Constructing an Efficient Machine Learning Model for Tornado Prediction

Tornado prediction variables are analyzed using machine learning and decision analysis techniques. A model based on several choice procedures and the superposition principle is applied for differen...

[1]  W. S. Lewellen,et al.  Effects of Finescale Debris on Near-Surface Tornado Dynamics , 2008 .

[2]  C. Marzban A Neural Network for Tornado Diagnosis: Managing Local Minima , 2000, Neural Computing & Applications.

[3]  S. Lakshmivarahan,et al.  Machine-learning classifiers for imbalanced tornado data , 2014, Comput. Manag. Sci..

[4]  H. Brooks,et al.  Spatial trends in United States tornado frequency , 2018, npj Climate and Atmospheric Science.

[5]  Fuad Aleskerov,et al.  Manipulability of majoritarian rules by coalitions with the same first-ranked alternative , 2017, ITQM.

[6]  J. Senkbeil,et al.  Factors contributing to tornadogenesis in landfalling Gulf of Mexico tropical cyclones , 2014 .

[7]  Caren Marzban,et al.  A Neural Network for Tornado Prediction Based on Doppler Radar-Derived Attributes , 1996 .

[8]  F. Aleskerov,et al.  ‘q-Pareto-Scalar’ Two-Stage Extremization Model and its Reducibility to One-Stage Model , 2008 .

[9]  Paul Markowski,et al.  Tornadogenesis: Our current understanding, forecasting considerations, and questions to guide future research , 2009 .

[10]  Leo Breiman,et al.  Random Forests , 2001, Machine Learning.

[11]  Theodore B. Trafalis,et al.  Support vector machines for spatiotemporal tornado prediction , 2009, Int. J. Gen. Syst..

[12]  Matthew S. Gilmore,et al.  Vorticity Evolution Leading to Tornadogenesis and Tornadogenesis Failure in Simulated Supercells , 2014 .

[13]  S. Ghude,et al.  Simulation of severe thunder storm event: a case study over Pune, India , 2014, Natural Hazards.

[14]  Robin Gras,et al.  Rule Extraction from Decision Trees Ensembles: New Algorithms Based on Heuristic Search and Sparse Group Lasso Methods , 2017, Int. J. Inf. Technol. Decis. Mak..

[15]  Juan José Rodríguez Diez,et al.  Rotation Forest: A New Classifier Ensemble Method , 2006, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[16]  Fuad Aleskerov,et al.  Manipulability of Aggregation Procedures in Impartial Anonymous Culture , 2015, ITQM.