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Financial Time Series Uncertainty: A Review of Probabilistic AI Applications

Journal of Economic Surveys, Volume 40, Issue 2, Page 915-953, April 2026.
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, Tord Johan Espe, Kristoffer Grude, Morten Risstad, Rickard Sandberg   +4 more
wiley   +1 more source

Design of a novel robust adaptive fractional-order model predictive controller for boost converter using grey wolf optimization algorithm. [PDF]

Sci Rep
Peng C, Ghamari SM, Mollaee H, Rezaei O.
europepmc   +1 more source

Robust optimization for smart demand side management in microgrids using robotic process automation and grey wolf optimization. [PDF]

Sci Rep
Chen B, Li Z, Liu B, Fan H, Zhong Q.
europepmc   +1 more source

Electrical Equivalent Circuit Parameter Estimation of Commercial Induction Machines Using an Enhanced Grey Wolf Optimization Algorithm. [PDF]

Biomimetics (Basel)
Manoharan P, Ravichandran S, Siva Kumar JSV, Abdullah M, Ching Sin T, Tengku Hashim TJ.   +5 more
europepmc   +1 more source

Fractal and chaotic map-enhanced grey wolf optimization for robust fire detection in deep convolutional neural networks. [PDF]

Sci Rep
Bouteraa Y, Khishe M.
europepmc   +1 more source

Application of a grey wolf optimization-enhanced convolutional neural network and bidirectional gated recurrent unit model for credit scoring prediction. [PDF]

PLoS One
Fang Y.
europepmc   +1 more source

Improved feature reduction framework for sign language recognition using autoencoders and adaptive Grey Wolf Optimization. [PDF]

Sci Rep
Goel R, Bansal S, Gupta K.
europepmc   +1 more source

Image Segmentation Based on the Optimized K-Means Algorithm with the Improved Hybrid Grey Wolf Optimization: Application in Ore Particle Size Detection. [PDF]

Sensors (Basel)
Chai X, Wu Z, Li W, Fan H, Sun X, Xu J.
europepmc   +1 more source

Enhanced Grey Wolf Optimization (EGWO) and random forest based mechanism for intrusion detection in IoT networks. [PDF]

Sci Rep
Alqahtany SS, Shaikh A, Alqazzaz A.
europepmc   +1 more source

Chain hybrid feature selection algorithm based on improved Grey Wolf Optimization algorithm. [PDF]

PLoS One
Bai X, Zheng Y, Lu Y, Shi Y.
europepmc   +1 more source