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Markov Chains and Monte Carlo Methods

TopicLeading institutions, researchers & key papers

Markov Chains and Monte Carlo Methods is a topic indexed in PICO Portal from OpenAlex.

What is known about Markov Chains and Monte Carlo Methods?

PICO Portalrecord summary

This cluster of papers focuses on the application of Bayesian Monte Carlo methods, such as Markov Chain Monte Carlo (MCMC), Approximate Bayesian Computation, and Hamiltonian Monte Carlo, in scientific inference for inverse problems, model selection, and statistical estimation. It also explores adaptive MCMC algorithms and stochastic gradient Langevin dynamics for efficient parameter inference and approximation algorithms.

How many works does Markov Chains and Monte Carlo Methods have?

PICO Portalindexed works

Markov Chains and Monte Carlo Methods has 34,389 works in the PICO Portal index. The count is the OpenAlex total, not the number of papers listed on this page.

How many citations does Markov Chains and Monte Carlo Methods have?

PICO Portalcitation count

Markov Chains and Monte Carlo Methods has 436,706 citations in the OpenAlex counts PICO Portal stores.

What is the OpenAlex record for Markov Chains and Monte Carlo Methods?

PICO Portalopenalex

The OpenAlex for Markov Chains and Monte Carlo Methods is on the source record.

Who are the most-cited researchers behind Markov Chains and Monte Carlo Methods?

PICO Portaltop researchers by citations
1
Yoshua Bengio · Neural Networks and Applications
1,290 works476,190 citations
2
Geoffrey E. Hinton · Neural Networks and Applications
385 works451,920 citations
3
Amos Tversky · Decision-Making and Behavioral Economics
289 works328,389 citations
4
Michael I. Jordan · Bayesian Methods and Mixture Models
1,194 works182,015 citations
5
Peter Donnelly · Genetic Associations and Epidemiology
435 works173,833 citations

Where is Markov Chains and Monte Carlo Methods research published, and who funds it?

PICO Portalvenues & funding sources

TOP JOURNALS

No journal data available yet.

TOP FUNDERS

National Science Foundation—
NIH—
Wellcome Trust—
European Research Council—
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