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公开(公告)号:US20200285960A1
公开(公告)日:2020-09-10
申请号:US16796813
申请日:2020-02-20
发明人: Xiangyuan Zhao , Hong-hoe Kim , Peng Zhou , Yingnan Zhu , Hyun Chul Lee
摘要: In one embodiment, a computer-implemented method includes acquiring sequential user behavior data including one-dimensional data. The user behavior data is associated with a user. The method includes abstracting features from the sequential user behavior data to cover short-term and long-term timeframes. The method includes determining one or more properties of the user based on the features.
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公开(公告)号:US11797843B2
公开(公告)日:2023-10-24
申请号:US16796739
申请日:2020-02-20
发明人: Peng Zhou , Yingnan Zhu , Xiangyuan Zhao , Hong-hoe Kim , Hyun Chul Lee
IPC分类号: G06F17/15 , G06Q30/0204 , G06N3/08 , G06F16/22 , G06N20/00 , G06Q30/0201 , G06N3/045 , G06Q30/0241
CPC分类号: G06N3/08 , G06F16/2264 , G06F17/15 , G06N3/045 , G06N20/00 , G06Q30/0201 , G06Q30/0205 , G06Q30/0276
摘要: In one embodiment, a method includes receiving user behavior data and contextual information associated with the user behavior data, the contextual information including a first data portion associated with a first context type. The method includes generating, from the user behavior data and the contextual information using a hashing algorithm, a first heterogeneous hash code including a first portion representing the user behavior data and a second hash code portion representing the first data portion associated with the first context type. The method includes accessing a second heterogeneous hash code including a third hash code portion representing a second data portion associated with the first context type. The method includes comparing the first heterogeneous hash code with the second heterogeneous hash code including determining similarity between the second hash code portion of the first heterogeneous hash code and the third hash code portion of the second heterogenous hash code.
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公开(公告)号:US20200286112A1
公开(公告)日:2020-09-10
申请号:US16796739
申请日:2020-02-20
发明人: Peng Zhou , Yingnan Zhu , Xiangyuan Zhao , Hong-hoe Kim , Hyun Chul Lee
摘要: In one embodiment, a method includes receiving user behavior data and contextual information associated with the user behavior data, the contextual information including a first data portion associated with a first context type. The method includes generating, from the user behavior data and the contextual information using a hashing algorithm, a first heterogeneous hash code including a first portion representing the user behavior data and a second hash code portion representing the first data portion associated with the first context type. The method includes accessing a second heterogeneous hash code including a third hash code portion representing a second data portion associated with the first context type. The method includes comparing the first heterogeneous hash code with the second heterogeneous hash code including determining similarity between the second hash code portion of the first heterogeneous hash code and the third hash code portion of the second heterogenous hash code.
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公开(公告)号:US11615302B2
公开(公告)日:2023-03-28
申请号:US16796813
申请日:2020-02-20
发明人: Xiangyuan Zhao , Hong-hoe Kim , Peng Zhou , Yingnan Zhu , Hyun Chul Lee
IPC分类号: G06N3/08 , G06N3/04 , G06F16/22 , G06N20/00 , G06F17/15 , G06Q30/0201 , G06Q30/0204 , G06Q30/0241
摘要: In one embodiment, a computer-implemented method includes acquiring sequential user behavior data including one-dimensional data. The user behavior data is associated with a user. The method includes abstracting features from the sequential user behavior data to cover short-term and long-term timeframes. The method includes determining one or more properties of the user based on the features.
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