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Stochastic processes
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The concept ** Stochastic processes** represents the subject, aboutness, idea or notion of resources found in **University of Missouri Libraries**.

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Stochastic processes
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**Stochastic processes**represents the subject, aboutness, idea or notion of resources found in**University of Missouri Libraries**.- Label
- Stochastic processes

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- A course in applied stochastic processes
- A course in the theory of stochastic processes
- A first course in stochastic models
- A first course in stochastic processes
- A guide to first-passage processes
- A level of Martin-Lof randomness
- A note on truncated second-order nonlinear filters
- A second course in stochastic processes
- A signal theoretic introduction to random processes
- A stochastic maximum principle for optimal control of diffusions
- A stochastic model for pollution and dissolved oxygen in streams
- A stochastic project scheduling problem with resource constraints
- Active fault tolerant control systems : stochastic analysis and synthesis
- Adaptive stochastic optimization techniques with applications
- Advanced stochastic models, risk assessment, and portfolio optimization : the ideal risk, uncertainty, and performance measures
- Advances in finance and stochastics : essays in honour of Dieter Sondermann
- Advances in probability theory : limit theorems for sums of random variables
- Advances in superprocesses and nonlinear PDEs
- Advances in superprocesses and nonlinear PDEs
- Algorithmic learning in a random world
- Algorithmic learning in a random world
- Almost sure comparisons of renewal processes and Poisson processes, with application to reliability theory
- An alternative algorithm for convex set stochastic dominance
- An application of stochastic antomata to the synthesis of learning systems
- An application of stochastic forecasting to monthly averaged 700-mb heights
- An example of a harmonizable process whose spectral domain is not complete
- An influence diagnostic, selection criteria, and a bayesian multiple comparison procedure for mixed models
- An introduction to applied probability and random processes
- An introduction to continuous-time stochastic processes : theory, models, and applications to finance, biology, and medicine
- An introduction to continuous-time stochastic processes : theory, models, and applications to finance, biology, and medicine
- An introduction to continuous-time stochastic processes : theory, models, and applications to finance, biology, and medicine
- An introduction to fronts in random media
- An introduction to fronts in random media
- An introduction to infinitely many variates
- An introduction to probability and stochastic processes
- An introduction to probability and stochastic processes
- An introduction to quantum stochastic calculus
- An introduction to random vibrations and spectral analysis
- An introduction to stochastic filtering theory
- An introduction to stochastic modeling
- An introduction to stochastic modeling
- An introduction to stochastic processes
- An introduction to stochastic processes
- An introduction to stochastic processes with applications to biology
- An introduction to stochastic processes, with special reference to methods and applications
- An introduction to the regenerative method for simulation analysis
- Analogies between analogies : the mathematical reports of S.M. Ulam and his Los Alamos collaborators
- Analogies between analogies : the mathematical reports of S.M. Ulam and his Los Alamos collaborators
- Analysis and control of dynamic economic processes ; : a proposal submitted to the National Science Foundation
- Application of stochastic methods to the simulation of large-scale unsaturated flow and transport
- Application of stochastic methods to the simulation of large-scale unsaturated flow and transport
- Application of the Wigner distribution to harmonic analysis of generalized stochastic processes
- Applications of random vibrations
- Applications of variational inequalities in stochastic control
- Applied methods of the theory of random functions
- Applied probability
- Applied probability and queues
- Applied probability and stochastic processes
- Applied probability and stochastic processes in engineering and physical sciences
- Applied risk theory
- Applied stochastic control in econometrics and management science
- Applied stochastic control of jump diffusions
- Applied stochastic control of jump diffusions
- Applied stochastic control of jump diffusions
- Applied stochastic models and control for finance and insurance
- Applied stochastic processes
- Applied stochastic processes
- Applied stochastic processes : a biostatistical and population oriented approach
- Applied stochastic processes and control for Jump-diffusions : modeling, analysis, and computation
- Approximation and weak convergence methods for random processes, with applications to stochastic systems theory
- Approximations of discrete time partially observed control problems
- Asymptotic approximations for probability integrals
- Asymptotic approximations for probability integrals
- Asymptotic theory of statistical inference for time series
- Average-case analysis of numerical problems
- Average-case analysis of numerical problems
- Basic stochastic processes : a course through exercises
- Basic stochastic processes : the Mark Kac lectures
- Basics of applied stochastic processes
- Basics of applied stochastic processes
- Bayesian analysis of stochastic process models
- Bayesian analysis of stochastic process models
- BeitrÃ¤ge zur Schwingungstheorie
- Bispectrum estimation and its applications
- Bounded dynamic stochastic systems : modelling and control
- Bounded noises in physics, biology, and engineering
- CapacitÃ©s et processus stochastiques
- Cellular Potts models : multiscale extensions and biological applications
- Chance & choice : memorabilia
- Chance and chaos
- Change of time and change of measure
- Chaotic and stochastic behaviour in automatic production lines
- Chemical kinetics, stochastic processes, and irreversible thermodynamics
- Choquet-Deny type functional equations with applications to stochastic models
- Classical and spatial stochastic processes : with applications to biology
- Closed-form solution of decomposable stochastic models
- Coarse geometry and randomness : Ã‰cole d'Ã‰tÃ© de ProbabilitiÃ©s de Saint-Flour XLI - 2011
- Coarse geometry and randomness : Ã‰cole d'Ã©tÃ© de probabilitiÃ©s de Saint-Flour XLI - 2011
- Cognitive strategies in stochastic thinking
- Combinatorial methods in the theory of stochastic processes
- Comparing hard and soft prior bounds in geophysical inverse problems
- Comparison methods for queues and other stochastic models
- Complex stochastic processes: an introduction to theory and application
- Computational methods in stochastic dynamics
- Conservation laws and symmetry : applications to economics and finance
- Constructive computation in stochastic models with applications : the RG-factorization
- Constructive computation in stochastic models with applications : the RG-factorization
- Continuity and the statistical invariance principle
- Continuous-time Markov decision processes : theory and applications
- Continuum percolation
- Contributions to stochastics
- Contributions to stochastics : in honour of the 75th birthday of Walther Eberl, Sr.
- Control of spatially structured random processes and random fields with applications
- Control of spatially structured random processes and random fields with applications
- Controlled stochastic processes
- ContrÃ´le impulsionnel et inÃ©quations quasi variationnelles
- Convergence of stochastic processes
- Cooperative stochastic differential games
- Cooperative stochastic differential games
- Counterexamples in probability
- Counting process systems : identification and stochastic realization
- Coupling, stationarity, and regeneration
- Data assimilation : the ensemble Kalman filter
- Demographic analysis : a stochastic approach
- Descent directions and efficient solutions in discretely distributed stochastic programs
- Design and analysis of randomized algorithms : introduction to design paradigms
- Design and analysis of randomized algorithms : introduction to design paradigms
- Detection of abrupt changes : theory and application
- Differential equations driven by rough paths : Ã‰cole d'Ã©tÃ© de probabilitÃ©s de Saint-Flour XXXIV-2004
- Differential equations driven by rough paths : Ã‰cole d'Ã©tÃ© de probabilitÃ©s de Saint-Flour XXXIV-2004
- Diffusion and reactions in fractals and disordered systems
- Diffusion processes and stochastic calculus
- Diffusion processes and their sample paths
- Digital signal processing and statistical classification
- Digital simulation of seismic ground motion
- Discrete and continuous methods in applied mathematics
- Discrete stochastic processes
- Discrete stochastic processes and optimal filtering
- Discrete stochastic processes and optimal filtering
- Discrete stochastic processes and optimal filtering
- Discrete wave-analysis of continuous stochastic processes
- Discretization of processes
- Disorder in physical systems : a volume in honour of John M. Hammersley on the occasion of his 70th birthday
- Distribution of likelihood ratio in testing against trend
- Dynamic management decision and stochastic control processes
- Dynamic programming and stochastic control
- Dynamic stochastic models from empirical data
- Dynamical mechanical systems under random impulses
- Dynamics of gambling : origins of randomness in mechanical systems
- Dynamics of stochastic systems
- Ecole d'Ã©tÃ© de probabilitÃ©s de Saint-Flour VIII-1978
- Econometric analysis by control methods
- Electromagnetic scattering from random media
- Elementary probability theory : with stochastic processes and an introduction to mathematical finance
- Elementary probability theory with stochastic processes
- Elementary probability theory with stochastic processes
- Elements of applied stochastic processes
- Elements of applied stochastic processes
- Elements of stochastic modelling
- Elements of stochastic modelling
- Elements of stochastic process simulation
- Empirical estimates in stochastic optimization and identification
- Engineering Quantum Mechanics
- Entscheidungsregeln bei Risiko : multivariate stochastische Dominanz
- Epistemology of the cell : a systems perspective on biological knowledge
- Ergodic theory, randomness, and dynamical systems
- Ergodicity and stability of stochastic processes
- Essays in statistical science : papers in honor of P.A.P. Moran
- Essays in time series and allied processes : papers in honour of E.J. Hannan
- Essentials of stochastic finance : facts, models, theory
- Essentials of stochastic processes
- Essentials of stochastic processes
- Essentials of stochastic processes
- Estimating and testing trend in a stochastic process of Poisson type
- Evaluation of macroeconomic policies by stochastic control techniques
- Evolution algebras and their applications
- Evolution algebras and their applications
- Exponential families of stochastic processes
- Extremes and related properties of random sequences and processes
- Filtering for stochastic processes with applications to guidance
- Financial econometrics
- Flowgraph models for multistate time-to-event data
- Foundations of the prediction process
- Fourier analysis and stochastic processes
- Fractal geometry and stochastics II
- Fractal geometry and stochastics IV
- Fractals : form, chance and dimension
- Functional analysis for probability and stochastic processes : an introduction
- Fundamentals of applied probability and random processes
- Fundamentals of stochastic filtering
- Fundamentals of stochastic filtering
- Fundamentals of stochastic signals, systems and estimation theory with worked examples
- Further notes on the allocation of effort
- Game theory : stochastics, information, strategies, and cooperation
- Gaussian random processes
- Generalized functionals of Brownian motion and their applications : nonlinear functionals of fundamental stochastic processes
- Generalized initial conditions for the stochastic model for pollution and dissolved oxygen in streams
- Genetics and randomness
- Global analysis in mathematical physics : geometric and stochastic methods
- Global and stochastic analysis with applications to mathematical physics
- Global optimization
- Global optimization
- Global optimization : a stochastic approach
- Global optimization : a stochastic approach
- Global orbit error analysis using stochastic filtering methods
- Grossissements de filtrations : exemples et applications
- Grossissements de filtrations : exemples et applications
- Handbook of simulation optimization
- Handbook of stochastic methods : for physics, chemistry, and the natural sciences
- Handbook of stochastic methods for physics, chemistry, and the natural sciences
- Handbook of the Poisson distribution
- Harald CramÃ©r : collected works
- Heavy traffic limits for multiphase queues
- Hierarchical decision making in stochastic manufacturing systems
- High-dimensional nonlinear diffusion stochastic processes : modelling for engineering applications
- High-dimensional probability : an introduction with applications in data science
- Hommage Ã P.A. Meyer et J. Neveu
- How to gamble if you must : inequalities for stochastic processes
- Hyperfinite dirichlet forms and stochastic processes
- Hyperfinite dirichlet forms and stochastic processes
- Importance sampling with analog scenarios for stochastic economic dispatch
- Impulse control and quasi-variational inequalities
- Inference and prediction in large dimensions
- Inference for change-point and post-change means after a CUSUM test
- Inference for change-point and post-change means after a CUSUM test
- Inflationary expectations and the natural rate hypothesis
- Information and efficiency in economic decision
- Information and randomness : an algorithmic perspective
- Innovation processes
- Interacting particle systems
- Interacting particle systems
- Interacting stochastic systems
- Interacting stochastic systems
- Introduction to kinetic theory stochastic processes in gaseous systems
- Introduction to modeling and analysis of stochastic systems
- Introduction to random chaos
- Introduction to random processes
- Introduction to random processes : with applications to signals and systems
- Introduction to random signals and noise
- Introduction to random signals and noise
- Introduction to random time and quantum randomness
- Introduction to random vibrations
- Introduction to selected papers from the Third NBER Stochastic Control Conference
- Introduction to stochastic control
- Introduction to stochastic control theory
- Introduction to stochastic models
- Introduction to stochastic models
- Introduction to stochastic processes
- Introduction to stochastic processes
- Introduction to stochastic processes
- Introduction to stochastic processes and random vibration
- Introduction to stochastic processes and simulation
- Introduction to stochastic processes in biostatistics
- Introduction to stochastic search and optimization : estimation, simulation, and control
- Introduction to the theory of random processes
- Introduction to the theory of random processes
- Introductory lectures on fluctuations of Levy processes with applications
- Introductory lectures on fluctuations of LÃ©vy processes with applications
- Inverse modeling : an introduction to the theory and methods of inverse problems and data assimilation
- Investigations in the theory of stochastic processes
- Kiyosi ItÃ´ : selected papers
- Lagrangian probability distributions
- Lagrangian probability distributions
- Large deviations for stochastic processes
- Large sample methods for analyzing longitudinal data in rehabilitation research
- Large sample methods in statistics : an introduction with applications
- Learning automata and stochastic optimization
- Lecture notes on stochastic control : Part I
- Lectures in elementary probability theory and stochastic processes
- Lectures on contemporary probability
- Lectures on random evolution
- Lectures on the theory of stochastic processes
- Lernprozesse in stochastischen Automaten
- Level crossing methods in stochastic models
- Level sets and extrema of random processes and fields
- Limit theorems for Markov chains and stochastic properties of dynamical systems by quasi-compactness
- Limit theorems for Markov chains and stochastic properties of dynamical systems by quasi-compactness
- Limit theorems for randomly stopped stochastic processes
- Linear estimation and stochastic control
- Linear kinetic theory and particle transport in stochastic mixtures
- Linear least-squares estimation
- Linear processes in function spaces : theory and applications
- Linear programming and finite Markovian control problems
- Linear programming and finite Markovian control problems
- Linearization methods for stochastic dynamic systems
- Local properties of distributions of stochastic functionals
- Logarithmic combinatorial structures : a probalistic approach
- Long memory and regime switching
- LÃ©vy-type processes : construction, approximation and sample path properties
- MMPP Traffic Generator for the testing of the SCAR 2 Fast Packet Switch
- Markov paths, loops and fields : ecole dÃ©tÃ© de ProbabilitÃ©s de Saint-Flour XXXVIII-2008
- Markov processes ; : structure and asymptotic behavior
- Markov processes for stochastic modeling
- Markov processes for stochastic modeling
- Martingale theory and the Hilbert transform
- Mathematical models for speech technology
- Mathematical models for structural reliability analysis
- Mathematical statistics and stochastic processes
- Mathematics of probability
- Measure-valued branching processes : a collection of four papers
- Measure-valued processes, stochastic partial differential equations, and interacting systems
- Measurement and analysis of random data
- Metric characterization of random variables and random processes
- Mixing : properties and examples
- Mixing properties of infinitely divisible random measures and an application in branching theory
- Model theory of stochastic processes
- Modeli i metody stokhasticheskoÄ optimizatï¸ ï¸¡sii : Models and methods of stochastic optimization
- Modeling and analysis of stochastic systems
- Modelling and application of stochastic processes
- Models and algorithms for global optimization : essays dedicated to Antanas Å½ilinskas on the occasion of his 60th birthday
- Models and algorithms for global optimization : essays dedicated to Antanas Å½ilinskas on the occasion of his 60th birthday
- Models of industrial structure
- Models of preventive maintenance
- Models of random processes : a handbook for mathematicians and engineers
- ModÃ¨les et mÃ©thodes stochastiques : Une introduction avec applications
- Mouvement brownien, martingales et calcul stochastique
- Multidimensional second order stochastic processes
- Multidimensional stochastic processes as rough paths : theory and applications
- Multistage Stochastic optimization
- Multistage stochastic optimization
- Multivariate probability
- Networks of learning automata : techniques for online stochastic optimization
- Noise in spatially extended systems
- Noise sustained patterns : fluctuations and nonlinearities
- Noise-induced transitions : theory and applications in physics, chemistry, and biology
- Non-homogeneous random walks : Lyapunov function methods for near-critical stochastic systems
- Non-life insurance mathematics : an introduction with the Poisson process
- Nonequilibrium phenomena II : from stochastics to hydrodynamics
- Nonlinear filtering in econometric models
- Nonlinear problems in random theory
- Nonlinear system analysis and identification from random data
- Nonlinear systems : processing of random signals, classical analysis
- Nonlocal quantum field theory and stochastic quantum mechanics
- Nonparametric statistics for stochastic processes : estimation and prediction
- Nonparametric statistics for stochastic processes : estimation and prediction
- Nonstandard methods for stochastic fluid mechanics
- Numerical methods for stochastic computations : a spectral method approach
- On CramÃ©r's theory in infinite dimensions
- On a class of nonstationary stochastic processes
- On some inferential problems with recurrent event models
- On the estimation of multiple random integrals and U-statistics
- On the estimation of multiple random integrals and u-statistics
- On the use of stochastic processes in modeling reliability problems
- One-dimensional general forest fire processes
- Online stochastic combinatorial optimization
- Operator colligations in Hilbert spaces
- Optimal control and stochastic estimation : theory and applications
- Optimal estimation : with an introduction to stochastic control theory
- Optimal portfolios : stochastic models for optimal investment and risk management in continuous time
- Optimal stochastic control schemes within a structural reliability framework
- Optimization of stochastic systems : topics in discrete-time dynamics
- Optimization of stochastic systems : topics in discrete-time systems
- Parameter estimation for stochastic processes
- Parametric moment closure for non-linear state dependent stochastic systems
- Parametric random vibration
- Partially observable linear systems under dependent noises
- Path integral quantization and stochastic quantization
- Performance of computer communication systems : a model-based approach
- Periodically correlated random sequences : spectral theory and practice
- Photoelectron statistics, with applications to spectroscopy and optical communication
- Physics of stochastic processes : how randomness acts in time
- Point process theory and applications : marked point and piecewise deterministic processes
- Point processes generated by level crossing
- Practical risk theory for actuaries
- Prediction for non-stationary stochastic processes
- Probabilistic inductive logic programming : theory and applications
- Probabilistic methods in applied mathematics
- Probabilistic models in engineering sciences
- Probabilistic structural dynamics : advanced theory and applications
- Probabilistic systems and random signals
- Probabilities, random variables, and random processes : digital and analog
- Probability and random processes
- Probability and random processes
- Probability and random processes : a first course with applications
- Probability and random processes : an introduction for applied scientists and engineers
- Probability and random processes : with applications to signal processing and communications
- Probability and random processes : with applications to signal processing and communications
- Probability and random processes for electrical and computer engineers
- Probability and random processes for engineers and scientists
- Probability and random processes with applications to signal processing
- Probability and statistics
- Probability and stochastic processes : a friendly introduction for electrical and computer engineers
- Probability and stochastic processes : with a view toward applications
- Probability and stochastic processes for engineers
- Probability and stochastic processes: with a view toward applications
- Probability and stochastics
- Probability and stochastics
- Probability concepts in geomorphology
- Probability for statistics and machine learning : fundamentals and advanced topics
- Probability on trees and networks
- Probability tales
- Probability theory : basic concepts, limit theorems, random processes
- Probability, random processes, and ergodic properties
- Probability, random processes, and ergodic properties
- Probability, random processes, and estimation theory for engineers
- Probability, random variables, and stochastic processes
- Probability, random variables, and stochastic processes
- Probability, statistical optics, and data testing : a problem solving approach
- Probability, statistics and random processes
- Probability, statistics, and random processes for electrical engineering
- Probability, stochastic processes, and queueing theory : the mathematics of computer performance modeling
- Problems of randomness in communication engineering
- Problemy ustoÄchivosti stokhasticheskikh modeleÄ : trudy seminara
- Processus alÃ©atoires utilisÃ©s en recherche opÃ©rationnelle
- Processus alÃ©atoires Ã deux indices : colloque E.N.S.T.-C.N.E.T., Paris 1980
- Processus stochastiques et mouvement brownien
- Processus stochastiques et mouvement brownien
- Quadratic algebras
- Quantitative sociodynamics : stochastic methods and models of social interaction processes
- Quantum interacting particle systems : lecture notes of the Volterra-CIRM International School, Trento, Italy, 23-29 September 2000
- Quantum many-particle systems
- Quantum noise : a handbook of Markovian and non-Markovian quantum stochastic methods with applications to quantum optics
- Quantum noise : a handbook of Markovian and non-Markovian quantum stochastic methods with applications to quantum optics
- Quantum probability for probabilists
- Quantum quadratic operators and processes
- Quantum stochastic calculus and representations of Lie superalgebras
- Quantum stochastic calculus and representations of Lie superalgebras
- Quantum stochastic processes and noncommutative geometry
- Quantum theory and its stochastic limit
- Quantum-classical correspondence : dynamical quantization and the classical limit
- Queues and inventories : a study of their basic stochastic processes
- Radically elementary probability theory
- Random data : analysis and measurement procedures
- Random data : analysis and measurement procedures
- Random data : analysis and measurement procedures
- Random fragmentation and coagulation processes
- Random functions and turbulence
- Random iterative models
- Random matrices, random processes and integrable systems
- Random media
- Random negative exponential deviates ; : 2 pair-wise correlated sets of 10,000 observations: with facilities for the generation of random x2 deviates on any integral number of degrees of freedom
- Random networks for communication : from statistical physics to information systems
- Random perturbations of dynamical systems
- Random perturbations of dynamical systems
- Random perturbations of dynamical systems
- Random perturbations of dynamical systems
- Random probability measures on Polish spaces
- Random processes
- Random processes
- Random processes
- Random processes : a mathematical approach for engineers
- Random processes : filtering, estimation, and detection
- Random processes : filtering, estimation, and detection
- Random processes and learning
- Random processes in automatic control
- Random processes in linear systems
- Random processes in mechanical sciences
- Random processes in nuclear reactors
- Random processes in physics and finance
- Random processes with independent increments
- Random processes, communications, and radar
- Random pulse trains : their measurement and statistical properties
- Random signal analysis in engineering systems
- Random signals and systems
- Random summation : limit theorems and applications
- Random times and enlargements of filtrations in a Brownian setting
- Random times and enlargements of filtrations in a Brownian setting
- Random trees : an interplay between combinatorics and probability
- Random variables and probability distributions
- Random vibration and spectral analysis
- Random vibrations : analysis of structural and mechanical systems
- Random vibrations : analysis of structural and mechanical systems
- Random walk : a modern introduction
- Randomized algorithms for analysis and control of uncertain systems
- Randomized signal processing
- Randomized trials in cancer : a critical review by sites
- Randomness and complexity : from Leibniz to Chaitin
- Recent advances in reliability theory : methodology, practice, and inference
- Reelle und vektorwertige Quasimartingale und die Theorie der stochastischen Integration
- Regenerative stochastic simulation
- Regional stochastic generation of streamflows using an ARIMA (1,0,1) process and disaggregation
- Regular and chaotic dynamics
- Regular and stochastic motion
- Reliability theory : with applications to preventive maintenance
- Reversibility and stochastic networks
- Risk theory : the stochastic basis of insurance
- Sample path properties of stable processes
- Seismic fragility analysis of plane frame structures
- Selected papers of Takeyuki Hida
- Selected works of C.C. Heyde
- Semimartingales : a course on stochastic processes
- Semimartingales and their stochastic calculus on manifolds
- Seminar on Stochastic Processes, 1982
- Series of irregular observations : forecasting and model building
- Signal detection and estimation
- Signal detection and estimation
- Signal theory and random processes
- Simulation : statistical foundations and methodology
- Simulation made easy : a manager's guide
- Some random series of functions
- Some random series of functions
- Spatial stochastic processes : a festschrift in honor of Ted Harris on his seventieth birthday
- Special functions in queuing theory : and related stochastic processes
- Stabilization policy in linear stochastic systems
- Static assignment of complex stochastic tasks using stochastic majorization
- Stationary and related stochastic processes : sample function properties and their applications
- Stationary stochastic models
- Statistical analysis of counting processes
- Statistical analysis of stochastic processes in time
- Statistical computation of tolerance limits
- Statistical dynamics and reliability theory for mechanical structures
- Statistical estimation for stochastic processes
- Statistical estimation for stochastic processes
- Statistical inference for stochastic processes
- Statistical inference in stochastic processes
- Statistical mechanics, kinetic theory, and stochastic processes
- Statistical prediction of laminar-turbulent transition
- Statistical thermodynamics and stochastic kinetics : an introduction for engineers
- Statistical thermodynamics and stochastic theory of nonequilibrium systems
- Statistical topics and stochastic models for dependent data with applications : applications in reliability, survival analysis and related fields
- Statistics and control of random processes
- Statistics for long-memory processes
- Statistics for spatio-temporal data
- Statistics of random processes
- Stochastic adaptive search for global optimization
- Stochastic analysis of particle movement over a dune bed