کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
381007 1437457 2013 8 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Exploiting the self-organizing financial stability map
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
پیش نمایش صفحه اول مقاله
Exploiting the self-organizing financial stability map
چکیده انگلیسی

This paper enhances the visualization and extraction of information on the self-organizing financial stability map (SOFSM). The SOFSM uses the self-organizing map to represent a multidimensional financial stability space on a two-dimensional grid and allows monitoring economies in the financial stability cycle represented by four states. The SOFSM lacks, however, means for thorough assessment of general structures and individual data. We enhance the visualization and information extraction of the SOFSM by the means of four tasks: (1) fuzzification of the map, (2) probabilistic modeling of state transitions, (3) contagion analysis and (4) outlier detection. The usefulness of the extensions is shown with sample visualizations and predictive performance.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Engineering Applications of Artificial Intelligence - Volume 26, Issues 5–6, May–June 2013, Pages 1532–1539
نویسندگان
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