Modeling the Commodity Prices of Base Metals in Indian Commodity Market Using a Higher Order Markovian Approach

被引:1
|
作者
Nag, Suryadeepto [1 ]
Basu, Sankarshan [2 ]
Chakrabarty, Siddhartha P. [3 ]
机构
[1] Indian Inst Sci Educ & Res Pune, Pune 411008, Maharashtra, India
[2] Indian Inst Management Bangalore, Dept Finance & Accounting, Bengaluru 560076, Karnataka, India
[3] Indian Inst Technol Guwahati, Dept Math, Gauhati 781039, Assam, India
关键词
Commodity prices; Copper mini; Higher order Markovian; Estimation; VALUATION; OPTIONS;
D O I
10.1007/s40953-021-00258-8
中图分类号
F [经济];
学科分类号
02 ;
摘要
A higher order Markovian (HOM) model to capture the dynamics of commodity prices is proposed as an alternative to a Markovian model. In particular, the order of the former model, is taken to be the delay, in the response of the industry, to the market information. This is then empirically analyzed for the prices of copper mini and four other bases metals, namely aluminum, lead, nickel and zinc, in the Indian commodities market. In case of copper mini, the usage of the HOM approach consistently offered improvement, over the Markovian approach, in terms of the errors in forecasting. Similar trends were observed for the other base metals considered, with the exception of aluminum, which can be attributed to the volatility in the Asian market during the COVID-19 outbreak.
引用
收藏
页码:159 / 171
页数:13
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