Causal‐Guided Ultra‐Long‐Term Time Series Forecasting Via Anticipated Covariates
Often treated as unknown, information from the future remains underutilized.We demonstrate that in a coupled dynamical system, providing the future state of the effect enables accurate forecasting of the cause for a long timesteps. A time series forecasting paradigm that introduces anticipated covariates to represent such known future states is ...
Jintong Zhao +4 more
wiley +1 more source
Forced oscillation response of the dynamic surface tension of molten titanium. [PDF]
Yu Z +5 more
europepmc +1 more source
Polarization Dynamics in Ferroelectrics: Insights Enabled by Machine Learning Molecular Dynamics
Machine learning molecular dynamics is presented as a route to capture polarization switching, domain wall kinetics, topological polar textures, and polar mechanical coupling beyond the limits of conventional atomistic methods. This Perspective surveys recent progress and identifies key methodological directions, including long‐range electrostatics ...
Dongyu Bai +3 more
wiley +1 more source
Spatial Suitability of Peste des Petits Ruminants in North Africa Using Machine-Learning Ecological Niche Modeling. [PDF]
Imanbayeva D +3 more
europepmc +1 more source
Forecasting daily bathtub-drowning mortality in Japan: a comparative analysis of statistical, machine learning, and deep learning approaches. [PDF]
Tai Y, Obayashi K, Yamagami Y, Saeki K.
europepmc +1 more source
Thermoacoustic wave propagation in hydrodynamic poroelastic media with temperature-dependent thermal conductivity. [PDF]
Alshehri AM, Lotfy K.
europepmc +1 more source
Tree-based machine learning methods for predicting vehicle insurance claim size. [PDF]
Terefe EM, Aga MA.
europepmc +1 more source
The quantile domain volatility shock transmission between carbon emission trading system and European emerging stock markets: Practical implications for portfolio optimization. [PDF]
Aljughaiman AA +3 more
europepmc +1 more source
Projecting long-term excess risks of major infectious diseases associated with future extreme weather events in Thailand. [PDF]
Choo ELW +6 more
europepmc +1 more source

