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40 results found.

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Physics-informed machine learning
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Text / resource
George Em Karniadakis; Ioannis G. Kevrekidis; Lu Lu; Paris Perdikaris; Sifan Wang; Liu Yang · Nature Reviews Physics · 2021
Subjects / keywords: Computer science; Artificial intelligence; Machine learning; Multiphysics; Inference; Artificial neural network; Physical law; Field (mathematics); Discretization; Kernel method; Deep learning; Theoretical computer scien...
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Physics-informed neural networks: A deep learning framework for solving forward and inverse problems involving nonlinear partial differential equations
Article
Article
Maziar Raissi; Paris Perdikaris; George Em Karniadakis · Journal of Computational Physics · 2018
Subjects / keywords: Partial differential equation; Nonlinear system; Artificial neural network; Context (archaeology); Inverse problem; Partial derivative; Computer science; Automatic differentiation; Applied mathematics; Physical law; Math...
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Predicting phase inversion in agitated dispersions with machine learning algorithms
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Article
Maffi, Juan M. et al · RI ITBA · 2021 · ISSN 0098-6445
"In agitated systems, the phase inversion (PI) phenomenon – the mechanism by which a dispersed phase becomes the continuous one – has been studied extensively in an empirical manner and few models have been put for...
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Open Access
The teacher acting as mediator in new technologies use: a case study in physics teaching
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Text / resource
Almeida Valiati, Eliane Regina de et al · SEDICI UNLP · 2005
Nowadays, the new technologies challenge the educational practices. When teachers face this new teaching and learning pattern they need to adopt a different attitude: of a mediator, in which one its main role is to exper...
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Open Access
Review of Particle Physics
Article
Article
Particle Data Group; Ronald Workman; Volker Burkert; V. Credé; E. Klempt; U. Thoma; L. Tiator; Kaustubh Agashe · Progress of Theoretical and Experimental Physics · 2022
Abstract The Review summarizes much of particle physics and cosmology. Using data from previous editions, plus 2,143 new measurements from 709 papers, we list, evaluate, and average measured properties of gauge bosons an...
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Fractional Brownian Motions, Fractional Noises and Applications
Article
Article
Benoît B. Mandelbrot; John W. Van Ness · SIAM Review · 1968
Previous article Next article Fractional Brownian Motions, Fractional Noises and ApplicationsBenoit B. Mandelbrot and John W. Van NessBenoit B. Mandelbrot and John W. Van Nesshttps://doi.org/10.1137/1010093PDFBibTexSecti...
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Material complementario
Graph neural networks: A review of methods and applications
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Article
Jie Zhou; Ganqu Cui; Shengding Hu; Zhengyan Zhang; Cheng Yang; Zhiyuan Liu; Lifeng Wang; Changcheng Li · AI Open · 2020
Lots of learning tasks require dealing with graph data which contains rich relation information among elements. Modeling physics systems, learning molecular fingerprints, predicting protein interface, and classifying dis...
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Material complementario
LAMMPS - a flexible simulation tool for particle-based materials modeling at the atomic, meso, and continuum scales
Article
Article
Aidan P. Thompson; Hasan Metin Aktulga; Richard Berger; Dan Bolintineanu; William M. Brown; Paul Crozier; Pieter J. in ’t Veld; Axel Kohlmeyer · Computer Physics Communications · 2021
Since the classical molecular dynamics simulator LAMMPS was released as an open source code in 2004, it has become a widely-used tool for particle-based modeling of materials at length scales ranging from atomic to mesos...
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Deep Reinforcement Learning with Double Q-Learning
Article
Article
Hado van Hasselt; Arthur Guez; David Silver · OpenAlex · 2016
The popular Q-learning algorithm is known to overestimate action values under certain conditions. It was not previously known whether, in practice, such overestimations are common, whether they harm performance, and whet...
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Texto completo
Does Active Learning Work? A Review of the Research
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Text / resource
Michael J. Prince · Journal of Engineering Education · 2004
Abstract This study examines the evidence for the effectiveness of active learning. It defines the common forms of active learning most relevant for engineering faculty and critically examines the core element of each me...
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Organizational Learning and Communities-of-Practice: Toward a Unified View of Working, Learning, and Innovation
Article
Article
John Seely Brown; Paul Duguid · Organization Science · 1991
Recent ethnographic studies of workplace practices indicate that the ways people actually work usually differ fundamentally from the ways organizations describe that work in manuals, training programs, organizational cha...
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Organizational Learning: A Theory of Action Perspective
Article
Article
Ch. Argyris; Donald A. Schön · Revista Española de Investigaciones Sociológicas · 1997
Ch. Argyris, D. A. Schön, Organizational Learning: A Theory of Action Perspective, Reis: Revista Española de Investigaciones Sociológicas, No. 77/78, Monográfico sobre la Formación y las Organizaciones (Jan. - Jun.,...
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Material complementario
Q-learning
Article
Article
Christopher J. Watkins; Peter Dayan · Machine Learning · 1992
Subjects / keywords: Sketch; Action (physics); Markov process; Markov decision process; Convergence (economics); Computer science; Q-learning; Simple (philosophy); Mathematical optimization; Dynamic programming; Artificial intelligence; Math...
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Página del recurso
A Review of Recurrent Neural Networks: LSTM Cells and Network Architectures
Article
Article
Yong Yu; Xiaosheng Si; Changhua Hu; Jianxun Zhang · Neural Computation · 2019
Recurrent neural networks (RNNs) have been widely adopted in research areas concerned with sequential data, such as text, audio, and video. However, RNNs consisting of sigma cells or tanh cells are unable to learn the re...
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<i>Hydrodynamic and Hydromagnetic Stability</i>
Article
Article
S. Chandrasekhar; J. Gillis · Physics Today · 1962
Subjects / keywords: Mechanics; Stability (learning theory); Physics; Classical mechanics; Computer science; Machine learning
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Aerosol and Surface Stability of SARS-CoV-2 as Compared with SARS-CoV-1
Text / resource
Text / resource
Neeltje van Doremalen; Trenton Bushmaker; Dylan H. Morris; Myndi G. Holbrook; Amandine Gamble; Brandi N. Williamson; Azaibi Tamin; Jennifer L. Harcourt · New England Journal of Medicine · 2020
Aerosol and Surface Stability of SARS-CoV-2 In this research letter, investigators report on the stability of SARS-CoV-2 and SARS-CoV-1 under experimental conditions. The viability of the two virus...
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Anomaly detection
Text / resource
Text / resource
Varun Chandola; Arindam Banerjee; Vipin Kumar · ACM Computing Surveys · 2009
Anomaly detection is an important problem that has been researched within diverse research areas and application domains. Many anomaly detection techniques have been specifically developed for certain application domains...
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Dynamic mode decomposition of numerical and experimental data
Article
Article
Peter J. Schmid · Journal of Fluid Mechanics · 2010
The description of coherent features of fluid flow is essential to our understanding of fluid-dynamical and transport processes. A method is introduced that is able to extract dynamic information from flow fields that ar...
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Electron-energy-loss spectra and the structural stability of nickel oxide: An LSDA+U study
Article
Article
S. L. Dudarev; Gianluigi A. Botton; Sergey Y. Savrasov; C. J. Humphreys; Adrian P. Sutton · Physical review. B, Condensed matter · 1998
We demonstrate how by taking better account of electron correlations in the $3d$ shell of metal ions in nickel oxide it is possible to improve the description of both electron energy loss spectra and parameters character...
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Finite-time Analysis of the Multiarmed Bandit Problem
Article
Article
Peter Auer; Nicolò Cesa‐Bianchi; Paul Fischer · Machine Learning · 2002
Subjects / keywords: Regret; Dilemma; Reinforcement learning; Logarithm; Mathematical optimization; Computer science; Mathematical economics; Action (physics); Bounded function; Simple (philosophy); Mathematics; Artificial intelligence
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Ground State of the Electron Gas by a Stochastic Method
Article
Article
David M. Ceperley; B. J. Alder · Physical Review Letters · 1980
An exact stochastic simulation of the Schroedinger equation for charged bosons and fermions has been used to calculate the correlation energies, to locate the transitions to their respective crystal phases at zero temper...
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Judgment under Uncertainty: Heuristics and Biases
Article
Article
Amos Tversky; Daniel Kahneman · OpenAlex · 1975
Subjects / keywords: Representativeness heuristic; Heuristics; Class (philosophy); Computer science; Process (computing); Object (grammar); Event (particle physics); Value (mathematics); Artificial intelligence; Psychology; Machine learning;...
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Judgment under Uncertainty: Heuristics and Biases
Article
Article
Amos Tversky; Daniel Kahneman · Science · 1974
This article described three heuristics that are employed in making judgments under uncertainty: (i) representativeness, which is usually employed when people are asked to judge the probability that an object or event A ...
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Markov Chain Monte Carlo in Practice
Book
Book
Walter R. Gilks; Sylvia Richardson; David J. Spiegelhalter · OpenAlex · 1995
In a family study of breast cancer, epidemiologists in Southern California increase the power for detecting a gene-environment interaction. In Gambia, a study helps a vaccination program reduce the incidence of Hepatitis...
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