EXISTENCE ANALYSIS METHOD, SYSTEM, AND PROGRAM
PROBLEM TO BE SOLVED: To highly precisely estimate a distribution of departure probabilities.SOLUTION: A data acquisition unit 24 acquires data items of plural customers. A parameter initial value designation unit 26 designates an initial value of a distribution parameter, which represents a distrib...
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Main Authors | , , , |
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Format | Patent |
Language | English Japanese |
Published |
19.01.2015
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Subjects | |
Online Access | Get full text |
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Summary: | PROBLEM TO BE SOLVED: To highly precisely estimate a distribution of departure probabilities.SOLUTION: A data acquisition unit 24 acquires data items of plural customers. A parameter initial value designation unit 26 designates an initial value of a distribution parameter, which represents a distribution of departure probabilities of a phenomenon and relates to a steady factor x, for each of steady factors x, and designates an initial value of a distribution parameter, which represents a distribution of departure probabilities of a phenomenon and relates to a non-steady factor y, for each of non-steady factors y. A model estimation unit 30 determines a factor, to which a customer belongs, for each of customers, updates the distribution parameters of the steady factors x, updates the distribution parameters of the non-steady factors y, determines the distribution parameter of each of the steady factors x on the basis of the repeatedly updated distribution parameters of the steady factors x, and estimates a parameter that determines the distribution parameters of the non-steady factors y on the basis of the distribution parameters of the non-steady factors y repeatedly updated by non-steady factor distribution parameter updating means.
【課題】精度良く離脱確率の分布を推定することができる。【解決手段】データ取得部24により、複数の顧客のデータを取得し、パラメータ初期値設定部26により、定常要因xの各々について、定常要因xによる現象の離脱確率の分布を表す分布パラメータの初期値を設定すると共に、非定常要因yの各々について、非定常要因yによる現象の離脱確率の分布を表す分布パラメータの初期値を設定し、モデル推定部30により、顧客の各々について所属する要因を決定し、定常要因xの分布パラメータを更新し、非定常要因yの分布パラメータを更新し、繰り返し更新された定常要因x毎の分布パラメータに基づいて、定常要因x毎の分布パラメータを決定し、非定常要因分布パラメータ更新手段により繰り返し更新された非定常要因y毎の分布パラメータに基づいて、非定常要因y毎の分布パラメータを決定するパラメータを推定する。【選択図】図1 |
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Bibliography: | Application Number: JP20130139292 |