SPATIO-TEMPORAL HYPOTHESIS TESTING IN MODEL RESIDUALS

Spatio-temporal models add complexity, but not necessarily value, to some climate analyses. To con?rm the presence of spatio-temporal dependence, a hypothesis test should be conducted. The Space-Time Index is one statistic to detect such dependence; this statistic is simple, easily interpretable, and used in several disciplines. In an application to Indian monsoon precipitation thresholds, residuals from logit-normal mixed models were tested for spatio-temporal dependence. No evidence of dependence was detected in high thresholds.

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Publication Details

Journal
Maryland Shared Open Access Repository (USMAI Consortium)
Published
2025-09-01
DOI
https://doi.org/10.13016/m21crr-lejb
Primary Topic
Climate variability and models
Type
article
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article

SPATIO-TEMPORAL HYPOTHESIS TESTING IN MODEL RESIDUALS

Lindsey R. Dietz, Snigdhansu Chatterjee
Maryland Shared Open Access Repository (USMAI Consortium)
Climate variability and models
article

SPATIO-TEMPORAL HYPOTHESIS TESTING IN MODEL RESIDUALS

Lindsey R. Dietz, Snigdhansu Chatterjee
article en

Abstract

Spatio-temporal models add complexity, but not necessarily value, to some climate analyses. To con?rm the presence of spatio-temporal dependence, a hypothesis test should be conducted. The Space-Time Index is one statistic to detect such dependence; this statistic is simple, easily interpretable, and used in several disciplines. In an application to Indian monsoon precipitation thresholds, residuals from logit-normal mixed models were tested for spatio-temporal dependence. No evidence of dependence was detected in high thresholds.

Maryland Shared Open Access Repository (USMAI Consortium)
Climate action
Openalex Percentile: Top 29%
Climate variability and models
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SPATIO-TEMPORAL HYPOTHESIS TESTING IN MODEL RESIDUALS — Lindsey R. Dietz, Snigdhansu Chatterjee · Maryland Shared Open Access Repository (USMAI Consortium) (2025) | TGRS Research Map | TGRS