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Comparison of Six Methods for the Detection of Causality in a Bivariate Time Series

  1. 1.
    0489765 - ÚI 2019 RIV US eng J - Journal Article
    Krakovská, A. - Jakubík, J. - Chvosteková, M. - Coufal, David - Jajcay, Nikola - Paluš, Milan
    Comparison of Six Methods for the Detection of Causality in a Bivariate Time Series.
    Physical Review E. Roč. 97, č. 4 (2018), č. článku 042207. ISSN 2470-0045. E-ISSN 2470-0053
    R&D Projects: GA MZd(CZ) NV15-33250A
    Institutional support: RVO:67985807
    Keywords : comparative study * causality detection * bivariate models * Granger causality * transfer entropy * convergent cross mappings
    OECD category: Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
    Impact factor: 2.353, year: 2018
    https://journals.aps.org/pre/abstract/10.1103/PhysRevE.97.042207

    Cited: 16

    --- PUKENAS, K. Inferring causality from highly noisy uni-directionally coupled chaotic oscillators with small frequency mismatch. JOURNAL OF MEASUREMENTS IN ENGINEERING. ISSN 2335-2124, JUN 2019, vol. 7, no. 2, p. 67-73. [WOS]
    --- DIEGO, D. - HAAGA, K.A. - HANNISDAL, B. Transfer entropy computation using the Perron-Frobenius operator. PHYSICAL REVIEW E. ISSN 2470-0045, APR 19 2019, vol. 99, no. 4. [WOS]
    --- KYRTSOU, C. - KUGIUMTZIS, D. - PAPANA, A. Further insights on the relationship between SP500, VIX and volume: a new asymmetric causality test(1). EUROPEAN JOURNAL OF FINANCE. ISSN 1351-847X, OCT 13 2019, vol. 25, no. 15, p. 1402-1419. [WOS]
    --- ZHANG, N.N. - WANG, G.L. Detecting the causal interaction between Siberian High and Winter Surface Air Temperature over Northeast Asia. ATMOSPHERIC RESEARCH. ISSN 0169-8095, NOV 15 2020, vol. 245. [WOS]
    --- STEPANIANTS, G. - BRUNTON, B.W. - KUTZ, J.N. Inferring causal networks of dynamical systems through transient dynamics and perturbation. PHYSICAL REVIEW E. ISSN 2470-0045, OCT 26 2020, vol. 102, no. 4. [WOS]
    --- HUANG, Y. - FRANZKE, C.L.E. - YUAN, N.M. - FU, Z.T. Systematic identification of causal relations in high-dimensional chaotic systems: application to stratosphere-troposphere coupling. CLIMATE DYNAMICS. ISSN 0930-7575, NOV 2020, vol. 55, no. 9-10, p. 2469-2481. [WOS]
    --- PELUSO, E. - CRACIUNESCU, T. - MURARI, A. A Refinement of Recurrence Analysis to Determine the Time Delay of Causality in Presence of External Perturbations. ENTROPY. AUG 2020, vol. 22, no. 8. [WOS]
    --- PAPANA, A. Non-Uniform Embedding Scheme and Low-Dimensional Approximation Methods for Causality Detection. ENTROPY. JUL 2020, vol. 22, no. 7. [WOS]
    --- CRACIUNESCU, T. - MURARI, A. - LERCHE, E. - GELFUSA, M. Image-Based Methods to Investigate Synchronization between Time Series Relevant for Plasma Fusion Diagnostics. ENTROPY. JUL 2020, vol. 22, no. 7. [WOS]
    --- HUANG, Y. - FU, Z.T. - FRANZKE, C.L.E. Detecting causality from time series in a machine learning framework. CHAOS. ISSN 1054-1500, JUN 2020, vol. 30, no. 6. [WOS]
    --- LU, W.X. - DUAN, M.K. - WANG, G.L. Case studies on driving factor with different scales: a modified Lorenz system and 500-hPa geopotential height. THEORETICAL AND APPLIED CLIMATOLOGY. ISSN 0177-798X, JUL 2020, vol. 141, no. 1-2, p. 455-463. [WOS]
    --- ROSSI, R. - MURARI, A. - GAUDIO, P. On the Potential of Time Delay Neural Networks to Detect Indirect Coupling between Time Series. ENTROPY. MAY 2020, vol. 22, no. 5. [WOS]
    --- JIA, Z.Y. - LIN, Y.F. - JIAO, Z.H. - MA, Y. - WANG, J. Detecting Causality in Multivariate Time Series via Non-Uniform Embedding. ENTROPY. DEC 2019, vol. 21, no. 12. [WOS]
    --- VANNITSEM, S. - DALAIDEN, Q. - GOOSSE, H. Testing for Dynamical Dependence: Application to the Surface Mass Balance Over Antarctica. GEOPHYSICAL RESEARCH LETTERS. ISSN 0094-8276, NOV 16 2019, vol. 46, no. 21, p. 12125-12135. [WOS]
    --- CRACIUNESCU, T. - MURARI, A. - GELFUSA, M. Causality Detection Methods Applied to the Investigation of Malaria Epidemics. ENTROPY. AUG 2019, vol. 21, no. 8. [WOS]
    --- DIEGO, D. - HAAGA, K.A. - HANNISDAL, B. Transfer entropy computation using the Perron-Frobenius operator. PHYSICAL REVIEW E. ISSN 1539-3755, APR 19 2019, vol. 99, no. 4. [WOS]

    Permanent Link: http://hdl.handle.net/11104/0284129
     
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