INFORMATION PROCESSING DEVICE, INFORMATION PROCESSING METHOD, AND PROGRAM
To reduce the workload of user analysis using purchasing data.SOLUTION: An information processing device includes an acquisition unit, a state calculation unit, and an output control unit. The acquisition unit acquires a plurality of pieces of purchasing data including any of a plurality of pieces o...
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Main Author | |
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Format | Patent |
Language | English Japanese |
Published |
26.03.2024
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Subjects | |
Online Access | Get full text |
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Summary: | To reduce the workload of user analysis using purchasing data.SOLUTION: An information processing device includes an acquisition unit, a state calculation unit, and an output control unit. The acquisition unit acquires a plurality of pieces of purchasing data including any of a plurality of pieces of user identification information for identifying a plurality of users, any of a plurality of pieces of product identification information for identifying a plurality of pieces of products, and performance information including at least one of a product price and a number of purchases. The state calculation unit uses the plurality of pieces of user identification information and the plurality of pieces of product identification information as row and column indexes, respectively, decomposes a purchase matrix whose element values are non-negative values calculated based on the performance information, and calculates user hidden state information indicating a relationship between the plurality of pieces of user identification information and hidden states related to purchase and product hidden state information indicating a relationship between the hidden states and the plurality of pieces of product identification information. The output control unit controls output of at least one of the user hidden state information and the product hidden state information.SELECTED DRAWING: Figure 1
【課題】購買データを活用したユーザ分析の作業負荷を低減する。【解決手段】情報処理装置は、取得部と状態算出部と出力制御部とを備える。取得部は、複数のユーザを識別する複数のユーザ識別情報のいずれかと、複数の商品を識別する複数の商品識別情報のいずれかと、商品の価格および購入数の少なくとも一方を含む実績情報と、を含む複数の購買データを取得する。状態算出部は、複数のユーザ識別情報および複数の商品識別情報をそれぞれ行および列のインデックスとし、実績情報に基づいて算出される非負の値を要素値とする購買行列を行列分解し、複数のユーザ識別情報と購買に関する隠れ状態との関係を示すユーザ隠れ状態情報と、隠れ状態と複数の商品識別情報との関係を示す商品隠れ状態情報と、を算出する。出力制御部は、ユーザ隠れ状態情報と、商品隠れ状態情報と、の少なくとも一方の出力を制御する。【選択図】図1 |
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Bibliography: | Application Number: JP20220144962 |