O'brien, Duncan a ; Deb, Smita ; Sidheekh, Sahil... O'brien , D A , Deb , S , Sidheekh , S , Krishnan , N C , Sharathi dutta , P & Clements , C F 2023 , ' EWSmethods : an R package to forecast tipping points at the community level using early warning signals, resilience measures, and machine learning models ' , Ecography , vol. 2023 , no. 10 , e06674 . https://doi.org/10.1111/ecog.06674.
,
2023
O'Brien, Duncan A ; Deb, Smita ; Gal, Gideon... O'Brien , D A , Deb , S , Gal , G , Thackeray , S J , Dutta , P S , Matsuzaki , S S , May , L & Clements , C F 2023 , ' Early warning signals have limited applicability to empirical lake data ' , Nature Communications , vol. 14 , 7942 . https://doi.org/10.1038/s41467-023-43744-8.
,
2023
Deb, Smita ; Sidheekh, Sahil ; Clements, Christopher F.. Deb , S , Sidheekh , S , Clements , C F , Krishnan , N C & Dutta , P S 2022 , ' Machine learning methods trained on simple models can predict critical transitions in complex natural systems ' , Royal Society Open Science , vol. 9 , no. 2 , 211475 . https://doi.org/10.1098/rsos.211475.
,
2022
