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The application of uniform manifold approximation and projection (UMAP) for unconstrained ordination and classification of biological indicators in aquatic ecology

Year of publication

2022

Authors

Milošević, Djuradj; Medeiros, Andrew S.; Piperac, Milica Stojković; Cvijanović, Dušanka; Soininen, Janne; Milosavljević, Aleksandar; Predić, Bratislav

Organizations and authors

University of Helsinki

Soininen Janne

Publication type

Publication format

Article

Parent publication type

Journal

Article type

Original article

Audience

Scientific

Peer-reviewed

Peer-Reviewed

MINEDU's publication type classification code

A1 Journal article (refereed), original research

Publication channel information

Journal

Science of the Total Environment

Parent publication name

Science of the Total Environment

Volume

815

Article number

152365

ISSN

0048-9697

​Publication forum

66887

​Publication forum level

2

Open access

Open access in the publisher’s service

No

Self-archived

Yes

License of the self-archived publication

CC BY NC ND

Other information

Fields of science

Ecology, evolutionary biology

Keywords

[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

Publication country

Netherlands

Internationality of the publisher

International

Language

English

International co-publication

Yes

Co-publication with a company

No

DOI

10.1016/j.scitotenv.2021.152365

The publication is included in the Ministry of Education and Culture’s Publication data collection

Yes