Decision, Inference, and Information: Formal Equivalences Under Active Inference. [PDF]
Sweeney P, Ruiz-Serra J, Harré MS.
europepmc +1 more source
Financial Time Series Uncertainty: A Review of Probabilistic AI Applications
ABSTRACT Probabilistic machine learning models offer a distinct advantage over traditional deterministic approaches by quantifying both epistemic uncertainty (stemming from limited data or model knowledge) and aleatoric uncertainty (due to inherent randomness in the data), along with full distributional forecasts.
Sivert Eggen +4 more
wiley +1 more source
Toward Graph-Based Decoding of Tumor Evolution: Spatial Inference of Copy Number Variations. [PDF]
Zhang Y +5 more
europepmc +1 more source
The Monetary Policy–Commodities Nexus: A Survey
ABSTRACT This survey synthesizes evidence on the bidirectional links between commodity markets and monetary policy. On the commodities‐to‐policy side, we review how shocks to energy, food, and metals pass through to inflation, inflation expectations, economic activity, and financial stability in state‐dependent ways that vary by shock type, exposure ...
Martin T. Bohl +2 more
wiley +1 more source
Depression links to unstable resting-state brain dynamics: insights from hidden markov models and functional network variability. [PDF]
Geng L +7 more
europepmc +1 more source
Modeling eye gaze velocity trajectories using GANs with spectral loss for enhanced fidelity. [PDF]
Bhandari S +5 more
europepmc +1 more source
Gaussian mixture model for enhancing the quality of transmission estimation in optical networks: a machine learning approach. [PDF]
Sahu S, Clement JC.
europepmc +1 more source
A sticky Poisson Hidden Markov Model for solving the problem of over-segmentation and rapid state switching in cortical datasets. [PDF]
Li T, Camera G.
europepmc +1 more source
A tutorial on pharmacometric Markov models. [PDF]
Ooi QX, Plan E, Bergstrand M.
europepmc +1 more source
Intrinsic and Measured Information in Separable Quantum Processes. [PDF]
Gier D, Crutchfield JP.
europepmc +1 more source

