Business Analytics Forecasting with Exponential Smoothing

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Publicado El 14 de febrero a las 14:36




Business Analytics: Forecasting with Exponential Smoothing
MP4 | Video: 720p | Duration: 1:05:13 | English | Subtitles: VTT | 173.7 MB

Exponential smoothing is a term for a set of straightforward forecasting procedures that apply self-correction. Each forecast comprises two components. It's a weighted average of the prior forecast, plus an adjustment that would have made the prior forecast more accurate. Smoothing-like most credible approaches to forecasting-requires a baseline of observations, in sequence, to work properly. Weekly revenues and daily hospital admissions are typical examples. Several versions of exponential smoothing exist, each corresponding to a type of baseline. In this course, Conrad Carlberg provides an introduction to simple exponential smoothing, diving into the basic idea behind it, and explaining how to assemble the forecast equation and optimize forecasts.

Topics include:
Using correlograms to identify the nature of a baselineAssembling the forecast equationMethods of identifying the first forecastGetting a measure of overall forecast accuracyOptimizing a smoothing constant by minimizing RMSE

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