MULTIDIMENSIONAL CALIBRATION OF CRUDE OIL AND REFINED PRODUCTS VIA SEMIDEFINITE PROGRAMMING TECHNIQUES

被引:0
|
作者
Saldivar, Carolina Effio [1 ]
Herskovits, Jose [2 ,3 ]
Luna, Juan Pablo [4 ]
Sagastizabal, Claudia [5 ]
机构
[1] Univ Fed Rio de Janeiro, COPPE, Mech Engn Grad Program, Rio De Janeiro, Brazil
[2] Univ Fed Rio de Janeiro, COPPE, Rio De Janeiro, Brazil
[3] Mil Inst Engn, IME, Rio De Janeiro, Brazil
[4] Univ Fed Rio de Janeiro, COPPE, Ind Engn Program, Rio De Janeiro, Brazil
[5] Univ Estadual Campinas, IMECC, Campinas, SP, Brazil
关键词
Multidimensional Schwartz-Smith model; commodity calibration; semidefinite programming; interior point methods; DYNAMICS; PRICES; MODELS;
D O I
10.1142/S0219024918500565
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
To describe the joint dynamics of prices of crude oil and refined products we extend twofactor models to a multidimensional setting. The new model captures directly the general correlation structure between the different commodities in the form of certain covariance matrix. Since the associated state-space formulation makes use of such correlations, the feasible set of the resulting estimation problem includes the cone of positive semidefinite matrices. Tractability is ensured by means of an interior point method, specially tailored for nonlinear semidefinite programming problems. For different sets of historical prices of crude oil, heating oil, and gasoline, the empirical out-of-sample forecasts obtained with the approach proposed in this work systematically provide an excellent fit to data.
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页数:31
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