Amir Dembo
Marjorie Mhoon Fair Professor of Quantitative Science, Professor of Statistics and, by courtesy, of Electrical Engineering
Mathematics
Academic Appointments
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Professor, Mathematics
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Professor, Statistics
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Professor (By courtesy), Electrical Engineering
2024-25 Courses
- Discrete Probabilistic Methods
MATH 159 (Win) - Theory of Probability II
MATH 230B, STATS 310B (Win) -
Independent Studies (3)
- Advanced Reading and Research
MATH 360 (Aut, Win, Spr, Sum) - Industrial Research for Statisticians
STATS 398 (Aut, Win, Spr, Sum) - Research
STATS 399 (Aut, Win, Spr, Sum)
- Advanced Reading and Research
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Prior Year Courses
2023-24 Courses
- Theory of Probability III
MATH 230C, STATS 310C (Spr) - Topics in Probability
MATH 232 (Spr)
2022-23 Courses
- Integral Calculus of Several Variables
MATH 52 (Win) - Theory of Probability II
MATH 230B, STATS 310B (Win)
2021-22 Courses
- Theory of Probability III
MATH 230C, STATS 310C (Spr) - Topics in Probability: Percolation Theory
MATH 232 (Spr)
- Theory of Probability III
Stanford Advisees
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Doctoral Dissertation Reader (AC)
Michael Howes, Ran Xie -
Postdoctoral Faculty Sponsor
Dor Elboim, Theo McKenzie, Eric Thoma, Oren Yakir -
Doctoral Dissertation Advisor (AC)
Jiyun Park, Christian Serio -
Doctoral Dissertation Co-Advisor (AC)
Zhenyuan Zhang -
Doctoral (Program)
Chen Cheng, Apratim Dey, Annette Jing
All Publications
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Limit law for the cover time of a random walk on a binary tree
ANNALES DE L INSTITUT HENRI POINCARE-PROBABILITES ET STATISTIQUES
2021; 57 (2): 830-855
View details for DOI 10.1214/20-AIHP1098
View details for Web of Science ID 000677592900011
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Upper tail for homomorphism counts in constrained sparse random graphs
RANDOM STRUCTURES & ALGORITHMS
2021
View details for DOI 10.1002/rsa.21011
View details for Web of Science ID 000636657600001
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Diffusions interacting through a random matrix: universality via stochastic Taylor expansion
PROBABILITY THEORY AND RELATED FIELDS
2021
View details for DOI 10.1007/s00440-021-01027-7
View details for Web of Science ID 000614685700001
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Averaging Principle and Shape Theorem for a Growth Model with Memory
COMMUNICATIONS ON PURE AND APPLIED MATHEMATICS
2020
View details for DOI 10.1002/cpa.21965
View details for Web of Science ID 000593662200001
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Exponential Concentration for Zeroes of Stationary Gaussian Processes
INTERNATIONAL MATHEMATICS RESEARCH NOTICES
2020; 2020 (23): 9769–96
View details for DOI 10.1093/imrn/rny277
View details for Web of Science ID 000605099500023
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Large deviations of subgraph counts for sparse Erdos-Renyi graphs
ADVANCES IN MATHEMATICS
2020; 373
View details for DOI 10.1016/j.aim.2020.107289
View details for Web of Science ID 000566696200002
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Dynamics for Spherical Spin Glasses: Disorder Dependent Initial Conditions
JOURNAL OF STATISTICAL PHYSICS
2020
View details for DOI 10.1007/s10955-020-02587-z
View details for Web of Science ID 000547611000001
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Random walks among time increasing conductances: heat kernel estimates
PROBABILITY THEORY AND RELATED FIELDS
2019; 175 (1-2): 397–445
View details for DOI 10.1007/s00440-018-0894-1
View details for Web of Science ID 000487281600009
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Criticality of a Randomly-Driven Front
ARCHIVE FOR RATIONAL MECHANICS AND ANALYSIS
2019; 233 (2): 643–99
View details for DOI 10.1007/s00205-019-01365-w
View details for Web of Science ID 000468141100003
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The infinite Atlas process: Convergence to equilibrium
ANNALES DE L INSTITUT HENRI POINCARE-PROBABILITES ET STATISTIQUES
2019; 55 (2): 607–19
View details for DOI 10.1214/17-AIHP875
View details for Web of Science ID 000467793600001
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COMPONENT SIZES FOR LARGE QUANTUM ERDOS-RENYI GRAPH NEAR CRITICALITY
ANNALS OF PROBABILITY
2019; 47 (2): 1185–1219
View details for DOI 10.1214/17-AOP1209
View details for Web of Science ID 000459681900016
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Cut-off for lamplighter chains on tori: dimension interpolation and Phase transition
PROBABILITY THEORY AND RELATED FIELDS
2019; 173 (1-2): 605–50
View details for DOI 10.1007/s00440-018-0883-4
View details for Web of Science ID 000459396500013
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LARGE DEVIATIONS THEORY FOR MARKOV JUMP MODELS OF CHEMICAL REACTION NETWORKS
ANNALS OF APPLIED PROBABILITY
2018; 28 (3): 1821–55
View details for DOI 10.1214/17-AAP1344
View details for Web of Science ID 000434140900014
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Cutoff for lamplighter chains on fractals
ELECTRONIC JOURNAL OF PROBABILITY
2018; 23
View details for DOI 10.1214/18-EJP196
View details for Web of Science ID 000440236100011
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A large deviation principle for the Erdos-Renyi uniform random graph
ELECTRONIC COMMUNICATIONS IN PROBABILITY
2018; 23
View details for DOI 10.1214/18-ECP181
View details for Web of Science ID 000448216500002
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EQUILIBRIUM FLUCTUATION OF THE ATLAS MODEL
ANNALS OF PROBABILITY
2017; 45 (6B): 4529–60
View details for DOI 10.1214/16-AOP1171
View details for Web of Science ID 000419140000009
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EXTREMAL CUTS OF SPARSE RANDOM GRAPHS
ANNALS OF PROBABILITY
2017; 45 (2): 1190-1217
View details for DOI 10.1214/15-AOP1084
View details for Web of Science ID 000398966500013
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FERROMAGNETIC ISING MEASURES ON LARGE LOCALLY TREE-LIKE GRAPHS
ANNALS OF PROBABILITY
2017; 45 (2): 780-823
View details for DOI 10.1214/15-AOP1075
View details for Web of Science ID 000398966500004
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Nonlinear large deviations
ADVANCES IN MATHEMATICS
2016; 299: 396-450
View details for DOI 10.1016/j.aim.2016.05.017
View details for Web of Science ID 000380294900013
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Large Deviations for Diffusions Interacting Through Their Ranks
COMMUNICATIONS ON PURE AND APPLIED MATHEMATICS
2016; 69 (7): 1259-1313
View details for DOI 10.1002/cpa.21640
View details for Web of Science ID 000379917800002
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Weakly Asymmetric Non-Simple Exclusion Process and the Kardar-Parisi-Zhang Equation
COMMUNICATIONS IN MATHEMATICAL PHYSICS
2016; 341 (1): 219-261
View details for DOI 10.1007/s00220-015-2527-1
View details for Web of Science ID 000367917400006
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Matrix Optimization Under Random External Fields
JOURNAL OF STATISTICAL PHYSICS
2015; 159 (6): 1306-1326
View details for DOI 10.1007/s10955-015-1228-7
View details for Web of Science ID 000355218600004
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NO ZERO-CROSSINGS FOR RANDOM POLYNOMIALS AND THE HEAT EQUATION
ANNALS OF PROBABILITY
2015; 43 (1): 85-118
View details for DOI 10.1214/13-AOP852
View details for Web of Science ID 000346325600003
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Monotone interaction of walk and graph: recurrence versus transience
ELECTRONIC COMMUNICATIONS IN PROBABILITY
2014; 19: 1-12
View details for DOI 10.1214/ECP.v19-3607
View details for Web of Science ID 000346629500001
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Walking within growing domains: recurrence versus transience
ELECTRONIC JOURNAL OF PROBABILITY
2014; 19: 1-20
View details for DOI 10.1214/EJP.v19-3272
View details for Web of Science ID 000350158900001
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The Replica Symmetric Solution for Potts Models on d-Regular Graphs
COMMUNICATIONS IN MATHEMATICAL PHYSICS
2014; 327 (2): 551-575
View details for DOI 10.1007/s00220-014-1956-6
View details for Web of Science ID 000334052300007
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FACTOR MODELS ON LOCALLY TREE-LIKE GRAPHS
ANNALS OF PROBABILITY
2013; 41 (6): 4162-4213
View details for DOI 10.1214/12-AOP828
View details for Web of Science ID 000328255600010
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Limiting spectral distribution of sums of unitary and orthogonal matrices
ELECTRONIC COMMUNICATIONS IN PROBABILITY
2013; 18: 1-19
View details for DOI 10.1214/ECP.v18-2466
View details for Web of Science ID 000323038500001
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Persistence of iterated partial SUMS
ANNALES DE L INSTITUT HENRI POINCARE-PROBABILITES ET STATISTIQUES
2013; 49 (3): 873-884
View details for DOI 10.1214/11-AIHP452
View details for Web of Science ID 000322351200010
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Central limit theorem for biased random walk on multi-type Galton-Watson trees
ELECTRONIC JOURNAL OF PROBABILITY
2012; 17: 1-40
View details for DOI 10.1214/EJP.v17-2294
View details for Web of Science ID 000308538000001
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Markovian perturbation, response and fluctuation dissipation theorem
ANNALES DE L INSTITUT HENRI POINCARE-PROBABILITES ET STATISTIQUES
2010; 46 (3): 822-852
View details for DOI 10.1214/10-AIHP370
View details for Web of Science ID 000283528100010
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Gibbs measures and phase transitions on sparse random graphs
BRAZILIAN JOURNAL OF PROBABILITY AND STATISTICS
2010; 24 (2): 137-211
View details for DOI 10.1214/09-BJPS027
View details for Web of Science ID 000296129700004
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ISING MODELS ON LOCALLY TREE-LIKE GRAPHS
ANNALS OF APPLIED PROBABILITY
2010; 20 (2): 565-592
View details for DOI 10.1214/09-AAP627
View details for Web of Science ID 000283529500007
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Spectral Measure of Heavy Tailed Band and Covariance Random Matrices
COMMUNICATIONS IN MATHEMATICAL PHYSICS
2009; 289 (3): 1023-1055
View details for DOI 10.1007/s00220-009-0822-4
View details for Web of Science ID 000267103800009
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FINITE SIZE SCALING FOR THE CORE OF LARGE RANDOM HYPERGRAPHS
ANNALS OF APPLIED PROBABILITY
2008; 18 (5): 1993-2040
View details for DOI 10.1214/07-AAP514
View details for Web of Science ID 000260850800015
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A lower bound on the disconnection time of a discrete cylinder
Joint Meeting of the 10th Brazilian School of Probability/69th Annual Meeting of the Institute-of-Mathematical-Statistics
BIRKHAUSER BOSTON. 2008: 211–227
View details for Web of Science ID 000259173100010
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Limiting dynamics for spherical models of spin glasses at high temperature
JOURNAL OF STATISTICAL PHYSICS
2007; 128 (4): 847-881
View details for DOI 10.1007/s10955-006-9239-z
View details for Web of Science ID 000248826600002
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Valleys and the maximum local time for random walk in random environment
PROBABILITY THEORY AND RELATED FIELDS
2007; 137 (3-4): 443-473
View details for DOI 10.1007/s00440-006-0005-6
View details for Web of Science ID 000242881200007
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Limiting dynamics for spherical models of spin glasses at high temperature
Conference on Mathematical Physics of Spin Glasses
SPRINGER. 2007: 781–815
View details for DOI 10.1007/s10955-006-9228-2
View details for Web of Science ID 000245456300004
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How large a disc is covered by a random walk in n steps?
ANNALS OF PROBABILITY
2007; 35 (2): 577-601
View details for DOI 10.1214/009117906000000854
View details for Web of Science ID 000245960600006
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Aging for interacting diffusion processes
ANNALES DE L INSTITUT HENRI POINCARE-PROBABILITES ET STATISTIQUES
2007; 43 (4): 461-480
View details for DOI 10.1016/j.anihpb.2006.07.001
View details for Web of Science ID 000247433900005
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Cugliandolo-Kurchan equations for dynamics of Spin-Glasses
PROBABILITY THEORY AND RELATED FIELDS
2006; 136 (4): 619-660
View details for DOI 10.1007/s00440-005-0491-y
View details for Web of Science ID 000240799200007
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On the disconnection of a discrete cylinder by a random walk
PROBABILITY THEORY AND RELATED FIELDS
2006; 136 (2): 321-340
View details for DOI 10.1007/s00440-005-0485-9
View details for Web of Science ID 000239171000006
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Large and moderate diviations for Hotelling's T-2-statistic
ELECTRONIC COMMUNICATIONS IN PROBABILITY
2006; 11: 149-159
View details for Web of Science ID 000239566100002
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Spectral measure of large random Hankel, Markov and Toeplitz matrices
ANNALS OF PROBABILITY
2006; 34 (1): 1-38
View details for DOI 10.1214/009117905000000495
View details for Web of Science ID 000235925000001
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Late points for random walks in two dimensions
ANNALS OF PROBABILITY
2006; 34 (1): 219-263
View details for DOI 10.1214/009117905000000387
View details for Web of Science ID 000235925000007
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Universal denoising for the finite-input general-output channel
IEEE International Symposium on Information Theory
IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC. 2005: 1507–17
View details for DOI 10.1109/TIT.2005.844104
View details for Web of Science ID 000228050800020
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Lectures on probability theory and statistics
33rd Probability Summer School
SPRINGER-VERLAG BERLIN. 2005: 5–101
View details for Web of Science ID 000244331900001
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Large deviations of Markov chains indexed by random trees
ANNALES DE L INSTITUT HENRI POINCARE-PROBABILITES ET STATISTIQUES
2005; 41 (6): 971-996
View details for DOI 10.1016/j.anihpb.2004.09.005
View details for Web of Science ID 000232698300001
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Cover times for Brownian motion and random walks in two dimensions
ANNALS OF MATHEMATICS
2004; 160 (2): 433-464
View details for Web of Science ID 000227683300002
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Large portfolio losses
FINANCE AND STOCHASTICS
2004; 8 (1): 3-16
View details for DOI 10.1007/s00780-003-0107-2
View details for Web of Science ID 000188813100001
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Universal denoising for the finite-input-general-output channel
IEEE International Symposium on Information Theory
IEEE. 2004: 201–201
View details for Web of Science ID 000223202600201
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On the maximum correlation coefficient
THEORY OF PROBABILITY AND ITS APPLICATIONS
2004; 49 (1): 132-138
View details for DOI 10.1137/S0040585X97980968
View details for Web of Science ID 000228185300009
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Large deviations for random walk in random environment with holding times
ANNALS OF PROBABILITY
2004; 32 (1B): 996-1029
View details for Web of Science ID 000220570400012
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The minimax distortion redundancy in noisy source coding
IEEE TRANSACTIONS ON INFORMATION THEORY
2003; 49 (11): 3020-3030
View details for DOI 10.1109/TIT.2003.819336
View details for Web of Science ID 000186618500022
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Moderate deviations for the spectral measure of certain random matrices
ANNALES DE L INSTITUT HENRI POINCARE-PROBABILITES ET STATISTIQUES
2003; 39 (6): 1013-1042
View details for DOI 10.1016/S0246-0203(03)00024-4/FLA
View details for Web of Science ID 000186029200005
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Source coding, large deviations, and approximate pattern matching
IEEE TRANSACTIONS ON INFORMATION THEORY
2002; 48 (6): 1590-1615
View details for Web of Science ID 000175821500024
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Large deviations for random walks on Galton-Watson trees: averaging and uncertainty
PROBABILITY THEORY AND RELATED FIELDS
2002; 122 (2): 241-288
View details for DOI 10.1007/s004400100162
View details for Web of Science ID 000174663400004
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Random polynomials having few or no real zeros
JOURNAL OF THE AMERICAN MATHEMATICAL SOCIETY
2002; 15 (4): 857-892
View details for Web of Science ID 000177275100003
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Thick points for intersections of planar sample paths
TRANSACTIONS OF THE AMERICAN MATHEMATICAL SOCIETY
2002; 354 (12): 4969-5003
View details for Web of Science ID 000178079000013
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The minimax distortion redundancy in noisy source coding
IEEE International Symposium on Information Theory
IEEE. 2002: 318–318
View details for Web of Science ID 000177912700317
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Ordered overlaps in disordered mean-field models
PROBABILITY THEORY AND RELATED FIELDS
2001; 121 (1): 1-29
View details for Web of Science ID 000171304100001
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Aging of spherical spin glasses
PROBABILITY THEORY AND RELATED FIELDS
2001; 120 (1): 1-67
View details for Web of Science ID 000169212500001
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Remarks on the maximum correlation coefficient
BERNOULLI
2001; 7 (2): 343-350
View details for Web of Science ID 000168546100008
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Critical behavior in lossy source coding
IEEE TRANSACTIONS ON INFORMATION THEORY
2001; 47 (3): 1230-1236
View details for Web of Science ID 000167956600036
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Greedy lattice animals: Negative values and unconstrained maxima
ANNALS OF PROBABILITY
2001; 29 (1): 205-241
View details for Web of Science ID 000168760900008
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Thick points for planar Brownian motion and the Erdos-Taylor conjecture on random walk
ACTA MATHEMATICA
2001; 186 (2): 239-270
View details for Web of Science ID 000170532400003
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Thin points for Brownian motion
ANNALES DE L INSTITUT HENRI POINCARE-PROBABILITES ET STATISTIQUES
2000; 36 (6): 749-774
View details for Web of Science ID 000165502500003
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Thick points for spatial Brownian motion: Multifractal analysis of occupation measure
ANNALS OF PROBABILITY
2000; 28 (1): 1-35
View details for Web of Science ID 000087359100001
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The asymptotics of waiting times between stationary processes, allowing distortion
ANNALS OF APPLIED PROBABILITY
1999; 9 (2): 413-429
View details for Web of Science ID 000080974700009
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Self-normalized moderate deviations and lils
STOCHASTIC PROCESSES AND THEIR APPLICATIONS
1998; 75 (1): 51-65
View details for Web of Science ID 000074624300003
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Refined Gibbs conditioning principle for certain infinite dimensional statistics
STUDIA SCIENTIARUM MATHEMATICARUM HUNGARICA
1998; 34 (1-3): 107-126
View details for Web of Science ID 000083103300008
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Uniform large and moderate deviations for functional empirical processes
STOCHASTIC PROCESSES AND THEIR APPLICATIONS
1997; 67 (2): 195-211
View details for Web of Science ID A1997XB58500004
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Large deviations for quadratic functionals of Gaussian processes
JOURNAL OF THEORETICAL PROBABILITY
1997; 10 (2): 307-332
View details for Web of Science ID A1997XD34400004
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Information inequalities and concentration of measure
ANNALS OF PROBABILITY
1997; 25 (2): 927-939
View details for Web of Science ID 000080806400014
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Tail estimates for one-dimensional random walk in random environment
COMMUNICATIONS IN MATHEMATICAL PHYSICS
1996; 181 (3): 667-683
View details for Web of Science ID A1996VQ32500007
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Large deviations for subsampling from individual sequences
STATISTICS & PROBABILITY LETTERS
1996; 27 (3): 201-205
View details for Web of Science ID A1996UG59900002
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Large deviations and strong mixing
ANNALES DE L INSTITUT HENRI POINCARE-PROBABILITES ET STATISTIQUES
1996; 32 (4): 549-569
View details for Web of Science ID A1996UY16100004
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Refinements of the Gibbs conditioning principle
PROBABILITY THEORY AND RELATED FIELDS
1996; 104 (1): 1-14
View details for Web of Science ID A1996TT17700001
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ON LARGE DEVIATIONS OF EMPIRICAL MEASURES FOR STATIONARY GAUSSIAN-PROCESSES
STOCHASTIC PROCESSES AND THEIR APPLICATIONS
1995; 58 (1): 23-34
View details for Web of Science ID A1995RK79200002
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LARGE DEVIATIONS - FROM EMPIRICAL MEAN AND MEASURE TO PARTIAL-SUMS PROCESS
STOCHASTIC PROCESSES AND THEIR APPLICATIONS
1995; 57 (2): 191-224
View details for Web of Science ID A1995RD39100001
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EXACT BEHAVIOR OF GAUSSIAN SEMINORMS
STATISTICS & PROBABILITY LETTERS
1995; 23 (3): 275-280
View details for Web of Science ID A1995RA11100012
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EXPONENTIAL RATES FOR ERROR PROBABILITIES IN DMPSK SYSTEMS
IEEE TRANSACTIONS ON COMMUNICATIONS
1995; 43 (2-4): 915-921
View details for Web of Science ID A1995QV15500040
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Large deviations via parameter dependent change of measure, and an application to the lower tail of Gaussian processes
Seminar on Stochastic Analysis, Random Fields and Applications
BIRKHAUSER VERLAG AG. 1995: 111–121
View details for Web of Science ID A1995BF32Q00008
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THE RATE-DISTORTION DIMENSION OF SETS AND MEASURES
IEEE TRANSACTIONS ON INFORMATION THEORY
1994; 40 (5): 1564-1572
View details for Web of Science ID A1994PT16700019
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LARGE EXCEEDANCES FOR MULTIDIMENSIONAL LEVY PROCESSES
ANNALS OF APPLIED PROBABILITY
1994; 4 (2): 432-447
View details for Web of Science ID 000209434600006
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ON THE PERCEPTRON LEARNING ALGORITHM ON DATA WITH HIGH-PRECISION
JOURNAL OF COMPUTER AND SYSTEM SCIENCES
1994; 48 (2): 347-356
View details for Web of Science ID A1994NM10000008
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A TOPOLOGICAL CRITERION FOR HYPOTHESIS-TESTING
ANNALS OF STATISTICS
1994; 22 (1): 106-117
View details for Web of Science ID A1994NH41200007
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BOUNDS ON THE SYMMETRICAL BINARY CUTOFF RATE FOR DISPERSIVE GAUSSIAN CHANNELS
IEEE TRANSACTIONS ON COMMUNICATIONS
1994; 42 (1): 39-53
View details for Web of Science ID A1994NF59900009
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A NOTE ON UNIFORM LAWS OF AVERAGES FOR DEPENDENT PROCESSES
STATISTICS & PROBABILITY LETTERS
1993; 17 (3): 169-172
View details for Web of Science ID A1993LH34500001
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CENTRAL LIMIT-THEOREMS OF PARTIAL-SUMS FOR LARGE SEGMENTAL VALUES
STOCHASTIC PROCESSES AND THEIR APPLICATIONS
1993; 45 (2): 259-271
View details for Web of Science ID A1993KW13500006
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LIMIT DISTRIBUTIONS OF MAXIMAL SEGMENTAL SCORE AMONG MARKOV-DEPENDENT PARTIAL-SUMS
ADVANCES IN APPLIED PROBABILITY
1992; 24 (1): 113-140
View details for Web of Science ID A1992HJ76600006
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INFORMATION THEORETIC INEQUALITIES
IEEE TRANSACTIONS ON INFORMATION THEORY
1991; 37 (6): 1501-1518
View details for Web of Science ID A1991GN76400001
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STRONG LIMIT-THEOREMS OF EMPIRICAL DISTRIBUTIONS FOR LARGE SEGMENTAL EXCEEDANCES OF PARTIAL-SUMS OF MARKOV VARIABLES
ANNALS OF PROBABILITY
1991; 19 (4): 1756-1767
View details for Web of Science ID A1991GR00500016
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STRONG LIMIT-THEOREMS OF EMPIRICAL FUNCTIONALS FOR LARGE EXCEEDANCES OF PARTIAL-SUMS OF IID VARIABLES
ANNALS OF PROBABILITY
1991; 19 (4): 1737-1755
View details for Web of Science ID A1991GR00500015
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A GENERAL WEIGHT MATRIX FORMULATION USING OPTIMAL-CONTROL
IEEE TRANSACTIONS ON NEURAL NETWORKS
1991; 2 (3): 378-394
Abstract
Classical methods from optimal control theory are used in deriving general forms for neural network weights. The network learning or application task is encoded in a performance index of a general structure. Consequently, different instances of this performance index lead to special cases of weight rules, including some well-known forms. Comparisons are made with the outer product rule, spectral methods, and recurrent back-propagation. Simulation results and comparisons are presented.
View details for Web of Science ID A1991FH17500005
View details for PubMedID 18282859
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ONSAGER MACHLUP FUNCTIONALS AND MAXIMUM A POSTERIORI ESTIMATION FOR A CLASS OF NON-GAUSSIAN RANDOM-FIELDS
JOURNAL OF MULTIVARIATE ANALYSIS
1991; 36 (2): 243-262
View details for Web of Science ID A1991FA51600007
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HIGH-ORDER ABSOLUTELY STABLE NEURAL NETWORKS
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS
1991; 38 (1): 57-65
View details for Web of Science ID A1991ER06400006
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MAXIMUM A POSTERIORI ESTIMATION OF ELLIPTIC GAUSSIAN FIELDS OBSERVED VIA A NOISY NONLINEAR CHANNEL
JOURNAL OF MULTIVARIATE ANALYSIS
1990; 35 (2): 151-167
View details for Web of Science ID A1990EG61300002
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STATISTICAL COMPOSITION OF HIGH-SCORING SEGMENTS FROM MOLECULAR SEQUENCES
ANNALS OF STATISTICS
1990; 18 (2): 571-581
View details for Web of Science ID A1990DP71200015
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Model-free distributed learning.
IEEE transactions on neural networks
1990; 1 (1): 58-70
Abstract
Model-free learning for synchronous and asynchronous quasi-static networks is presented. The network weights are continuously perturbed, while the time-varying performance index is measured and correlated with the perturbation signals; the correlation output determines the changes in the weights. The perturbation may be either via noise sources or orthogonal signals. The invariance to detailed network structure mitigates large variability between supposedly identical networks as well as implementation defects. This local, regular, and completely distributed mechanism requires no central control and involves only a few global signals. Thus, it allows for integrated, on-chip learning in large analog and optical networks.
View details for PubMedID 18282823
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ON THE RELATION OF ANTICIPATIVE STRATONOVICH AND SYMMETRIC INTEGRALS - A DECOMPOSITION FORMULA
LECTURE NOTES IN MATHEMATICS
1989; 1390: 66-76
View details for Web of Science ID A1989AR85600007
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MAXIMUM A-POSTERIORI ESTIMATION OF TIME-VARYING ARMA PROCESSES FROM NOISY OBSERVATIONS
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING
1988; 36 (4): 471-476
View details for Web of Science ID A1988M704200006