Many shades of causality analysis in Earth Sciences: Methods, challenges and applications
Convener:
Milan Palus
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Co-conveners:
Aditi Kathpalia,
Marlene Kretschmer,
Evgenia Galytska,
Rebecca Herman,
Fernando Iglesias-Suarez,
Stéphane Vannitsem
Orals
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Thu, 18 Apr, 16:15–18:00 (CEST) Room N2
Posters on site
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Attendance Thu, 18 Apr, 10:45–12:30 (CEST) | Display Thu, 18 Apr, 08:30–12:30 Hall X3
Posters virtual
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Attendance Thu, 18 Apr, 14:00–15:45 (CEST) | Display Thu, 18 Apr, 08:30–18:00 vHall X3
The session welcomes contributions discussing these diverse approaches to causality analysis in Earth sciences, with an emphasis on comparative discussions. Learning causal relationships from Earth system data is vital for understanding complex dynamics, predicting changes, and informing strategies. This session invites innovative approaches and case studies employing causal inference techniques across Earth sciences, fostering interdisciplinary discussions and encouraging the development of robust causal analysis frameworks. Topics include causal discovery methods, causal effect estimation, applications of causal inference to climate change, causal modeling, network analysis, and addressing challenges and limitations in applying causal inference to Earth system science.
16:15–16:20
5-minute convener introduction
16:20–16:30
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EGU24-20548
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solicited
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Highlight
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On-site presentation
16:30–16:40
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EGU24-2948
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solicited
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Highlight
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Virtual presentation
17:00–17:10
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EGU24-4315
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On-site presentation
17:10–17:20
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EGU24-2618
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Highlight
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Virtual presentation
17:20–17:30
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EGU24-20353
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On-site presentation
17:30–17:40
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EGU24-17312
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ECS
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On-site presentation
17:40–17:50
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EGU24-19242
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ECS
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On-site presentation
17:50–18:00
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EGU24-21883
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Highlight
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On-site presentation
X3.17
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EGU24-4751
Assesing causal dependencies between climate indices using pseudo transfer entropy
(withdrawn)
X3.18
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EGU24-14429
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ECS
X3.25
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EGU24-15950
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ECS
X3.26
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EGU24-14621
Unraveling the Complex Causal Relationship between Soil Moisture and Air Temperature Anomalies: A Comparative Analysis of Linear and Nonlinear Granger Causality
(withdrawn after no-show)
X3.33
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EGU24-12694
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ECS
Estimating the causal effect of temperature on ozone air pollution
(withdrawn)