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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

The Impact of Light Availability on the Functional Traits of Quercus Robur L. and Acer Platanoides L. First-Year Seedlings by Direct and Indirect Methods. [PDF]

Integr Comp Biol
Blinkova O, Żytkowiak R, Jagodziński AM.   +2 more
europepmc   +1 more source

Leaf economic strategies drive global variation in phosphorus stimulation of terrestrial plant production. [PDF]

Nat Commun
Yang N, Zohner CM, Crowther TW, Feng J, Wu J, Chen X, Han W, Stocker BD, Hui D, Augusto L, Yue K, Hou E, Jiang M, Feng H, Chen Z, Wu W, Xing A, Chen C, Sardans J, Luo Y, Peñuelas J, Lambers H, Fang J, Yan Z.   +23 more
europepmc   +1 more source

Trait-mediated linkages and stocking rate thresholds in plant-community-soil feedbacks to long-term grazing in a <i>Stipa breviflora</i> desert steppe. [PDF]

Front Plant Sci
Li J, Feng Y, Li L, Zhang X, Fang M, Ye Q, Hao J, Han G.   +7 more
europepmc   +1 more source

Differences in functional traits of herbaceous plants in Sanjiang plain wetland under human disturbance gradient and their response strategies to environmental changes. [PDF]

Front Plant Sci
Meng Q, Liu Z, Guo N, Liu J.
europepmc   +1 more source

Leaf functional trait dataset of 93 dominant woody species from the central Western Ghats, India. [PDF]

Data Brief
Bhat M, Raghavendra S, Rajendiran G, Bhat VS, Pujari A, Pai V, Vastrad N, Kumara HN, Pandi V.   +8 more
europepmc   +1 more source

Wetland productivity and stability increase more with average plant size than with plant functional diversity. [PDF]

Nat Commun
Liu H, Xu J, Qi X, Xu X, Wu J, Li B, Nie M.   +6 more
europepmc   +1 more source

Relationships between leaf structural and functional traits of urban landscape plant species: implications for sustainable landscape planning. [PDF]

BMC Plant Biol
Ankaya F.
europepmc   +1 more source

Functional differentiation and adaptive responses of absorptive and transport roots in alpine grassland plants under nitrogen and phosphorus addition. [PDF]

Front Plant Sci
Du J, Li X, Sun Q, Yang L, Li Y, Dong S.
europepmc   +1 more source