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ZENODO
Dataset . 2025
License: CC BY
Data sources: ZENODO
ZENODO
Dataset . 2025
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2025
License: CC BY
Data sources: Datacite
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Unveiling Nonlinear Ecological Dynamics in Marine Soundscapes with Explainable AI

Authors: Siddagangaiah, Shashidhar;

Unveiling Nonlinear Ecological Dynamics in Marine Soundscapes with Explainable AI

Abstract

A curated sample dataset sufficient to reproduce the workflow is provided as Sample_data.csv (2018 monitored) The complete, all-in-one analysis notebook is provided as XAI_SC.ipynb (Optuna tuning → XGBoost training → SHAP interpretation → figure/table export). A short user guide with environment details, expected columns, and run instructions is included as Readme_XAI_Soundscape.rtf. These files are supplied as supplementary materials with the manuscript. The full 2014–2018 raw PAM archive can be shared upon reasonable request to the author and subject to institutional/data-provider permissions. All code needed to regenerate the results from the sample dataset is contained in the notebook.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average