| 000 | 00000cam u2200205 a 4500 | |
| 001 | 000000921516 | |
| 005 | 20240229163123 | |
| 008 | 961204s1995 maua b 001 0 eng d | |
| 020 | ▼a 0262201046 | |
| 040 | ▼a 244002 ▼c 244002 ▼d 244002 ▼d 211009 | |
| 049 | 0 | ▼l 151031981 ▼v 7 |
| 082 | 0 4 | ▼a 006.3 ▼2 20 |
| 090 | ▼a 006.3 ▼b A244 ▼c 7 | |
| 245 | 0 0 | ▼a Advances in neural information processing systems. ▼n 7 : ▼b proceedings of 1994 conference / ▼c edited by Gerald Tesauro, David Touretzky S. and Todd K. Leen. |
| 260 | ▼a Cambridge : ▼b MIT Press, ▼c c1995. | |
| 300 | ▼a xxi, 1143 p. : ▼b ill. ; ▼c 27 cm. | |
| 504 | ▼a Includes bibliographical references and index. | |
| 700 | 1 | ▼a Tesauro, Gerald. |
| 700 | 1 | ▼a Touretzky, David S. |
| 700 | 1 | ▼a Leen, Todd K. |
소장정보
| No. | 소장처 | 청구기호 | 등록번호 | 도서상태 | 반납예정일 | 예약 | 서비스 |
|---|---|---|---|---|---|---|---|
| No. 1 | 소장처 세종학술정보원/과학기술실(5층)/ | 청구기호 006.3 A244 7 | 등록번호 151031981 | 도서상태 대출불가(자료실) | 반납예정일 | 예약 | 서비스 |
| No. 2 | 소장처 세종학술정보원/과학기술실(5층)/ | 청구기호 006.3 A244 7 | 등록번호 151365009 | 도서상태 대출불가(자료실) | 반납예정일 | 예약 | 서비스 |
컨텐츠정보
책소개
November 28-December 1, 1994, Denver, Colorado
NIPS is the longest running annual meeting devoted to Neural Information Processing Systems. Drawing on such disparate domains as neuroscience, cognitive science, computer science, statistics, mathematics, engineering, and theoretical physics, the papers collected in the proceedings of NIPS7 reflect the enduring scientific and practical merit of a broad-based, inclusive approach to neural information processing. The primary focus remains the study of a wide variety of learning algorithms and architectures, for both supervised and unsupervised learning. The 139 contributions are divided into eight parts: Cognitive Science, Neuroscience, Learning Theory, Algorithms and Architectures, Implementations, Speech and Signal Processing, Visual Processing, and Applications.
Topics of special interest include the analysis of recurrent nets, connections to HMMs and the EM procedure, and reinforcement- learning algorithms and the relation to dynamic programming. On the theoretical front, progress is reported in the theory of generalization, regularization, combining multiple models, and active learning. Neuroscientific studies range from the large-scale systems such as visual cortex to single-cell electrotonic structure, and work in cognitive scientific is closely tied to underlying neural constraints. There are also many novel applications such as tokamak plasma control, Glove-Talk, and hand tracking, and a variety of hardware implementations, with particular focus on analog VLSI.
정보제공 :
목차
CONTENTS Preface = xvii Contributors = xix PART Ⅰ COGNITIVE SCIENCE DIRECTION SELECTIVITY IN PRIMARY VISUAL CORTEX USING MASSIVE INTRACORTICAL CONNECTIONS / Humbert Suarez ; Christof Koch ; Rodney Douglas = 3 ON THE COMPUTATIONAL UTILITY OF CONSCIOUSNESS / Donald Mathis ; Michael C. Mozer = 11 CATASTROPHIC INTERFERENCE IN HUMAN MOTOR LEARNING / Tom Brashers-Krug ; Reza Shadmehr ; Emanuel Todorov = 19 GRAMMAR LEARNING BY A SELF-ORGANIZING NETWORK / Michiro Negishi = 27 PATTERNS OF DAMAGE IN NEURAL NETWORKS : THE EFFECTS OF LESION AREA, SHAPE AND NUMBER / Eytan Ruppin ; James A. Reggia = 35 FORWARD DYNAMIC MODELS I HUMAN MOTOR CONTROL : PSYCHOPHYSICAL EVIDENCE / Daniel M. Wolpert ; Zoubin Ghahramani ; Michael I. Jordan = 43 A SOLVABLE CONNECTIONIST MODEL OF IMMEDIATE RECALL OF ORDERED LISTS / Neil Burgess = 51 PART Ⅱ NEUROSCIENCE A MODEL FOR CHEMOSENSORY RECEPTION / Rainer Malaka ; Thomas Ragg ; Martin Hammer = 61 THE ELECTRONIC TRANSFORMATION : A TOOL FOR RELATING NEURONAL FORM TO FUNCTION / Nicholas Carnevale ; Kenneth Y. Tsai ; Brenda J. Claiborne ; Thomas H. Brown = 69 A MODEL OF THE HIPPOCAMPUS COMBINING SELF-ORGANIZATION AND ASSOCIATIVE MEMORY FUNCTION / Michael E. Hasselmo ; Eric Schnell, Joshua Berke ; Edi Barkai = 77 MODEL OF BIOLOGICAL NEURON AS A TEMPORAL NEURAL NETWORK / Sean D. Murphy ; Edward W. Kairiss = 85 A CRITICAL COMPARISON OF MODELS FOR ORIENTATION AND OCULAR DOMINANCE COLUMNS IN THE STRIATE CORTEX / E. Erwin ; K. Obermayer ; K. Schulten = 93 A NOVEL REINFORCEMENT MODEL OF BIRDSONG VOCALIZATION LEARNING / Kenji Doya ; Terrence J. Sejnowski = 101 OCULAR DOMINANCE AND PATTERNED LATERAL CONNECTIONS IN A SELF-ORGANIZING MODEL OF THE PRIMARY VISUAL CORTEX / Joseph Sirosh ; Risto Miikkulainen = 109 ANATOMICAL ORIGIN AND COMPUTATIONAL ROLE OF DIVERSITY IN THE RESPONSE PROPERTIES OF CORTICAL NEURONS / Kalanit Grill Spector ; Shimon Edelman ; Rafael Malach = 117 REINFORCEMENT LEARNING PREDICTS THE SITE OF PLASTICITY FOR AUDITORY REMAPPING IN THE BARN OWL / Alexandre Pouget ; Cedric Deffayet ; Terrence J. Sejnowski = 125 MORPHOGENESIS OF THE LATERAL GENICULATE NUCLEUS : HOW SINGULARITIES AFFECT GLOBAL STRUCTURE / Svilen Tzonev ; Klaus Schulten ; Joseph G. Malpeli = 133 A COMPUTATIONAL MODEL OF PREFRONTAL CORTEX FUNCTION / Todd S. Braver ; Jonathan D. Cohen ; David Servan-Schreiber = 141 A NEURAL MODEL OF DELUSIONS AND HALLUCINATIONS IN CHIZOPHRENIA / Eytan Ruppin ; James A. Reggia ; David Horn = 149 SPATIAL REPRESENTATIONS IN THE PARIETAL CORTEX MAY USE BASIS FUNCTIONS / Alexandre Pouget ; Terrence J. Sejnowski = 157 GROUPING COMPONENTS OF THREE-DIMENSIONAL MOVING OBJECTS IN AREA MST OF VISUAL CORTEX / Richard S. Zemel ; Terrence J. Sejnowski = 165 A MODEL OF THE NEURAL BASIS OF THE RAT'S SENSE OF DIRECTION / William Skaggs ; James J. Knierim ; Hemant S. Kudrimoti ; Bruce L. McNaughton = 173 PART Ⅲ LEARNING THEORY AND DYNAMICS ON THE COMPUTATIONAL COMPLEXITY OF NETWORKS OF SPIKING NEURONS / Wolfgang Maass = 183 Hrg Kindermann = 443 USING A SALIENCY MAP FOR ACTIVE SPATIAL SELECTIVE ATTENTION : IMPLEMENTATION & INITIAL RESULTS / Shumeet Baluja ; Dean A. Pomerleau = 451 MULTIDEMENSIONAL SCALING AND DATA CLUSTERING / Thomas Hofmann, Joachim Buhmann = 459 A NON-LINEAR INFORMATION MAXIMISATION ALGORITHM THAT PERFORMS BLIND SEPARATION / Anthony J. Bell ; Terrence J. Sejnowski = 467 PLASTICITY-MEDIATED COMPETITIVE LEARNING / Nicol Schraudolph ; Terrence J. Sejnowski = 475 PHASE-SPACE LEARNING / Fu-Sheng Tsung ; Garrison W. Cottrell = 481 LEARNING LOCAL ERROR BARS FOR NONLINERAR REGRESSION / David A. Nix ; Andreas S. Weigend = 489 DYNAMIC CELL STRUCTURES / J o ·· rg Brushke ; Gerald Sommer = 497 EXTRACTING RULES FROM ARTIFICIAL NEURAL NETWORKS WITH DISTRIBUTED REPRESENTATIONS / Sebastian Thrun = 505 CAPACITY AND INFORMATION EFFICIENCY OF A BRAIN-LIKE ASSOCIATIVE NET / Bruce Graham ; David Willshaw = 513 BOOSTING THE PERFORMANCE OF RBF NETWORKS WITH DYNAMIC DECAY ADJUSTMENT / Michael R. Berthold ; Jay Diamond = 521 SIMPLIFYING NEURAL NETS BY DISCOVERING FLAT MINIMA / Sepp Hochreiter ; J u ·· rgen Schmidhuber = 529 LEARNING WITH PRODUCT UNITS / Laurens Leerink ; C. Lee Giles, Bill G. Horne ; Marwan A. Jabri = 537 DETERMINISTIC ANNEALING VARIANT OF THE EM ALGORITHM / Nanori Ueda ; Ryohei Nakano = 545 DIFFUSION OF CREDIT IN MARKOVIAN MODELS / Yoshua Bengio ; Paolo Frasconi = 553 FACTORIAL LEARNING BY CLUSTERING FEATURES / Joshua B. Tenenbaum ; Emmanuel V. Todorov = 561 INTERIOR POINT IMPLEMENTATIONS OF ALTERNATING MINIMIZATION TRAINING / Michael Lemmon ; Peter T. Szymanski = 569 SARDNET : A SELF-ORGANIZING FEATURE MAP FOR SEQUENCES / Daniel L. James ; Risto Miikkulainen = 577 CONVERGENCE PROPERTIES OF THE K-MEANS ALGORITHMS / e' on Bottou ; Yoshua Bengio = 585 ACTIVE LEARNING FOR FUNCTION APPROXIMATION / Kah Kay Sung ; Partha Niyogi = 593 ANALYSIS OF UNSTANDARDIZED CONTRIBUTIONS IN CROSS CONNECTED NETWORKS / Thomas R. Shultz ; Yuriko Oshima-Takane ; Yoshio Takane = 601 TEMPLATE-BASED ALGORITHMS FOR CONNECTIONIST RULE EXTRACTION / Jay A. Alexander ; Michael C. Mozer = 609 FACTORIAL LEARNING AND THE EM ALGORITHM / Zoubin Ghahramani = 617 A GROWING NEURAL GAS NETWORK LEARNS TOPOLOGIES / Bernd Fritzke = 625 AN ALTERNATIVE MODEL FOR MIXTURES OF EXPERTS / Lei Xu ; Michael I. Jordan ; Geoffrey E. Hinton = 633 ESTIMATING CONDITIONAL PROBABILITY DENSITIES FOR PERIODIC VARIABLES / Chris M. Bishop ; Claire Legleye = 641 EFFECTS OF NOISE ON CONVERGENCE AND GENERALIZATION IN RECURRENT NETWORKS / Kam Jim ; Bill G. Horne ; C. Lee Giles = 649 LEARNING MANY RELATED TASKS AT THE SAME TIME WITH BACKPROPAGATION / Rich Caruana = 657 A RAPID GRAPH-BASED METHOD FOR ARBITRARY TRANSFORMATION-INVARIANT PATTERN CLASSIFICATION / Alessandro Sperduti ; David G. Stork = 665 RECURRENT NETWORKS : SECOND ORDER PROPERTIES AND PRUNING / Morten With Pedersen ; Lars Kai Hansen = 673 CLASSIFYING WITH GAUSSIAN MIXTURES AND CLUSTERS / Nanda Kambhatla ; Todd K. Leen = 681 EFFICIENT METHODS FOR DEALING WITH MISSING DATA IN SUPER VISED LEARNING / Volker Tresp ; Ralph Neuneier ; Subutai Ahmad = 689 AN EXPERIMENTAL COMPARISON OF RECURRENT NEURAL NETWORKS / Bill G. Horne ; C. Lee Giles = 697 ACTIVE LEARNING WITH STATISTICAL MODELS / David Cohn, Zoubin Ghahramani ; Michael I. Jordon = 705 LEARNING WITH PREKNOWLEDGE : CLUSTERING WITH POINT AND GRAPH MATCHING DISTANCE MEASURES / Steven Gold ; Anand Rangarajan ; Eric Mjolsness = 713 DIRECT MULTI-STEP TIME SERIES PREDICTION USING TD( λ ) / Peter Kazlas ; Andreas S. Weigend = 721 PART Ⅵ IMPLEMENTATIONS ICEG MORPHOLOGY CLASSIFICATION USING AN ANALOGUE VLSI NEURAL NETWORK / Richard Coggins ; Marwan Jabri ; Barry Flower ; Stephen Pickard = 731 A SILICON AXON / Bradley A. Minch, Paul Hasler, Chris Diorio, Carver Mead = 739 THE NI1000 : HIGH SPEED PARALLEL VLSI FOR IMPLEMENTING MULTILAYER PERCEPTRONS / Michael P. Perrone ; Leon N. Cooper = 747 A REAL TIME CLUSTERING CMOS NEURAL ENGINE / T. Serrano-gotarredona ; B. Linares-Barranco ; J. L. Huertas = 755 PULSESTREAM SYNAPSES WITH NON-VOLATILE ANALOGUE AMORPHOUS-SILICON MEMORIES / A. J. Holmes ; A. F. Murray ; S. Churcher ; J. Hajto ; M. J. Rose = 763 A LAGRANGIANF ORMULATION FOR OPTICAL BACKPROPAGATION TRAINING INKERR-TYPE OPTICAL NETWORKS / James E. Steck ; Steven R. Skinner ; Alvaro A. Cruz-Cabrara ; Elizabeth C. Behrman = 771 A CHARGE-BASED CMOS PARALLEL ANALOG VECTOR QUANTIZER / Gert Cauwenberghs ; Volnei Pedroni = 779 AN AUDITORY LOCALIZATION AND COORDINATE TRANSFORM CHIP / Timothy Horiuchi = 787 AN ANALOG NEURAL NETWORK INSPIRED BY FRACTAL BLOCK CODING / Fernando Pineda ; Andreas G. Andreou = 795 A STUDY OF PARALLEL PERTURBATIVE GRADIENT DESCENT / D. Lippe ; J. Alspector = 803 IMPLEMENTATION OF NEURAL HARDWARE WITH THE NEURAL VLSI OF URAN IN APPLICATIONS WITH REDUCED REPRESENTATIONS / Il-Song Han ; Hwang-Soo Lee ; Ki-Chul Kim = 811 SINGLE TRANSISTOR LEARNING SYNAPSES / Paul Hasler, Chris Diorio, Bradley A. Minch Carver Mead = 817 PART Ⅶ SPEECH AND SIGNAL PROCESSING PATTERN PLAYBACK IN THE '90S / Malcolm Slaney(Invited Paper) = 827 NON-LINEAR PREDICTION OF ACOUSTIC VECTORS USING HIERARCHICAL MIXTURES OF EXPERTS / S. R. Waterhouse ; A. J. Robinson = 835 GLOVE-TALKⅡ : MAPPING HAND GESTURES TO SPEECH USING NEURAL NETWORKS / S. Sidney Fels, Geoffrey Hinton = 843 VISUAL SPEECH RECOGNITION WITH STOCHASTIC NETWORKS / Javier Movellan = 851 HIERARCHICAL MIXTURES OF EXPERTS METHODOLOGY APPLIED TO CONTINUOUS SPEECH RECOGNITION / Ying Zhao ; Richard Schwartz ; Jason Sroka ; John Makhoul = 859 CONNECTIONIST SPEAKER NORMALIZATION WITH GENERALIZED RESOURCE ALLOCATING NETWORKS / Cesare Furlanello ; Diego Giuliani ; Edmondo Trentin = 867 USING VOICE TRANSFORMATIONS TO CREATE ADDITIONAL TRAINING TALKERS FOR WORD SPOTTING / Eric I. Chang ; Richard P. Lippmann = 875 A COMPARISON OF DISCRETE-TIME OPERATOR MODELS FOR NONLINEAR SYSTEM IDENTIFICATION / Andrew D. Back ; Ah Chung Tsoi = 883 PART Ⅷ VISUAL PROCESSING LEARNING SACCADIC EYE MOVEMENTS USING MULTISCALE SPATIAL FILTERS / Rajesh P. N. Rao ; Dana H. Ballard = 893 A CONVOLUTIONAL NEURAL NETWORK HAND TRACKER / Steven J. Nowlan ; John C. Platt = 901 CORRELATION AND INTERPOLATION NETWORKS FOR REAL-TIME EXPRESSION ANALYSIS/SYNTHESIS / Trevor Darrell ; Irfan Essa, Alex Pentland = 909 LEARNING DIRECTION IN GLOBAL MOTION : TWO CLASSES OF PSYCHOPHYSICALLY-MOTIVATED MODELS / V. Sundareswaran ; Lucia M. Vaina = 917 ASSOCIATIVE DECORRELATION DYNAMICS : A THEORY OF SELF-ORGANIZATION AND OPTIMIZATION IN FEEDBACK NETWORKS / Dawei W. Dong = 925 JPMAX : LEARNING TO RECOGNIZE MOVING OBJECTS AS A MODEL-FITTING PROBLEM / Suzanna Becker = 933 PCA-PYRAMIDS FOR IMAGE COMPRESSION / Horst Bischof, Kurt Hornik = 941 UNSUPERVISED CLASSIFICATION OF 3D OBJECTS FROM 2D VIEWS / Satoshi Suzuki ; Hiroshi Ando = 949 NEW ALGORITHMS FOR 2D AND 3D POINT MATCHING : POSE ESTIMATION AND CORRESPONDENCE / Steven Gold ; Chien Ping Lu ; Anand Rangarajan ; Suguna Pappu, Eric Mjolsness = 957 USING A NEURAL NET TO INSTANTIATE A DEFORMABLE MODEL / Christopher K. I. Williams ; Michael D. Revow ; Geoffrey E. Hinton = 965 NONLINEAR IMAGE INTERPOLATION USING MANIFOLD LEARNING / Christoph Bregler, Stephen M. Omohundro = 973 COARSE-TO-FINE IMAGE SEARCH USING NEURAL NETWORKS / Clay D. Spence ; John C. Pearson ; Jim Bergen = 981 PART Ⅸ APPLICATIONS TRANSFORMATION INVARIANT AUTOASSOCIATION WITH APPLICATION TO HANDWRITTEN CHARACTER RECOGNITION / Holger Schwenk ; Maurice Milgram = 991 LEARNING PROTOTYPE MODELS FOR TANGENT DISTANCE / Trevor Hastie ; Patrice Simard ; Eduard S o ·· ckinger = 999 REAL-TIME CONTOL OF TOKAMAK PLASMA USING NEURAL NETWORKS / Chris M. Bishop ; Paul S. Haynes ; Mike E. U. Smith ; Tom N. Todd ; David L. Trotman ; Colin G. Windsor = 1007 RECOGNIZING HANDWRITTEN DIGITS USING MIXTURES OF LINEAR MODELS / Geoffrey E. Hinton ; Michael Revow ; Peter Dayan = 1015 OPTIMAL MOVEMENT PRIMITIVES / Terence Sanger = 1023 AN INTEGRATED ARCHITECTURE OF ADAPTIVE NEURAL NETWORK CONTROL FOR DYNAMIC SYSTEMS / Liu Ke ; Robert L. Tokar ; Brian D. McVey = 1031 A CONNECTIONIST TECHNIQUE FOR ACCELERATED TEXTUAL INPUT : LETTING A NETWORK DO THE TYPING / Dean Pomerleau = 1039 PREDICTIVE CODING WITH NEURAL NETS : APPLICATION TO TEXT COMPRESSION / J o ·· rgen Schmidhuber ; Stefan Heil = 1047 PREDICTING THE RISK OF COMPLICATIONS IN CORONARY ARTERY BYPASS OPERATIONS USING NEURAL NETWORKS / Richard P. Lippmann ; Linda Kukolich ; David Shahian = 1055 COMPARING THE PREDICTION ACCURACY OF ARTIFICIAL NEURAL NETWORKS AND OTHER STATISTICAL MODELS FOR BREAST CANCER SURVIVAL / Harry B. Burke ; David B. Rosen ; Philip H. Goodman = 1063 LEARNING TO PLAY THE GAME OF CHESS / Sebastian Thrun = 1069 A MIXTURE MODEL SYSTEM FOR MEDICAL AND MACHINE DIAGNOSIS / Magnus Stensmo ; Terrence J. Sejnowski = 1077 INFERRING GROUND TRUTH FROM SUBJECTIVE LABELLING OF VENUS IMAGES / Padhraic Smyth ; Usama Fayyad ; Michael Burl, Pietro Perona ; Pierre Baldi = 1085 THE USE OF DYNAMIC WRITING INFORMATION IN A CONNECTIONIST ON-LINE CURSIVE HANDWRITING RECOGNITION SYSTEM / Stefan Manke ; Michael Finke ; Alex Waibel = 1093 ADAPTIVE ELASTIC INPUT FIELD FOR RECOGNITION IMPROVEMENT / Minoru Asogawa = 1101 PAIRWISE NEURAL NETWORK CLASSIFIERS WITH PROBABILISTIC OUTPUTS / David Price ; Stefan Knerr ; L e' on Personnaz ; G e' rard Dreyfus = 1109 INTERFERENCE IN LEARNING INTERNAL MODELS OF INVERSE DYNAMICS IN HUMANS / Reza Shadmehr ; Tom Brashers-Krug ; Ferdinando Mussa-Ivaldi = 1117 COMPUTATIONAL STRUCTURE OF COORDINATE TRANSFORMATIONS : A GENERALIZATION STUDY / Zoubin Ghahramani ; Daniel M. Wolpert ; Michael I. Jordan = 1125 Author Index = 1133 Keyword Index = 1137