Spatiotemporal clustering using Gaussian processes embedded in a mixture model

Jarno Vanhatalo; Scott D. Foster; Geoffrey R. Hosack

doi:10.1002/env.2681

Spatiotemporal clustering using Gaussian processes embedded in a mixture model

Jarno Vanhatalo, Scott D. Foster, Geoffrey R. Hosack

Research output: Contribution to journal › Article › Scientific › peer-review

Original language	English
Journal	Environmetrics
Volume	32
Issue number	7
Number of pages	19
ISSN	1180-4009
DOIs	https://doi.org/10.1002/env.2681
Publication status	Published - Nov 2021
MoE publication type	A1 Journal article-refereed

Fields of Science

clustering
community ecology
Gaussian process
Laplace approximation
mixture
regions of common profiles
spatial
spatiotemporal
DEMERSAL FISH
SPATIAL DATA
CLASSIFICATION
INFERENCE
SELECTION
111 Mathematics

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10.1002/env.2681Licence: CC BY

env.2681Final published version, 3.5 MBLicence: CC BY

Multivariate Gaussian processes for hierarchical modelling of species distributions
Vanhatalo, J. (Project manager), Kaurila, K. (Participant) & Numminen, S. (Participant)
Suomen Akatemia Projektilaskutus
01/09/2018 → 31/08/2022
Project: Research project

Cite this

@article{eae6f53516204820a87870d1ea5e5f5d,

title = "Spatiotemporal clustering using Gaussian processes embedded in a mixture model",

keywords = "clustering, community ecology, Gaussian process, Laplace approximation, mixture, regions of common profiles, spatial, spatiotemporal, DEMERSAL FISH, SPATIAL DATA, CLASSIFICATION, INFERENCE, SELECTION, 111 Mathematics",

author = "Jarno Vanhatalo and Foster, {Scott D.} and Hosack, {Geoffrey R.}",

year = "2021",

month = nov,

doi = "10.1002/env.2681",

language = "English",

volume = "32",

journal = "Environmetrics",

issn = "1180-4009",

publisher = "John Wiley and Sons Ltd",

number = "7",

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TY - JOUR

T1 - Spatiotemporal clustering using Gaussian processes embedded in a mixture model

AU - Vanhatalo, Jarno

AU - Foster, Scott D.

AU - Hosack, Geoffrey R.

PY - 2021/11

Y1 - 2021/11

KW - clustering

KW - community ecology

KW - Gaussian process

KW - Laplace approximation

KW - mixture

KW - regions of common profiles

KW - spatial

KW - spatiotemporal

KW - DEMERSAL FISH

KW - SPATIAL DATA

KW - CLASSIFICATION

KW - INFERENCE

KW - SELECTION

KW - 111 Mathematics

U2 - 10.1002/env.2681

DO - 10.1002/env.2681

M3 - Article

SN - 1180-4009

VL - 32

JO - Environmetrics

JF - Environmetrics

IS - 7

ER -

Spatiotemporal clustering using Gaussian processes embedded in a mixture model

Fields of Science

Access to Document

Projects

Multivariate Gaussian processes for hierarchical modelling of species distributions

Cite this