CLUSTERING METHOD, CLASSIFICATION METHOD, CLUSTERING APPARATUS, AND CLASSIFICATION APPARATUS

To provide a clustering method for clustering packets.SOLUTION: A clustering method comprises: first, in a clustering apparatus, calculating similarities between payloads of packets, and clustering the packets using the similarities calculated; and then, in a classification apparatus, training a mac...

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Bibliographic Details
Main Author OBA TATSUMI
Format Patent
LanguageEnglish
Japanese
Published 12.12.2019
Subjects
CALCULATING
COMPUTING
COUNTING
ELECTRIC COMMUNICATION TECHNIQUE
ELECTRIC DIGITAL DATA PROCESSING
ELECTRICITY
PHYSICS
TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHICCOMMUNICATION
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Summary:To provide a clustering method for clustering packets.SOLUTION: A clustering method comprises: first, in a clustering apparatus, calculating similarities between payloads of packets, and clustering the packets using the similarities calculated; and then, in a classification apparatus, training a machine learning model such that one packet is classified, using a result of the clustering as a supervisor, and classifying one packet using the machine learning model which has already been trained.SELECTED DRAWING: Figure 12 【課題】パケットをクラスタリングするクラスタリング方法を提供する。【解決手段】クラスタリング方法は、最初にクラスタリング装置にて、複数のパケットのペイロード間の類似度を算出し、算出した類似度を用いて、複数のパケットをクラスタリングする。次に、分類装置は、当該クラスタリング結果を教師として機械学習モデルに１のパケットを分類するように学習させ、学習済の当該機械学習モデルを用いて１のパケットを分類する。【選択図】図１２
Bibliography:Application Number: JP20180192601