Publications - Complex Networks, Machine Learning & Decision Theory

Zscheischler, J., Fischer, E. M., Lange, Stefan (2019): The effect of univariate bias adjustment on multivariate hazard estimates - Earth System Dynamics
Zhang, Y., Fan, Jingfang, Chen, X., Ashkenazy, Y., Havlin, S. (2019): Significant impact of Rossby waves on air pollution detected by network analysis - Geophysical Research Letters
Öztürk, Ugur, Malik, N., Cheung, K., Marwan, Norbert, Kurths, Jürgen (2019): A network-based comparative study of extreme tropical and frontal storm rainfall over Japan - Climate Dynamics
Wolf, Frederik, Kirsch, Catrin, Donner, Reik V. (2019): Edge directionality properties in complex spherical networks - Physical Review E
Runge, J., Nowack, P., Kretschmer, Marlene, Flaxman, S., Sejdinovic, D. (2019): Detecting and quantifying causal associations in large nonlinear time series datasets - Science Advances
Strnad, Felix, Barfuss, Wolfram, Donges, Jonathan Friedemann, Heitzig, Jobst (2019): Deep reinforcement learning in World-Earth system models to discover sustainable management strategies - Chaos
Piemontese, L., Fetzer, I., Rockström, Johan, Jaramillo, F. (2019): Future hydroclimatic impacts on Africa: Beyond the Paris Agreement - Earth's Future
Boers, Niklas, Goswami, Bedartha, Rheinwalt, A., Bookhagen, B., Hoskins, B., Kurths, Jürgen (2019): Complex networks reveal global pattern of extreme-rainfall teleconnections - Nature
Hilaire, Jérôme, Minx, J. C., Callaghan, M. W., Edmonds, J., Luderer, Gunnar, Nemet, G. F., Rogelj, J., del Mar Zamora, M. (2019): Negative emissions and international climate goals - learning from and about mitigation scenarios - Climatic Change
Ganzenmüller, Raphael, Pradhan, Prajal, Kropp, Jürgen P. (2019): Sectoral performance analysis of national greenhouse gas emission inventories by means of neural networks - Science of the Total Environment
Fan, Jingfang, Meng, Jun, Saberi, A. A. (2019): Percolation framework of the Earth's topography - Physical Review E
Bera, B. K., Rakshit, S., Ghosh, D., Kurths, Jürgen (2019): Spike chimera states and firing regularities in neuronal hypernetworks - Chaos
Guo, S., Zhou, D., Fan, Jingfang, Tong, Q., Zhu, T., Lv, W., Li, D., Havlin, S. (2019): Identifying the most influential roads basedon traffic correlation networks - European Physical Journal - Data Science
Vantuch, T., Zelinka, I., Adamatzky, A., Marwan, Norbert (2019): Perturbations and phase transitions in swarm optimization algorithms - Natural Computing
Di Capua, Giorgia, Kretschmer, Marlene, Runge, J., Alessandri, A., Donner, Reik V., van den Hurk, B., Vellore, R., Krishnan, R., Coumou, Dim (2019): Long-lead statistical forecasts of the Indian Summer Monsoon rainfall based on causal precursors - Weather and Forecasting
Kretschmer, Marlene, Coumou, Dim, Agel, L., Barlow, M., Tziperman, E., Cohen, J. (2018): More-persistent weak stratospheric polar vortex states linked to cold extremes - Bulletin of the American Meteorological Society
Fan, Jingfang, Meng, Jun, Ashkenazy, Y., Havlin, S., Schellnhuber, Hans Joachim (2018): Climate network percolation reveals the expansion and weakening of the tropical component under global warming - Proceedings of the National Academy of Sciences of the United States of America (PNAS)
Kretschmer, Marlene, Cohen, J., Matthias, Vivien, Runge, J., Coumou, Dim (2018): The different stratospheric influence on cold-extremes in Eurasia and North America - npj Climate and Atmospheric Science
Boaretto, B. R. R., Budzinski, R. C., Prado, T. L., Kurths, Jürgen, Lopes, Sergio Roberto (2018): Neuron dynamics variability and anomalous phase synchronization of neural networks - Chaos
Boaretto, B. R. R., Budzinski, R. C., Prado, T. L., Kurths, Jürgen, Lopes, Sergio Roberto (2018): Suppression of anomalous synchronization and nonstationary behavior of neural network under small-world topology - Physica A-Statistical Mechanics and its Applications
Botta, Nicola, Jansson, P., Ionescu, C. (2018): The impact of uncertainty on optimal emission policies - Earth System Dynamics
Ward, Hauke, Wenz, Leonie, Steckel, Jan Christoph, Minx, Jan C. (2018): Truncation error estimates in process life cycle assessment using input-output analysis - Journal of Industrial Ecology
Yang, Y.-X., Gao, Z.-K., Wang, X.-M., Li, Y.-L., Han, J.-W., Marwan, Norbert, Kurths, Jürgen (2018): A recurrence quantification analysis-based channel-frequency convolutional neural network for emotion recognition from EEG - Chaos