Uncovering predictability in the evolution of the WTI oil futures curve

01/08/2019
by   Fearghal Kearney, et al.
0

Accurately forecasting the price of oil, the world's most actively traded commodity, is of great importance to both academics and practitioners. We contribute by proposing a functional time series based method to model and forecast oil futures. Our approach boasts a number of theoretical and practical advantages including effectively exploiting underlying process dynamics missed by classical discrete approaches. We evaluate the finite-sample performance against established benchmarks using a model confidence set test. A realistic out-of-sample exercise provides strong support for the adoption of our approach with it residing in the superior set of models in all considered instances.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
08/01/2019

Forecasting functional time series using weighted likelihood methodology

Functional time series whose sample elements are recorded sequentially o...
research
12/19/2020

Functional time series forecasting of extreme values

We consider forecasting functional time series of extreme values within ...
research
11/08/2021

Is the group structure important in grouped functional time series?

We study the importance of group structure in grouped functional time se...
research
08/30/2019

FFORMPP: Feature-based forecast model performance prediction

This paper introduces a novel meta-learning algorithm for time series fo...
research
06/05/2023

Exploiting Intraday Decompositions in Realized Volatility Forecasting: A Forecast Reconciliation Approach

We address the construction of Realized Variance (RV) forecasts by explo...
research
07/18/2023

Optimal Short-Term Forecast for Locally Stationary Functional Time Series

Accurate curve forecasting is of vital importance for policy planning, d...
research
04/27/2022

Stopping time detection of wood panel compression: A functional time series approach

We consider determining the optimal stopping time for the glue curing of...

Please sign up or login with your details

Forgot password? Click here to reset