Complex Risk Statistics with Scenario Analysis

Complex risk is a critical factor for both intelligent systems and risk management. In this paper, we consider a special class of risk statistics, named complex risk statistics. Our result provides a new approach for addressing complex risk, especially in deep neural networks. By further developing...

Full description

Saved in:
Bibliographic Details
Main Authors: Fei Sun, Yichuan Dong
Format: Article
Language:English
Published: Wiley 2021-01-01
Series:Complexity
Online Access:http://dx.doi.org/10.1155/2021/8826517
Tags: Add Tag
No Tags, Be the first to tag this record!
_version_ 1832560636556476416
author Fei Sun
Yichuan Dong
author_facet Fei Sun
Yichuan Dong
author_sort Fei Sun
collection DOAJ
description Complex risk is a critical factor for both intelligent systems and risk management. In this paper, we consider a special class of risk statistics, named complex risk statistics. Our result provides a new approach for addressing complex risk, especially in deep neural networks. By further developing the properties related to complex risk statistics, we are able to derive dual representations for such risk.
format Article
id doaj-art-eb726815eed548f9984710faac78ed14
institution Kabale University
issn 1076-2787
1099-0526
language English
publishDate 2021-01-01
publisher Wiley
record_format Article
series Complexity
spelling doaj-art-eb726815eed548f9984710faac78ed142025-02-03T01:27:08ZengWileyComplexity1076-27871099-05262021-01-01202110.1155/2021/88265178826517Complex Risk Statistics with Scenario AnalysisFei Sun0Yichuan Dong1School of Mathematics and Computational Science, Wuyi University, Jiangmen 529020, ChinaNational Supercomputing Center in Shenzhen, Shenzhen 518055, ChinaComplex risk is a critical factor for both intelligent systems and risk management. In this paper, we consider a special class of risk statistics, named complex risk statistics. Our result provides a new approach for addressing complex risk, especially in deep neural networks. By further developing the properties related to complex risk statistics, we are able to derive dual representations for such risk.http://dx.doi.org/10.1155/2021/8826517
spellingShingle Fei Sun
Yichuan Dong
Complex Risk Statistics with Scenario Analysis
Complexity
title Complex Risk Statistics with Scenario Analysis
title_full Complex Risk Statistics with Scenario Analysis
title_fullStr Complex Risk Statistics with Scenario Analysis
title_full_unstemmed Complex Risk Statistics with Scenario Analysis
title_short Complex Risk Statistics with Scenario Analysis
title_sort complex risk statistics with scenario analysis
url http://dx.doi.org/10.1155/2021/8826517
work_keys_str_mv AT feisun complexriskstatisticswithscenarioanalysis
AT yichuandong complexriskstatisticswithscenarioanalysis