On the (Mis)Use of Machine Learning With Panel Data
ABSTRACT We provide the first systematic assessment of data leakage issues in the use of machine learning on panel data. Our organising framework clarifies why neglecting the cross‐sectional and longitudinal structure of these data leads to hard‐to‐detect data leakage, inflated out‐of‐sample performance, and an inadvertent overestimation of the real ...
Augusto Cerqua +2 more
wiley +1 more source
Humans can find rhythm in randomly timed sounds. [PDF]
van der Werff J +3 more
europepmc +1 more source
Abstract The wide‐swath altimeter Surface Water and Ocean Topography (SWOT) provides unprecedented two‐dimensional sea‐level observations, whose ability to capture upper‐ocean dynamics requires assessment. The dynamically balanced signal and noise contributions in SWOT‐KaRIn Level‐3 (L3) sea level products are here originally quantified and contrasted ...
Margot Demol +9 more
wiley +1 more source
Modeling Brownian Motion as a Timelapse of the Physical, Persistent Trajectory. [PDF]
Cademartiri L.
europepmc +1 more source
Operational Markov matrix formulation for structures in continuum plasma models. [PDF]
Panday N, Sharma D.
europepmc +1 more source
Large-scale environmental DNA survey reveals niche axes of a regional coastal fish community. [PDF]
Osada Y +38 more
europepmc +1 more source
Modified Mann-Kendall with higher-order statistics for trend analysis. [PDF]
Then YJ, Abdul Halim S.
europepmc +1 more source
Opportunistic Gulls Infected by Antibiotic-Resistant Bacteria Show Contrasting Movement Behaviour. [PDF]
Martín-Vélez V +8 more
europepmc +1 more source
Modeling Substitution Rate Evolution across Lineages and Relaxing the Molecular Clock. [PDF]
Mello B, Schrago CG.
europepmc +1 more source
Stretching Out: Leopard Home-Range Expansion in Response to Suppressed Population Density in a Recovering Post-War Landscape. [PDF]
Briers-Louw WD +4 more
europepmc +1 more source

