Statistical modeling of Peromyscus maniculatus (deer mouse) amounts per trap with spatiotemporal data

The North American deer mice (Peromyscus maniculatus) have been used as an environmental change indicator in North America. Since precipitation and temperature changes affect plant productivity and deer mouse habitats, they are substantial factors of deer mouse population radical variations. Therefo...

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Published inJapanese journal of statistics and data science Vol. 6; no. 2; pp. 847 - 860
Main Authors Huang, Hsin-Hsiung, He, Qing
Format Journal Article
LanguageEnglish
Published Singapore Springer Nature Singapore 01.11.2023
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Abstract The North American deer mice (Peromyscus maniculatus) have been used as an environmental change indicator in North America. Since precipitation and temperature changes affect plant productivity and deer mouse habitats, they are substantial factors of deer mouse population radical variations. Therefore, modeling their association is important for monitoring dynamic changes of the deer mouse amounts per trap and relationships among weather variables such as precipitation, maximum and minimum temperatures. We acquired the National Ecological Observatory Network (NEON) data of deer mouse monthly amounts in traps for 2013 through 2022 in the contiguous United States from long-term study sites maintained for monitoring spatial differences and temporal changes in populations. We categorize the contiguous United States into six regions associated with climates. The proposed method identifies important factors of temperature and precipitation seasonal patterns with the month and year temporal effect interacting with the proposed climate-related regions.
AbstractList The North American deer mice (Peromyscus maniculatus) have been used as an environmental change indicator in North America. Since precipitation and temperature changes affect plant productivity and deer mouse habitats, they are substantial factors of deer mouse population radical variations. Therefore, modeling their association is important for monitoring dynamic changes of the deer mouse amounts per trap and relationships among weather variables such as precipitation, maximum and minimum temperatures. We acquired the National Ecological Observatory Network (NEON) data of deer mouse monthly amounts in traps for 2013 through 2022 in the contiguous United States from long-term study sites maintained for monitoring spatial differences and temporal changes in populations. We categorize the contiguous United States into six regions associated with climates. The proposed method identifies important factors of temperature and precipitation seasonal patterns with the month and year temporal effect interacting with the proposed climate-related regions.
Author Huang, Hsin-Hsiung
He, Qing
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Keywords Climate
Precipitation
Temperature
Gaussian process
Habitat
Biodiversity
Deer mouse
Spatial and temporal correlation
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Snippet The North American deer mice (Peromyscus maniculatus) have been used as an environmental change indicator in North America. Since precipitation and temperature...
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SubjectTerms Chemistry and Earth Sciences
Computer Science
Economics
Finance
Health Sciences
Humanities
Insurance
Law
Management
Mathematics and Statistics
Medicine
Original Paper
Physics
Statistical Theory and Methods
Statistics
Statistics and Computing/Statistics Programs
Statistics for Business
Statistics for Engineering
Statistics for Life Sciences
Statistics for Social Sciences
Title Statistical modeling of Peromyscus maniculatus (deer mouse) amounts per trap with spatiotemporal data
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