Gradient-based descent linesearch to solve interval-valued optimization problems under gH-differentiability with application to finance

被引:4
|
作者
Roy, Priyanka [1 ]
Panda, Geetanjali [2 ]
Qiu, Dong [3 ,4 ]
机构
[1] VIT Bhopal Univ, Sch Adv Sci & Languages, Math Div, Sehore 466114, Madhyapradesh, India
[2] Indian Inst Technol Kharagpur, Dept Math, Kharagpur 721302, West Bengal, India
[3] Guangxi Univ, Sch Math & Informat Sci, Nanning 530004, Peoples R China
[4] Chongqing Univ Posts & Telecommun, Coll Sci, Chongqing 400065, Peoples R China
关键词
Interval-valued function; Interval optimization; Generalized Hukuhara differentiability; Linesearch method; NUMERICAL-SOLUTION METHOD; OPTIMALITY CONDITIONS;
D O I
10.1016/j.cam.2023.115402
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this article, gradient based descent line search scheme is proposed to solve interval optimization problems under generalized Hukuhara differentiability. The innovation and importance of these concepts are presented from practical and computational point of view. The necessary condition for existence of critical point is presented in inclusion form of interval-valued gradient, without transforming it into real valued function. Suitable efficient descent direction is chosen based on the monotonic property of the interval-valued function and specific interval ordering. Mathematical convergence of the scheme is proved under the assumption of Inexact line search for interval optimization problem. The theoretical developments are implemented with a set of interval test problems in different dimensions. A possible application in finance is provided and solved by our proposed scheme.& COPY; 2023 Elsevier B.V. All rights reserved.
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页数:23
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