• Title/Summary/Keyword: 영과잉 베타이항분포

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Estimation of Advertising Exposure Distribution by Zero-inflation Regression Models (영과잉 회귀모형을 이용한 광고노출분포 추정)

  • Lee, Dong-Hee
    • Journal of the Korean Data Analysis Society
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    • v.20 no.6
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    • pp.2841-2852
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    • 2018
  • This study examines regression modeling method using zero-inflated distribution in relation to estimation of exposure distribution required in advertisement media planning. Exposure distribution is the percentage of audiences that are exposed each time the ad is repeated. Such an exposure distribution plays a very important role in providing basic information necessary for calculating various indicators for quantitatively measuring the advertising effect. Especially, due to the decrease of advertising price and the spread of various media, the frequency of the advertisement or the broadcasting of specific advertisements has been greatly increased compared to the past. As a result, the frequency of exposure is relatively decreasing. In this situation, the number of individuals who are not exposed to the media, that is, are not exposed to advertising structurally is increasing. This research proposes advertising exposure distribution models using a zero-inflated regression model, and conducts a comparative study using actual cases.