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| \title{Arithmetic Mean} |
| \author{algorembrant} |
| \date{\today} |
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| \begin{document} |
| \maketitle |
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| The average of total lookback $T$ is defined as: |
| \[ |
| \text{average} = \frac{1}{T} \sum_{t=0}^{T-1} x_{0-t}, \quad \text{where $t$ is $timestamp$ $indexing$ and $0$ as current time} |
| \] |
| which expands as |
| \[ |
| \frac{x_0 + x_{-1} + x_{-2} + x_{-3} + \ldots + x_{-(T-1)}}{T}, \quad \text{like} \quad |
| \frac{x_0 + x_{-1} + x_{-2} + x_{-3}}{4} |
| \] |
| and other variants |
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| \[ |
| \text{average} = |
| \begin{cases} |
| \text{if lookback}, & \displaystyle \frac{1}{T} \sum_{t=0}^{T-1} x_{0-t} = \frac{x_0 + x_{-1} + x_{-2} + \ldots + x_{-(T-1)}}{T} \\[10pt] |
| \text{if lookahead}, & \displaystyle \frac{1}{T} \sum_{t=0}^{T-1} x_{0+t} = \frac{x_0 + x_{1} + x_{2} + x_{3} + \ldots + x_{T-1}}{T} |
| \end{cases} |
| \] |
| or starts indexing at 1 |
| \[ |
| \text{average} = |
| \begin{cases} |
| \text{if lookback}, & \displaystyle \frac{1}{T} \sum_{t=1}^{T} x_{-t} = \frac{x_{-1} + x_{-2} + x_{-3} + \ldots + x_{-(T)}}{T} \\[10pt] |
| \text{if lookahead}, & \displaystyle \frac{1}{T} \sum_{t=1}^{T} x_{t} = \frac{x_{1} + x_{2} + x_{3} + \ldots + x_{T}}{T} |
| \end{cases} |
| \] |
| \end{document} |
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