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Methods and systems for determining daily weighting factors for use in forecasting daily product sales

机译:确定用于预测每日产品销售的每日加权因子的方法和系统

摘要

A method for determining daily weight values and store closure coefficients for use in forecasting daily sales patterns for retail products. The method uses historical daily demand data for a product to calculate a daily weight value for the product for each day of the week, each daily weight value representing the ratio of the historical daily demand for a corresponding day of the week to a total of the historical daily demands for the entire week. A daily demand forecast for each day of a forthcoming week is determined by applying the daily weight values to a predetermined weekly demand forecast for the forthcoming week. Historical demand data for weeks including holidays or store closures is used to calculate store closure coefficients, representing the ratio of the historical daily demand for days immediately preceding and following a store closure, to the historical demand for a corresponding day during a regular, non-holiday, week. The store closure coefficients are applied to the daily demand forecasts for days immediately preceding and following store closures or holidays to adjust the daily forecasts to accommodate changes in customer buying patterns resulting from the store closures.
机译:一种确定每日重量值和商店关闭系数的方法,用于预测零售产品的每日销售模式。该方法使用产品的历史每日需求数据来计算一周中每一天的产品每日重量值,每个每日重量值代表一周中对应天的历史每日需求与总重量之比。整周的历史每日需求量。通过将每日重量值应用于即将到来的一周的预定每周需求预测,可以确定未来一周的每一天的每日需求预测。每周的历史需求数据(包括节假日或门店关闭)用于计算门店关闭系数,该系数代表门店关闭前后每天的历史每日需求量与正常,假期,一周。商店关闭系数应用于商店关闭或假期前后的几天的每日需求预测,以调整每日预测以适应因商店关闭而导致的客户购买模式的变化。

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