Time Series, Health & Evidence Synthesis · Time Series & Forecasting

Time Series: Nonlinear Models and Modern Techniques

Public introduction · full guide in Eikos

Introduction

What this guide covers

Introduction Introduction Advanced Technical Treatise

Overview

Topics covered

  • Introduction
  • Introduction to Nonlinearity in Time Series
  • The Wold Decomposition Theorem and its limits
  • Characteristic nonlinear phenomena
  • Diagnosis and Detection of Nonlinearity
  • McLeod-Li test

Related concepts

Main connections

  • Variance & standard deviation
  • Time series & ARIMA
  • Skewness & kurtosis
  • Maximum likelihood estimation
  • Mean & expected value
  • Calculus & differentiation

Compatible notation

Mathematical sample in LaTeX

The expression is rendered accessibly, with its LaTeX source preserved below.

Yt=Vt+∑j=0∞ψjεt−j
View LaTeX sourceY_t = V_t + \sum_{j=0}^{\infty} \psi_j \varepsilon_{t-j}