References & Scientific Literature
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Predicting Risk of Inadequate Micronutrient Intake with Transferable Machine Learning Models
Voukelatou, V., Tang, K., Lauzana, I., Jangid, M., Martini, G., de Pee, S., Knight, F., & Piovani, D. (2026)
Scientific Reportsdoi:10.1038/s41598-025-26179-7
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ennemi: Non-linear Correlation Detection with Mutual Information
Laarne, P., Zaidan, M. A., & Nieminen, T. (2021)
SoftwareXdoi:10.1016/j.softx.2021.100686
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Time-Series Clustering – A Decade Review
Aghabozorgi, S., Shirkhorshidi, A. S., & Wah, T. Y. (2015)
Information Systemsdoi:10.1016/j.is.2015.04.007
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BERTopic: Neural Topic Modeling with a Class-Based TF-IDF Procedure
Grootendorst, M. (2022)
arXiv PreprintarXiv:2203.05794
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GLiNER: Generalist Model for Named Entity Recognition using Bidirectional Transformer
Zaratiana, U., Tomeh, N., Holat, P., & Charnois, T. (2023)
arXiv PreprintarXiv:2311.08526
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Measuring Information Transfer
Schreiber, T. (2000)
Physical Review Lettersdoi:10.1103/PhysRevLett.85.461
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Symbolic Transfer Entropy
Staniek, M., & Lehnertz, K. (2008)
Physical Review Lettersdoi:10.1103/PhysRevLett.100.158101
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Understanding Peace Through the World News
Voukelatou, V., Miliou, I., Giannotti, F., & Pappalardo, L. (2022)
EPJ Data Sciencedoi:10.1140/epjds/s13688-022-00315-z
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Forecasting Trends in Food Security with Real Time Data
Herteux, J., Räth, C., Martini, G., Baha, A., Koupparis, K., Lauzana, I., & Piovani, D. (2024)
Communications Earth & Environmentdoi:10.1038/s43247-024-01698-9
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On the Forecastability of Food Insecurity
Foini, P., Tizzoni, M., Martini, G., Paolotti, D., & Omodei, E. (2023)
Scientific Reportsdoi:10.1038/s41598-023-29700-y
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Forecasting Transitions in the State of Food Security with Machine Learning Using Transferable Features
Westerveld, J. J. L., van den Homberg, M. J. C., Nobre, G. G., van den Berg, D. L. J., Teklesadik, A. D., & Stuit, S. M. (2021)
Science of the Total Environmentdoi:10.1016/j.scitotenv.2021.147366
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Potential and Limitations of Machine Learning Modeling for Forecasting Acute Food Insecurity
Machefer, M., Thomas, A.-C., Meroni, M., Veiga Lopez Pena, J. M., Ronco, M., Corbane, C., & Rembold, F. (2025)
Global Food Securitydoi:10.1016/j.gfs.2025.100859