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Approximate Bayesian Inference
| Approximate Bayesian Inference |
| Autore | Alquier Pierre |
| Pubbl/distr/stampa | Basel, : MDPI - Multidisciplinary Digital Publishing Institute, 2022 |
| Descrizione fisica | 1 electronic resource (508 p.) |
| Soggetto topico |
Research & information: general
Mathematics & science |
| Soggetto non controllato |
bifurcation
dynamical systems Edward–Sokal coupling mean-field Kullback–Leibler divergence variational inference Bayesian statistics machine learning variational approximations PAC-Bayes expectation-propagation Markov chain Monte Carlo Langevin Monte Carlo sequential Monte Carlo Laplace approximations approximate Bayesian computation Gibbs posterior MCMC stochastic gradients neural networks Approximate Bayesian Computation differential evolution Markov kernels discrete state space ergodicity Markov chain probably approximately correct variational Bayes Bayesian inference Markov Chain Monte Carlo Sequential Monte Carlo Riemann Manifold Hamiltonian Monte Carlo integrated nested laplace approximation fixed-form variational Bayes stochastic volatility network modeling network variability Stiefel manifold MCMC-SAEM data imputation Bethe free energy factor graphs message passing variational free energy variational message passing approximate Bayesian computation (ABC) differential privacy (DP) sparse vector technique (SVT) Gaussian particle flow variable flow Langevin dynamics Hamilton Monte Carlo non-reversible dynamics control variates thinning meta-learning hyperparameters priors online learning online optimization gradient descent statistical learning theory PAC–Bayes theory deep learning generalisation bounds Bayesian sampling Monte Carlo integration PAC-Bayes theory no free lunch theorems sequential learning principal curves data streams regret bounds greedy algorithm sleeping experts entropy robustness statistical mechanics complex systems |
| Formato | Materiale a stampa  |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Record Nr. | UNINA-9910576874903321 |
Alquier Pierre
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| Basel, : MDPI - Multidisciplinary Digital Publishing Institute, 2022 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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Dissipative, Entropy-Production Systems across Condensed Matter and Interdisciplinary Classical VS. Quantum Physics
| Dissipative, Entropy-Production Systems across Condensed Matter and Interdisciplinary Classical VS. Quantum Physics |
| Autore | Gadomski Adam |
| Pubbl/distr/stampa | MDPI - Multidisciplinary Digital Publishing Institute, 2022 |
| Descrizione fisica | 1 electronic resource (176 p.) |
| Soggetto topico |
Research & information: general
Physics |
| Soggetto non controllato |
multistability
ergodicity Brownian motion tilted periodic potential Lévy noise nonequilibrium thermodynamics active particles entropy production dissipative structures quantum entanglement linear entropy coherence purity of states concurrence three-qubit systems quantum graphs microwave networks Euler characteristic Neumann and Dirichlet boundary conditions II law of thermodynamics Carnot principle Kelvin principle Ostwald principle perpetuum mobile type III Clausius I and II principles formal implication model theory spherulites (poly)crystal formation complex growing phenomenon soft condensed matter physical kinetics anticoherence entanglement nonlinear systems human serum albumin hyaluronan conformational entropy dihedral angles frequency distribution epidemy compartmental models computer simulation SARS-CoV-2-like disease spreading chemical computing network oscillators top-down design Oregonator model Japanese flag problem |
| ISBN | 3-0365-5276-6 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Record Nr. | UNINA-9910619470003321 |
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Gadomski Adam
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| MDPI - Multidisciplinary Digital Publishing Institute, 2022 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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Emergent Quantum Mechanics. David Bohm Centennial Perspectives
| Emergent Quantum Mechanics. David Bohm Centennial Perspectives |
| Autore | Walleczek Jan |
| Pubbl/distr/stampa | MDPI - Multidisciplinary Digital Publishing Institute, 2019 |
| Descrizione fisica | 1 electronic resource (544 p.) |
| Soggetto non controllato |
non-locality
ultraviolet divergence constraints Kilmister equation bohmian mechanics epistemic agent Bohmian mechanics relational space Feynman paths Langevin equation quantum causality emergent quantum gravity quantum ontology interpretations emergent quantum state undecidable dynamics molecule interference emergent quantum mechanics no-hidden-variables theorems mind–body problem physical ontology quantum foundations matter-wave optics conscious agent diffusion constant Bell theorem Burgers equation objective non-signaling constraint self-referential dynamics Bell inequality interpretation photochemistry Born rule statistics sub-quantum dynamics dynamical chaos weak measurement p-adic metric Levi-Civita connection David Bohm H-theorem the causal arrow of time strong coupling vortical dynamics fundamental irreversibility magnetic deflectometry quantum thermodynamics de Broglie–Bohm interpretation of quantum mechanics wavefunction nodes stochastic quantum dynamics entropic gravity metrology Schrödinger equation gauge freedom Monte Carlo simulations micro-constituents nonequilibrium thermodynamics Bell’s theorem emergent space-time spin quantum field theory time-symmetry Gaussian-like solutions Hamiltonian number theory fractional velocity ergodicity fractal geometry atomic metastable states operator thermodynamic functions Canonical Presentation Retrocausation interpretations of quantum mechanics Bohm theory quantum mechanics zero-point field conspiracy pilot wave quantum holism toy-models curvature tensor Aharonov–Bohm effect computational irreducibility Stochastic Electrodynamics diffraction retrocausality resonances in quantum systems stochastic differential equations Bianchi identity past of the photon commutator relational interpretation of quantum mechanics free will nomology trajectories primitive ontology Mach–Zehnder interferometer weak values singular limit interior-boundary condition Poincaré recurrence quantum inaccessibility symplectic camel surrealistic trajectories observables Stern-Gerlach decoherence quantum non-equilibrium generalized Lagrangian paths superdeterminism black hole thermodynamics nonlocality measurement problem entropy and time evolution bouncing oil droplets spontaneous state reduction quantum theory many interacting worlds complex entropy Turing incomputability iterant space-time fluctuations quantum potential ontological quantum mechanics photon trajectory Dove prism the Friedrichs model contextuality discrete calculus transition probability amplitude gravity pilot-wave theory matter-waves de Broglie-Bohm theory covariant quantum gravity atom-surface scattering de Broglie–Bohm theory |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Record Nr. | UNINA-9910346839303321 |
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Walleczek Jan
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| MDPI - Multidisciplinary Digital Publishing Institute, 2019 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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Ergodic behavior of Markov processes : with applications to limit theorems / / Alexei Kulik
| Ergodic behavior of Markov processes : with applications to limit theorems / / Alexei Kulik |
| Autore | Kulik Alexei |
| Pubbl/distr/stampa | Berlin, [Germany] ; ; Boston, [Massachusetts] : , : De Gruyter, , 2018 |
| Descrizione fisica | 1 online resource (268 pages) |
| Disciplina | 519.233 |
| Collana | De Gruyter Studies in Mathematics |
| Soggetto topico | Markov processes |
| Soggetto non controllato |
Markov processes
ergodic rates ergodicity limit theorems |
| ISBN | 3-11-045871-3 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Frontmatter -- Preface -- Contents -- Introduction -- Part I: Ergodic Rates for Markov Chains and Processes -- 1. Markov Chains with Discrete State Spaces -- 2. General Markov Chains: Ergodicity in Total Variation -- 3. Markov Processes with Continuous Time -- 4. WeakErgodicRates -- Part II: Limit Theorems -- 5. The Law of Large Numbers and the Central Limit Theorem -- 6. Functional Limit Theorems -- Bibliography -- Index |
| Record Nr. | UNINA-9910527560703321 |
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Kulik Alexei
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| Berlin, [Germany] ; ; Boston, [Massachusetts] : , : De Gruyter, , 2018 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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Hidden Markov processes : theory and applications to biology / / M. Vidyasagar
| Hidden Markov processes : theory and applications to biology / / M. Vidyasagar |
| Autore | Vidyasagar M (Mathukumalli), <1947-> |
| Edizione | [Course Book] |
| Pubbl/distr/stampa | Princeton, New Jersey ; ; Oxford, England : , : Princeton University Press, , 2014 |
| Descrizione fisica | 1 online resource (303 p.) |
| Disciplina | 570.285 |
| Collana | Princeton Series in Applied Mathematics |
| Soggetto topico |
Computational biology
Markov processes |
| Soggetto non controllato |
BLAST theory
BaumЗelch algorithm Bayes' rule Cramr's theorem GENSCAN algorithm GLIMMER algorithm Hankel matrix Hankel rank condition Hoeffding's inequality KullbackЌeibler divergence Markov chain Markov process Markov property Monte Carlo simulation PerronІrobenius theorem Probability theory Sanov's theorem Viterbi algorithm alignment alpha-mixing process amino acids canonical form complete realization problem computational biology concave function conditional entropy convex function entropy function entropy ergodicity expected value finite alphabet gene-finding problem genomics hidden Markov model hidden Markov processes hitting probability information theory irreducible matrices large deviation property large deviation theory likelihood estimation likelihood lower semi-continuous function lower semi-continuous relaxation maximal segmental score maximum likelihood estimate mean hitting time moment generating function nonnegative matrices nucleotide optimal gapped alignment periodic irreducible matrices post-genomic biology primitive matrices probability distribution probability protein classification proteomics quasi-realization random variable rate function recurrent state relative entropy rate relative entropy sequence alignment sequence state transition matrix stationary distribution total variation distance transient state ultra-mixing process |
| ISBN | 1-4008-5051-7 |
| Classificazione | SK 820 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Front matter -- Contents -- Preface -- PART 1. Preliminaries -- Chapter One. Introduction to Probability and Random Variables -- Chapter Two. Introduction to Information Theory -- Chapter Three. Nonnegative Matrices -- PART 2. Hidden Markov Processes -- Chapter Four. Markov Processes -- Chapter Five. Introduction to Large Deviation Theory -- Chapter Six. Hidden Markov Processes: Basic Properties -- Chapter Seven. Hidden Markov Processes: The Complete Realization Problem -- PART 3. Applications to Biology -- Chapter Eight. Some Applications to Computational Biology -- Chapter Nine. BLAST Theory -- Bibliography -- Index -- Back matter |
| Record Nr. | UNINA-9910786777403321 |
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Vidyasagar M (Mathukumalli), <1947->
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| Princeton, New Jersey ; ; Oxford, England : , : Princeton University Press, , 2014 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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Hidden Markov processes : theory and applications to biology / / M. Vidyasagar
| Hidden Markov processes : theory and applications to biology / / M. Vidyasagar |
| Autore | Vidyasagar M (Mathukumalli), <1947-> |
| Edizione | [Course Book] |
| Pubbl/distr/stampa | Princeton, New Jersey ; ; Oxford, England : , : Princeton University Press, , 2014 |
| Descrizione fisica | 1 online resource (303 p.) |
| Disciplina | 570.285 |
| Collana | Princeton Series in Applied Mathematics |
| Soggetto topico |
Computational biology
Markov processes |
| Soggetto non controllato |
BLAST theory
BaumЗelch algorithm Bayes' rule Cramr's theorem GENSCAN algorithm GLIMMER algorithm Hankel matrix Hankel rank condition Hoeffding's inequality KullbackЌeibler divergence Markov chain Markov process Markov property Monte Carlo simulation PerronІrobenius theorem Probability theory Sanov's theorem Viterbi algorithm alignment alpha-mixing process amino acids canonical form complete realization problem computational biology concave function conditional entropy convex function entropy function entropy ergodicity expected value finite alphabet gene-finding problem genomics hidden Markov model hidden Markov processes hitting probability information theory irreducible matrices large deviation property large deviation theory likelihood estimation likelihood lower semi-continuous function lower semi-continuous relaxation maximal segmental score maximum likelihood estimate mean hitting time moment generating function nonnegative matrices nucleotide optimal gapped alignment periodic irreducible matrices post-genomic biology primitive matrices probability distribution probability protein classification proteomics quasi-realization random variable rate function recurrent state relative entropy rate relative entropy sequence alignment sequence state transition matrix stationary distribution total variation distance transient state ultra-mixing process |
| ISBN | 1-4008-5051-7 |
| Classificazione | SK 820 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Front matter -- Contents -- Preface -- PART 1. Preliminaries -- Chapter One. Introduction to Probability and Random Variables -- Chapter Two. Introduction to Information Theory -- Chapter Three. Nonnegative Matrices -- PART 2. Hidden Markov Processes -- Chapter Four. Markov Processes -- Chapter Five. Introduction to Large Deviation Theory -- Chapter Six. Hidden Markov Processes: Basic Properties -- Chapter Seven. Hidden Markov Processes: The Complete Realization Problem -- PART 3. Applications to Biology -- Chapter Eight. Some Applications to Computational Biology -- Chapter Nine. BLAST Theory -- Bibliography -- Index -- Back matter |
| Record Nr. | UNINA-9910828783803321 |
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Vidyasagar M (Mathukumalli), <1947->
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| Princeton, New Jersey ; ; Oxford, England : , : Princeton University Press, , 2014 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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