Stochastic Methods in Optimization and Machine Learning

Authors: Li, Fengpei

Subject Terms: Artificial intelligence, Machine learning, Stochastic processes--Computer programs, Operations research

A Framework for Analyzing Stochastic Optimization Algorithms Under Dependence

Authors: Zhou, Chaoxu

Subject Terms: Monte Carlo method, Mathematical optimization--Computer programs, Stochastic processes--Computer programs, Operations research, Computer algorithms

Informal Introduction to Stochastic Processes with Maple

Authors: Jan Vrbik, Paul Vrbik

Resource Type: eBook.

Subjects: Stochastic processes--Computer programs

Categories: MATHEMATICS / Probability & Statistics / General, BUSINESS & ECONOMICS / Management Science, BUSINESS & ECONOMICS / Operations Research, COMPUTERS / Mathematical & Statistical Software

Analysis of failure data for estimating availability and reliability indicators using statistical and stochastic methods.

Authors: KONWERSKI, Jakub, ZIÓŁKOWSKI, Jarosław, OSZCZYPAŁA, Mateusz, MAŁACHOWSKI, Jerzy, LĘGAS, Aleksandra

Source: Maintenance & Reliability / Eksploatacja i Niezawodność; 2026, Vol. 28 Issue 2, p1-22, 22p

Subject Terms: Markov processes, Stochastic analysis, Engineering systems, Maintainability (Engineering), Failure analysis, Mathematical statistics, Reliability in engineering

Stochastic load frequency control of power systems via Gaussian processes.

Authors: Ma, Tong, Barajas-Solano, David Alonso, Tartakovsky, Alexandre M.

Source: International Journal of Control; May2026, Vol. 99 Issue 5, p1279-1294, 16p

Subject Terms: Gaussian processes, Stochastic programming, Research methodology, Uncertainty (Information theory), Predictive control systems, Electric power systems, Wind power

Optimization of straw supply chain considering carbon emissions, supply uncertainty and facility disruption risk.

Authors: Mao, Jia, Zhou, Yanzhi, Shan, Lijie, Cheng, Jinyuan

Source: Environment, Development & Sustainability; Feb2026, Vol. 28 Issue 2, p4855-4889, 35p

Subject Terms: Stochastic programming, Uncertainty (Information theory), Geographic information systems, Carbon emissions, Mathematical optimization, Sustainable development

Geographic Terms: Jilin (Jilin Sheng, China)

STUNFO, A STOCHASTIC NEUTRON SPECTRUM UNFOLDING CODE.

Contributors: Meyer, W

Source: Trans. Amer. Nucl. Soc. 15: No. 2, 982-3 (Nov 1972).; Other Information: From American Nuclear Society international meeting; Washington, D. C. (12 Nov 1972). See CONF-721109. Orig. Receipt Date: 30-JUN-73

File Description: Medium: X

Access URL: http://www.osti.gov/scitech/biblio/4577691

Mathematical modeling of a pH swing precipitation process and optimal model design.

Authors: Hiremath, Sandesh Athni, Hegde, Chinmay, Voigt, Andreas

Source: Applied Mathematics for Modern Challenges; Jun2026, Vol. 8, p1-53, 53p

Subject Terms: Precipitation (Chemistry), Calcium carbonate, Stochastic partial differential equations, Stochastic differential equations, Particle size distribution, Artificial neural networks, Chemical kinetics, Mathematical models

Stochastic programming approaches for an energy-aware lot-sizing and sequencing problem with incentive.

Authors: Perraudat, Antoine, Dauzère-Pérès, Stéphane, Mason, Scott Jennings

Source: International Journal of Production Research; Oct2022, Vol. 60 Issue 19, p5746-5768, 23p, 3 Diagrams, 11 Charts, 4 Graphs

Subject Terms: Industrial management, Electric power consumption, Energy management, Stochastic programming, Electric utilities, Electricity pricing

Stochastic Modeling of Dependability Attributes for a Multilayer Satellite‐HAP‐Terrestrial System.

Authors: Raj, Raina, Dharmaraja, S., Vishnevsky, Vladimir, Kozyrev, Dmitry

Source: International Journal of Communication Systems; 9/25/2025, Vol. 38 Issue 14, p1-19, 19p

Subject Terms: Stochastic models, Markov processes, Statistical reliability, Reliability in engineering, Multilayers, Telecommunication satellites

Seasonal Hidden Markov Models for Stochastic Time Series with Periodically Varying Characteristics

Authors: Lewis, Arthur M.

Source: Dissertations and Theses

Subject Terms: Markov processes -- Computer programs, Precipitation variability -- Computer programs, Electrical and Computer Engineering, Electrical and Electronics

File Description: application/pdf

Relation: https://pdxscholar.library.pdx.edu/open_access_etds/5056; https://pdxscholar.library.pdx.edu/context/open_access_etds/article/6128/viewcontent/Lewis_Arthur_1995.pdf

Availability: https://pdxscholar.library.pdx.edu/open_access_etds/5056
https://doi.org/10.15760/etd.6932
https://pdxscholar.library.pdx.edu/context/open_access_etds/article/6128/viewcontent/Lewis_Arthur_1995.pdf

Stochastic models in finance

Authors: Mazengera, Hassan

Subject Terms: Finance -- Mathematical models, C++ (Computer program language), GARCH model, Lebesgue-Radon-Nikodym theorems, Radon measures, Stochastic models, Stochastic processes, Stochastic processes -- Computer programs, Martingales (Mathematics), Pricing -- Mathematical models, envir, eco

Relation: http://hdl.handle.net/10962/162724

Availability: http://hdl.handle.net/10962/162724

APE machine: a novel stochastic computer based on a set of automonous processing elements

Contributors: Wo, Yiu [Univ. of Illinois, Urbana, IL (United States)]

Source: Other Information: Thesis. UNCL. Orig. Receipt Date: 30-JUN-73

File Description: Medium: ED; Size: 114 p.

Access URL: http://www.osti.gov/scitech/servlets/purl/4545329

Fault Detection for Multibatch Dynamic Nonstationary Processes Using Dynamic CCA and Multibatch Benchmark Distance.

Authors: Feng, Liwei, Tian, Bin, Zhao, Chenhao, Cui, Zhenhao, Li, Yuan

Source: Asia-Pacific Journal of Chemical Engineering; Nov/Dec2025, Vol. 20 Issue 6, p1-14, 14p

Subject Terms: Fault diagnosis, Batch processing, Multivariate analysis, Chemical products manufacturing, Stochastic processes, Statistical models

A two-stage group stochastic preference analysis based on best-worst method.

Authors: Dai, Ning, Zhou, Ligang, Wu, Qun

Source: Applied Intelligence; Nov2024, Vol. 54 Issue 22, p11233-11247, 15p

Subject Terms: Group decision making, Monte Carlo method, Stochastic analysis, Decision making, Algorithms

The New GENDYN Program.

Authors: Hoffmann, Peter

Source: Computer Music Journal; Summer2000, Vol. 24 Issue 2, p31-38, 8p, 3 Diagrams

Subject Terms: Programming languages, Computer music, Software engineering, Stochastic analysis

American Option Valuation Under the Framework of CGMY Model with Regime-Switching Process.

Authors: Fan, Congyin, Gu, Xian-Ming, Dong, Shuhong, Yuan, Hua

Source: Computational Economics; Aug2025, Vol. 66 Issue 2, p1455-1479, 25p

Subject Terms: Finite difference method, Fractional differential equations, Derivative securities, Numerical calculations, Stochastic processes, Boundary value problems

Optimization system for workforce allocation for the ship hull section assembly process.

Authors: Skibińska, Klaudia

Source: Scientific Journals of The Maritime University of Szczecin / Zeszyty Naukowe Akademii Morskiej w Szczecinie; 2025, Vol. 153 Issue 81, p95-103, 9p

Subject Terms: Decision support systems, Mathematical optimization, Manufacturing processes, Evolutionary algorithms, Stochastic models, Discrete event simulation, Boat design & construction, Labor supply

Verifier's Dilemma in Proof-of-Work Public Blockchains: A Quantitative Analysis.

Authors: SMUSEVA, DARIA, MARIN, ANDREA, ROSSI, SABINA, VAN MOORSEL, AAD

Source: ACM Transactions on Modeling & Computer Simulation; Apr2025, Vol. 35 Issue 2, p1-24, 24p

Subject Terms: Markov processes, Stochastic processes, Bitcoin, Miners, Dilemma, Blockchains

Reliability modeling and optimal maintenance strategies for stochastically deteriorating systems with random degradation latency.

Authors: Dong, Wenjie, Cao, Yingsai, Zhang, Jingru

Source: Annals of Operations Research; Feb2025, Vol. 345 Issue 1, p105-124, 20p

Subject Terms: Poisson processes, Electric lines, Reliability in engineering, Stochastic processes, Cost