanically Alloyed Oxide Dispersion Strengthened Iron Alloys. Part 1 -- Neural network Models", YEAR ="1998", JOURNAL = "Materials Science and Technology", VOLUME ="14", number={}, pages="793-809", ANNOTE ="Date submitted: Mar 97; accepted May 97; Collaborating institutes: Cambridge University Department of Metallurgy and Materials Science"} % mrao number? @article{Brun_etal97, AUTHOR ="F. Brun and T. Yoshida and J. D. Robson and V. Narayan and H. K. D. H. Bhadeshia and D. J. C. MacKay", TITLE ="Theoretical Design of Ferritic Creep Resistant Steels using Neural Network, Kinetic and Thermodynamic Models", YEAR ="1999", JOURNAL = "Materials Science and Technology", VOLUME ="15", number={}, pages="547-554", ANNOTE ="Date submitted: Sep 97; accepted July 98. Collaborating institutes: Cambridge University Department of Metallurgy and Materials Science. contains the new steels A and B"} % mrao number? @article{Lalam_etal97, AUTHOR ="S. H. Lalam and H. K. D. H. Bhadeshia and D. J. C. MacKay", TITLE ="Estimation of the Mechanical Properties of Ferritic Steel Welds: Part {I}: Yield and Tensile Strength", YEAR ="2000", JOURNAL = "Science and Technology of Welding and Joining", VOLUME ="5", number={3}, pages="135-147", ANNOTE ="Date submitted: May 99; accepted . Collaborating institutes: Cambridge University Department of Metallurgy and Materials Science."} % mrao number? @INPROCEEDINGS{FreyMacKay97, KEY ="", AUTHOR ="B. J. Frey and D. J. C. MacKay", TITLE ="Trellis-constrained Codes", BOOKTITLE ="Proceedings of the 35th Allerton Conference on Communication, Control, and Computing, Sept.\ 1997", place = "Champaign-Urbana, Illinois", annote = "Available at {\tt http://www.cs.utoronto.ca/\verb+~+frey}", EDITOR ="", PUBLISHER ="", ADDRESS ="", YEAR ="1998", PAGES ="", ANNOTE ="Date submitted: jun 97; Date accepted: jun 97; Collaborating institutes: Univ of Toronto. MRAO "} @Unpublished{frey-mackay-98b, key = "Frey", author = "B.~J. Frey and D.~J.~C. MacKay", title = "Trellis-constrained codes", note = "Submitted to \emph{IEEE Trans. on Communications}", year = "1998" } @INPROCEEDINGS{FreyMacKay98, KEY ="", AUTHOR ="B. J. Frey and D. J. C. MacKay", TITLE ={A Revolution: Belief Propagation in Graphs with Cycles}, BOOKTITLE ={Advances in Neural Information Processing Systems 10}, EDITOR ="M. I. Jordan and M. J. Kearns and S. A. Solla", PUBLISHER ="MIT Press", ADDRESS ="Cambridge MA.", YEAR ="1998", PAGES ="479--485", anNOTE ="Available at {\tt http://www.cs.utoronto.ca/\verb+~+frey}", ANNOTE ="Date submitted: jun 97; Date accepted: ; Collaborating institutes: Univ of Toronto. MRAO "} % Same as: @InCollection{frey-mackay-98c, key = "Frey", author = "B.~J. Frey and D.~J.~C. MacKay", title = "A revolution: {B}elief propagation in graphs with cycles", booktitle = "Advances in Neural Information Processing Systems 1997, Volume 10", editor = "M.~I. Jordan and M.~I. Kearns and S.~A. Solla", year = "1998", publisher = "MIT Press", place = "Cambridge MA.", pages = "479--485", note = "Available at {\tt http://www.cs.utoronto.ca/\verb+~+frey}" } @article{Takeuchi_etal97:Jap, AUTHOR ="R. Takeuchi and D. J. C. MacKay and S. Nakazawa and T. Matsumoto", TITLE ="Inferring Hyperparameters and Regularizers for Standard Regularization Problems", YEAR =1997, journal = "Trans. of the Institute of Electronics, Information and Communication Engineers", volume={J80-D-II}, number={9}, pages="2502-2511", note="In Japanese", ANNOTE ="Date submitted: ; Date accepted: ; Collaborating institutes: Waseda University, Tokyo"} @Incollection{MacKay97:erice, author = "D. J. C. MacKay", title = "Introduction to {M}onte {C}arlo Methods", publisher = "Kluwer", booktitle={Learning in Graphical Models}, year = "1998", editor = "M. I. Jordan", pages = "175-204", series={NATO Science Series} } @article{Fujii_etal99, AUTHOR ="H. Fujii and D. J. C. MacKay and H. K. D. H. Bhadeshia and H. Harada and K. Nogi", TITLE ="Prediction of Creep Rupture Life in {N}ickel-Base Superalloys using {B}ayesian Neural Network", YEAR ="1999", journal={J. Japan Inst. Metals}, volume={63}, number={7}, pages={905-911}, note={In Japanese}, ANNOTE ="Submitted Nov 2 98; Accepted Apr 19 1999. Collaborating institutes: Cambridge University Department of Metallurgy and Materials Science"} @inproceedings{Fujii_etal98, AUTHOR ="H. Fujii and D. J. C. MacKay and H. K. D. H. Bhadeshia and H. Harada and K. Nogi", TITLE ="Estimation of Creep Rupture Strength in {N}ickel Base Superalloys", YEAR ="1998", booktitle={Proceedings 6th Liege Conference on Materials for Advanced Power Engineering}, ANNOTE ="May 1998. conference 5-7 October 1998; Collaborating institutes: Cambridge University Department of Metallurgy and Materials Science"} @article{Ichikawa96, KEY ="K. Ichikawa", AUTHOR ="K. Ichikawa and H. K. D. H. Bhadeshia and D. J. C. MacKay", TITLE ="Model for Hot Cracking in Low-Alloy Steel Weld Metals", YEAR =1996, JOURNAL = "Science and Technology of Welding and Joining", VOLUME = "1", PAGES ="43-50" } @Incollection{MacKay98:gp, author = "D. J. C. MacKay", title = "Introduction to {G}aussian Processes", publisher = "Kluwer", booktitle={Neural Networks and Machine Learning}, series={NATO ASI Series}, year = "1998", editor = "C. M. Bishop", pages = "133-166" } @InProceedings{DM_LDPC_ITW98, author = {M. C. Davey and D. J. C. MacKay}, title = {Low Density Parity Check Codes over {GF}(q)}, booktitle = {Proceedings of the 1998 IEEE Info. Theory Workshop}, year = {1998}, month = {June}, organization = {IEEE}, pages={70-71}, key = {Davey and MacKay} } %MD_LDPC_IRREG, @INPROCEEDINGS{MacKayAllerton98, KEY ="", AUTHOR ="D. J. C. MacKay and S. T. Wilson and M. C. Davey", TITLE ="Comparison of Constructions of Irregular {G}allager Codes", BOOKTITLE ="Proceedings of the 36th Allerton Conference on Communication, Control, and Computing, Sept.\ 1998", EDITOR ="", PUBLISHER ="Allerton House", ADDRESS ="Monticello, Illinois", YEAR ="1998", PAGES ="220-229", ANNOTE ="Date submitted: jun 98; Date accepted: jun 98; MRAO "} @article{MacKayWilsonDavey98, KEY ="", AUTHOR ="D. J. C. MacKay and S. T. Wilson and M. C. Davey", TITLE ="Comparison of Constructions of Irregular {G}allager Codes", journal={IEEE Trans. on Communications}, issn={0018-9332}, YEAR ="1999", PAGES ="1449-1454", volume={47},number={10},month={October}, annote={Both co-authors were supervised research students}, ANNOTE ="Date submitted: jun 98; Date accepted: apr 21 1999; MRAO "} % To appear. Also available from {\tt{http://www.inference.phy.cam.ac.uk/mackay/abstracts/ldpc-irreg.html}}}, @article{Narayan_etal98, AUTHOR ="V. Narayan and R. Abad and B. Lopez and H. K. D. H. Bhadeshia and D. J. C. MacKay", TITLE ="Estimation of Hot Torsion Stress Strain Curves in Iron Alloys Using a Neural Network Analysis", YEAR ="1998", JOURNAL = "ISIJ International", volume={39}, number={10}, pages = {999-1005}, ANNOTE ="Date submitted: Sep 98; Collaborating institutes: Cambridge University Department of Metallurgy and Materials Science"} @article{Yoshitake_etal98, AUTHOR ="S. Yoshitake and V. Narayan and H. Harada and H. K. D. H. Bhadeshia and D. J. C. MacKay", TITLE ="Estimation of the $\gamma$ and $\gamma'$ Lattice Parameters in {N}ickel-base Superalloys Using Neural Network Analysis", YEAR ="1998", JOURNAL = "ISIJ International", VOLUME ="38", number={5}, pages="495-502", ANNOTE ="Date submitted: Sep 97; Collaborating institutes: Cambridge University Department of Metallurgy and Materials Science"} @article{Singh_etal98, AUTHOR ="S. B. Singh and H. K. D. H. Bhadeshia and D. J. C. MacKay and H. Carey and I. Martin", TITLE ={Neural Network Analysis of Steel Plate Processing}, YEAR ="1998", JOURNAL = "Ironmaking and Steelmaking", VOLUME ="25", number={5}, pages="355-365", abstract={The process of rolling is very complicated and the number of parameters which determines the final properties can be very large. It is extremely difficult therefore to develop a physical model for predicting various properties like yield and tensile strengths. In the present work, a neural network technique which can recognise complex relationships was employed to develop a quantitative method for estimating the yeild and tensile strengths as a function of steel composition and rolling parameters. The model was tested extensively to confirm that the predictions are reasonable in the context of metallurgical principles and other data published in the literature. }, url={http://www.msm.cam.ac.uk/phase-trans/abstracts/processing.html}, ANNOTE ="Date submitted: Jan 98; Accepted: July 1998; Collaborating institutes: Cambridge University Department of Metallurgy and Materials Science"} %%% up to here (search ahead for ADD NEW) % 22 Feb 2001, print issue march 2001 @article{PattersonChildsMacKay00, title={Exact sampling from non-attractive distributions using summary states}, author={Andrew M. Childs and Ryan B. Patterson and David J. C. MacKay}, year={2001}, journal={Physical Review E}, volume={63}, annote={036113}, pages={036113}, annote={036113 (5 pages)} } @unpublished{MacKayEncyclopedia98, KEY ="", AUTHOR ="D. J. C. MacKay", TITLE ="Encyclopedia of Sparse Graph Codes", ADDRESS ="", YEAR ="1998", PAGES ="", note={{\verb|http://www.inference.phy.cam.ac.uk/mackay/|}}, ANNOTE ="Date submitted: ; Date accepted: ; MRAO "} @unpublished{MacKay99ENC, KEY ="", AUTHOR ="D. J. C. MacKay", TITLE ="Encyclopedia of Sparse Graph Codes (hypertext archive)", ADDRESS ="", YEAR ="1999", PAGES ="", note={{\verb|http://www.inference.phy.cam.ac.uk/mackay/codes/data.html|}}, ANNOTE ="Date submitted: ; Date accepted: ; MRAO "} @article{Lalam_etal99a, AUTHOR ="S. H. Lalam and H. K. D. H. Bhadeshia and D. J. C. MacKay", TITLE ="Estimation of the Mechanical Properties of Ferritic Steel Welds: Part {II}: Elongation and {C}harpy Toughness", YEAR ="2000", JOURNAL = "Science and Technology of Welding and Joining", VOLUME ="5", number={3}, pages="149-160", ANNOTE ="Date submitted: Dec 99; accepted . Collaborating institutes: Cambridge University Department of Metallurgy and Materials Science."} @article{Lalam_etal99b, AUTHOR ="S. H. Lalam and H. K. D. H. Bhadeshia and D. J. C. MacKay", TITLE ="The {C}harpy Impact Transition Temperature for some Ferritic Steel Welds", YEAR ="2000", JOURNAL = "Australisian Welding Journal", VOLUME ="45", number={}, pages="33-37", ANNOTE ="Date submitted: Dec 99; accepted . Collaborating institutes: Cambridge University Department of Metallurgy and Materials Science."} % Science and Technology of Welding and Joining", @article{Lalam_etal99c, AUTHOR ="S. H. Lalam and H. K. D. H. Bhadeshia and D. J. C. MacKay", TITLE ="{B}ruscato factor in the Temper Embrittlement of Welds", YEAR ="2000", JOURNAL = "Science and Technology of Welding and Joining", VOLUME ="5", number={5}, pages="338-340", ANNOTE ="Date submitted: Dec 99; accepted . Collaborating institutes: Cambridge University Department of Metallurgy and Materials Science."} % mrao number? % de Sa, V.R., & MacKay, D. J. C. (2001). Model fitting as an Aid to Bridge Balancing in Neuronal Recording. {\it Neurocomputing} (special issue devoted to Proceedings of the CNS 2000 meeting) Vol38-40, 1651--1656. @article{deSaMacKay2001, author={de Sa, V. R. and MacKay, D. J. C.}, year={2001}, title={Model fitting as an Aid to Bridge Balancing in Neuronal Recording}, journal={Neurocomputing}, annote={special issue devoted to Proceedings of the CNS 2000 meeting}, volume={38-40}, pages={1651-1656} } @misc{MacKaydeCharmsdeSa1999, year={1999}, title={A Comment on Data Shuffling}, author={David J. C. MacKay and Christopher deCharms and de Sa, Virginia R.}, note={Available from {\tt{http://www.inference.phy.cam.ac.uk/mackay/abstracts/shuffle.html}}} } @misc{MacKayWills2000, year={2000}, title={Time-warp-invariant computation with action potentials: {D}eductions about the {Hopfield--Brody} Mouse}, author={David J. C. MacKay and Sebastian A. Wills}, note={{\tt{http://www.inference.phy.cam.ac.uk/mackay/HBMouse.html}}}, annote={In December 2000, the Inference Group won both parts of Hopfield and Brody's `mouse brain' competition.} } @misc{MacKayWills2003, year={2003}, title={ Simultaneous Multiple Recall with Spiking Neurons}, author={ Sebastian A. Wills and David J. C. MacKay }, note={Submitted to Computational and Systems Neuroscience 2004} } @article{Yescas_etal01, AUTHOR ="M. A. Yescas and H. K. D. H. Bhadeshia and D. J. C. MacKay", TITLE ="Estimation of the amount of retained austenite in austempered ductile irons using neural networks", YEAR ="2001", JOURNAL = "Materials Science and Technology", VOLUME ="A311", pages="162-173", ANNOTE ="Date submitted: 21 Aug 2000; accepted . Collaborating institutes: Cambridge University Department of Metallurgy and Materials Science."} % mrao number? @Article{KMK:03, author = {Kreil, David P. and MacKay, David J. C.}, title = {Reproducibility Assessment of Independent Component Analysis of Expression Ratios from {DNA} Microarrays}, journal = {Comparative and Functional Genomics}, year = 2003, volume = 4, number = {3}, pages = {300-317} } @article{DasherACNR, author={MacKay, David J. C.}, title={Dasher -- an Efficient Keyboard Alternative}, journal={Advances in Clinical Neuroscience and Rehabilitation}, volume={3},number={2},pages={24},month={May/June},year={2003}, url={http://www.acnr.co.uk/contents3-2.htm} } @misc{saidi2002, title={Independent Component Analysis of Microarray Data in the Study of Endometrial Cancer}, author={Saidi, Sam and Cath Holland and Kreil, David P. and Steve Charnock-Jones and Cris Print and MacKay, David J. C. and Smith, Stephen}, year={2002}, note={Submitted to {\em Genes Chromosomes and Cancer}} } % ADD NEW MacKay papers here (search back for 'up to here') % % DJCM marker 1 (another below) @unpublished{MacKay-irreg-its, title={Decoding Times of Irregular {G}allager Codes}, author={D. J. C. MacKay}, note={Unpublished}, year={1998} } @unpublished{MacKay-ra-its, title={Decoding Times of Repeat-Accumulate Codes}, author={D. J. C. MacKay}, note={Unpublished}, year={1998} } @unpublished{MacKay-SGC-AmblesideI, title={Sparse Graph Codes}, author={D. J. C. MacKay}, note={Extended Abstract, Ambleside meeting}, year={1999} } @inproceedings{MacKay-SGC-AmblesideII, title={{G}allager Codes -- Recent Results}, author={D. J. C. MacKay}, booktitle={Coding, Communications and Broadcasting}, annote={Proceedings of International Symposium on Communication Theory and Applications, Ambleside, 1999}, publisher={Research Studies Press}, address={Baldock, Hertfordshire, England}, editor={P. Farrell, M. Darnell and B. Honary}, pages={139-150}, year={2000} } % MacKay Kschischang and Frey % compound codes % Frey and MacKay % shortened turbo codes and irregular turbo codes @inproceedings{FreyMacKay00b, title={Irregular Turbocodes}, author={B. J. Frey and David J. C. MacKay}, year={2000}, booktitle={Proceedings 2000 IEEE International Symposium on Info. Theory}, pages={121}, annote={ISIT 2000} } @inproceedings{DaveyMacKay99a, title={Watermark Codes: Reliable communication over Insertion/Deletion channels.}, author={Matthew C. Davey and David J. C. MacKay}, year={2000}, booktitle={Proceedings 2000 IEEE International Symposium on Info. Theory}, pages={477}, annote={ISIT 2000} } @article{DaveyMacKay99b, title={Reliable communication over channels with insertions, deletions and substitutions.}, author={Matthew C. Davey and David J. C. MacKay}, year={2001}, journal={IEEE Trans. on Info. Theory}, volume={47}, number={2}, pages={687-698}, annote={Submitted 1999} } @inproceedings{RatzerMacKay00, title={Codes for Channels with Insertions, Deletions and Substitutions}, author={Edward A. Ratzer and David J. C. MacKay}, pages={149-156}, booktitle={Proceedings of 2nd International Symposium on Turbo Codes and Related Topics, Brest, France, 2000}, year={2000} } @inproceedings{FreyMacKay00, title={Irregular Turbo-like Codes}, author={B. J. Frey and David J. C. MacKay}, pages={67-72}, booktitle={Proceedings of 2nd International Symposium on Turbo Codes and Related Topics, Brest, France, 2000}, year={2000} } @unpublished{MacKay00RLLT, title={An Alternative to Runlength-limiting Codes: Turn Timing Errors into Substitution Errors}, author={David J. C. MacKay}, year={2000}, abstractURL="http://www.inference.phy.cam.ac.uk/mackay/abstracts/rllt.html", postscriptURL="ftp://www.inference.phy.cam.ac.uk/pub/mackay/rllt.ps.Z", note={Available from {\tt{http://www.inference.phy.cam.ac.uk/mackay/}}} } @inproceedings{MacKay99RLL, title={Almost-certainly Runlength-limiting Codes}, author={David J. C. MacKay}, booktitle={Proceedings of the IMA Cryptography and Coding Conf. 2001}, publisher={Springer}, year={2001}, note={Also available from {\tt www.inference.phy.cam.ac.uk/mackay}} } @InCollection{McElieceMacKay00, AUTHOR ="S. Aji and H. Jin and A. Khandekar and R. J. McEliece and D. J. C. MacKay", title={{BSC} Thresholds for Code Ensembles based on `Typical Pairs' Decoding}, booktitle = {Codes, Systems and Graphical Models}, volume={123}, series = {IMA Volumes in Mathematics and its Applications}, publisher = {Springer}, year = 2000, editor = {B. Marcus and J. Rosenthal}, address = {New York} } @InCollection{MacKayDaveyR3, AUTHOR ="D. J. C. MacKay and M. C. Davey", title={Two Small {G}allager codes}, booktitle = {Codes, Systems and Graphical Models}, volume={123}, series = {IMA Volumes in Mathematics and its Applications}, publisher = {Springer}, year = 2000, editor = {B. Marcus and J. Rosenthal}, address = {New York} } % seagate @InCollection{MacKayHighRate98, KEY ="", AUTHOR ="D. J. C. MacKay and M. C. Davey", TITLE ="Evaluation of {G}allager Codes for Short Block Length and High Rate Applications", booktitle = {Codes, Systems and Graphical Models}, volume={123}, series = {IMA Volumes in Mathematics and its Applications}, publisher = {Springer}, year = 2000, pages={113-130}, editor = {B. Marcus and J. Rosenthal}, address = {New York}, url={http://www.inference.phy.cam.ac.uk/mackay/CodesRegular.html} } % was dasher00 @inproceedings{ward2000, author="D. J. Ward and A. F. Blackwell and D. J. C. MacKay", year="2000", booktitle="Proceedings of {User Interface Software and Technology} 2000", title="Dasher -- {A} Data Entry Interface Using Continuous Gestures and Language Models", pages="129-137", annote={The 13th Annual ACM Symposium on User Interface Software and Technology} } @article{ward2002, author="D. J. Ward and A. F. Blackwell and D. J. C. MacKay", title="Dasher -- {A} Data Entry Interface Using Continuous Gestures and Language Models", year="2002", journal={Human-Computer Interaction}, volume={17}, number={2-3}, pages={} } @article{wardmackay2002, author="D. J. Ward and D. J. C. MacKay", title="Fast Hands-free writing by Gaze Direction", year="2002", journal={Nature}, volume={418}, number={6900}, pages={838}, url={http://www.inference.phy.cam.ac.uk/mackay/abstracts/eyeshortpaper.html} } @unpublished{Dasher00, title={Dasher -- a Data Entry Interface Using Continuous Gestures and Language Models}, author={David J. Ward and Alan F. Blackwell and David J.C. Mackay}, year={2000}, note={submitted to ACM conference} } @unpublished{MacKay00Thresholds, title={On Thresholds of Codes}, author={David J. C. MacKay}, year={2000}, note={{\tt www.inference.phy.cam.ac.uk/mackay/abstracts/theorems.html}} } @unpublished{MacKay00Puncture, title={Punctured and Irregular High-Rate {G}allager Codes}, author={David J. C. MacKay}, year={2000}, note={{\tt www.inference.phy.cam.ac.uk/mackay/abstracts/puncture.html}} } % kji @article{Inskip2001, title={{K-Z} diagrams for {3CR} and {6C} Galaxies in a selection of Different Cosmologies}, author={K. J. Inskip and P. N. Best and M. S. Longair and D. J. C. MacKay}, journal={M.N.R.A.S.}, year={2002}, page =277, volume =329, issue= 2, note={astro-ph/0110054} } @techreport{MYFW2001, author={D. J. C. MacKay and J. S. Yedidia and W. T. Freeman and Y. Weiss}, title={A Conversation about the {B}ethe Free Energy and Sum-Product}, institution={Cambridge University / Mitsubishi}, note={MERL TR-2001-18}, year={2001}, url={http://www.merl.com/reports/TR2001-18/index.html or http://www.inference.phy.cam.ac.uk/mackay/abstracts/bethe.html} } % non-negative @inproceedings{ obd00nonnegative, author = "Downs, O. B. and MacKay, D. J. C. and Lee, D. D. ", title = "The Nonnegative {B}oltzmann Machine", booktitle = "Advances in Neural Information Processing Systems 12.", editor={S.A. Solla and T.K. Leen and K.-R. M\"uller}, publisher={MIT Press}, year = "2000", url = "citeseer.nj.nec.com/downs00nonnegative.html", abstract={ The nonnegative Boltzmann machine (NNBM) is a recurrent neural network model that can describe multimodal nonnegative data. Application of maximum likelihood estimation to this model gives a learning rule that is analogous to the binary Boltzmann machine. We examine the utility of the mean field approximation for the NNBM, and describe how Monte Carlo sampling techniques can be used to learn its parameters. Reflective slice sampling is particularly well-suited for this distribution, and can efficiently be implemented to sample the distribution. We illustrate learning of the NNBM on a translationally invariant distribution, as well as on a generative model for images of human.} } @PhdThesis{MiskinPHD, author = {James W. Miskin}, title = {Ensemble Learning for Independent Component Analysis}, school = {Department of Physics, University of Cambridge}, type={PhD}, year = 2001, url={http://www.inference.phy.cam.ac.uk/jwm1003/} } @InProceedings{miskin1, author = {Miskin, J. W. and MacKay, D. J. C.}, title = {Ensemble Learning for Blind Image Separation and Deconvolution}, booktitle = {Advances in Independent Component Analysis}, editor={M. Girolami}, publisher = {Springer}, year = {2000}, url={http://www.inference.phy.cam.ac.uk/jwm1003/} } @InProceedings{miskin2, author = {Miskin, J. W. and MacKay, D. J. C.}, title = {Application of Ensemble Learning to Infra-Red Imaging}, booktitle = {Proceedings of the Second International Workshop on Independent Component Analysis and Blind Signal Separation}, pages = {399-404}, year = {2000} } % year and editor and ?????????}, @InCollection{miskin3, author = {Miskin, J. W. and MacKay, D. J. C.}, title = {Ensemble Learning for Blind Source Separation}, booktitle={ICA: Principles and Practice}, editor={S.J. Roberts and R.M. Everson}, year={2001}, publisher={Cambridge University Press}, address={Cambridge} } @techreport{mackaymiskin01, title={Latent Variable Models for Gene Expression Data}, author={David J. C. MacKay and James W. Miskin}, institution={University of Cambridge, Department of Physics}, year=2001, url={http://www.inference.phy.cam.ac.uk/mackay/abstracts/icagenes.html} } @article{martogliomiskin, author = {Martoglio, A.-M. and Miskin, J. W. and Smith, S. K. and MacKay, D. J. C.}, title = {A Decomposition Model to Track Gene Expression Signatures: Preview on Observer-independent Classification of Ovarian Cancer}, journal={Bioinformatics}, volume={18}, number={12}, pages={1617-1624}, year = {2002}, annote={Bioinformatics (2002) Dec; 18(12):1617-1624}, url={http://www.obgyn.cam.ac.uk/} } % what is this? @techreport{MacKayDecision2001, author={D. J. C. MacKay}, title={Decision theory -- a simple example}, institution={Cambridge University}, year={2001}, annote={Aug 6 2001}, note={http://www.inference.phy.cam.ac.uk/mackay/Decision.html }, url={http://www.inference.phy.cam.ac.uk/mackay/Decision.html } } @article{SkillingMacKay2002, title={Slice Sampling -- a Binary Implementation}, author={John Skilling and MacKay, David J. C.}, year={2003}, Volume={31},number={3}, pages={753-755}, month={June}, url={http://www.inference.phy.cam.ac.uk/mackay/abstracts/slice.html}, journal={Annals of Statistics}, note={Discussion of {\em Slice Sampling\/} by Radford M.~Neal } } @unpublished{Bloj2001, author="Roger F. Sewell and David J. C. MacKay and Iain McLean", year=2002, title={A maximum entropy approach to fair elections}, url={http://www.cambridgeconsultants.com/PDFs/RFSpdf.pdf or http://www.inference.phy.cam.ac.uk/mackay/RFSpdf.pdf}, note={Submitted to {\em Politics, Philosophy, and Economics}, Dec 2002} } @inproceedings{ChristelleEtAl2002, author={Christelle Royer Crotaz and Hugh Shercliffe and David J. C. MacKay}, conference={ICAA8}, booktitle={Materials Science Forum. volumes 396-402, Aluminium alloys, their Physical and Mechanical Properties, proceedings of the 8th international conference ICAA8, Cambridge, UK, July 2-5 2002}, publisher={Trans Tech Publications}, editor={P.J. Gregson and S.J. Harris}, title={Advanced Statistical Modelling of Processing of Aluminium Alloys}, pages={643-648}, year={2002} } @techreport{MacKayEuro2002, author={David J. C. MacKay}, title={Belgian euro coins: 140 heads in 250 tosses -- suspicious?}, institution={University of Cambridge, Department of Physics}, note={Available online from http://www.inference.phy.cam.ac.uk/mackay/abstracts/euro.html}, url={http://www.inference.phy.cam.ac.uk/mackay/abstracts/euro.html}, year={2002} } % UNPUBLISHED journal = "IEEE Trans. Communications", @inproceedings{HeskethMacKay97, KEY ="", AUTHOR ="D. J. C. MacKay and C. P. Hesketh", TITLE ="Performance of Low Density Parity Check Codes as a Function of Actual and Assumed Noise Levels", YEAR =2003, booktitle={Proceedings of MFCSIT2002, Galway}, volume = {}, number = {}, url={{\tt http://www.inference.phy.cam.ac.uk/mackay/abstracts/sensit.html}}, PAGES ="", ANNOTE ="Collaborating institutes: none"} @inproceedings{MacKayPostol2002, author={David J. C. MacKay and M. J. Postol}, title={Weaknesses of {M}argulis and {R}amanujan--{M}argulis Low-Density Parity-Check Codes}, booktitle={Proceedings of MFCSIT2002, Galway}, volume={74}, series={Electronic Notes in Theoretical Computer Science}, publisher={Elsevier}, url={http://www.inference.phy.cam.ac.uk/mackay/abstracts/margulis.html}, year={2003} } @misc{mackaymitchisonmcfadden2003, year={2003}, note={Submitted to {\em IEEE Trans. on Info. Theory\/} May 8, 2003}, howpublished = {quant-ph/0304161}, annote={First published: Thu, 24 Apr 2003 21:20:34 GMT, Submitted to {\em IEEE Trans. on Info. Theory\/} May 8, 2003.}, title={Sparse-Graph Codes for Quantum Error-Correction}, author={David J. C. MacKay and Graeme Mitchison and Paul L. McFadden}, abstract={ We present sparse graph codes appropriate for use in quantum error-correction. Quantum error-correcting codes based on sparse graphs are of interest for three reasons. First, the best codes currently known for classical channels are based on sparse graphs. Second, sparse graph codes keep the number of quantum interactions associated with the quantum error correction process small: a constant number per quantum bit, independent of the blocklength. Third, sparse graph codes often offer great flexibility with respect to blocklength and rate. We believe some of the codes we present are unsurpassed by previously published quantum error-correcting codes. } } @misc{mackaymitchisonmcfadden2003Long, year={2003}, howpublished = {quant-ph/0304161}, annote={First published: Thu, 24 Apr 2003 21:20:34 GMT, Submitted to {\em IEEE Trans. on Info. Theory\/} May 8, 2003.}, title={Sparse-Graph Codes for Quantum Error-Correction}, author={David J. C. MacKay and Graeme Mitchison and Paul L. McFadden}, abstract={ We present sparse graph codes appropriate for use in quantum error-correction. Quantum error-correcting codes based on sparse graphs are of interest for three reasons. First, the best codes currently known for classical channels are based on sparse graphs. Second, sparse graph codes keep the number of quantum interactions associated with the quantum error correction process small: a constant number per quantum bit, independent of the blocklength. Third, sparse graph codes often offer great flexibility with respect to blocklength and rate. We believe some of the codes we present are unsurpassed by previously published quantum error-correcting codes. } } % ed's paris conference @inproceedings{RatzerMacKay2003, title={Sparse Low-Density Parity-Check Codes for Channels with Cross-Talk}, author={Edward A. Ratzer and David J. C. MacKay}, year={2003}, booktitle={Proceedings of 2003 IEEE Info. Theory Workshop, Paris}, annote={Paper 0164 on http://itw2003.enst.fr/program.html} } % need to add from here on to my publications @misc{MacKayRectangles2003, title={Simple Proofs of a Rectangle Tiling Theorem}, author={David J. C. MacKay}, year={2003}, note={{\tt{http://www.inference.phy.cam.ac.uk/mackay/abstracts/rectangles.html}}} } @inproceedings{GarrettDasher2003, title={Implementation of {Dasher}, an Information-Efficient Input Mechanism}, author={Matthew Garrett and David Ward and Iain Murray and Phil Cowans and David J.C. MacKay}, year={2003}, booktitle={Proceedings of GUADEC 2003}, annote={Paper 0164 on http://itw2003.enst.fr/program.html} }