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    Learning and using a single forecast model for demand forecasting
    44.
    发明授权
    Learning and using a single forecast model for demand forecasting 有权

    公开(公告)号：US11989654B2

    公开(公告)日：2024-05-21

    申请号：US16967063

    申请日：2019-01-16

    申请人： NTT DOCOMO, INC.

    发明人： Shin Ishiguro ,  Yusuke Fukazawa ,  Satoshi Kawasaki ,  Haruka Kikuchi

    IPC分类号： G06N3/08 ,  G06N3/084 ,  G06N3/09 ,  G06N20/00 ,  G06Q10/04 ,  G06Q50/40

    CPC分类号： G06N3/084 ,  G06N3/09 ,  G06N20/00 ,  G06Q10/04 ,  G06Q50/40

    摘要： A learning system includes a learning data acquisition unit that generates a neural network included in a single forecast model for performing a forecast of demand for a service through machine learning and acquires, as learning data, an actual demand value of the service and a feature amount for learning for each mesh associated with a past period, the feature amount for learning including the number of demands for the service in each mesh in each period as a feature amount, a learning data normalization unit that normalizes at least the number of demands in the feature amount for learning for each mesh, and a generation unit that performs machine learning on the basis of an actual demand value and a demand forecast value obtained by inputting the feature amount for learning including the normalized number of demands to the neural network, and generates the neural network.

    Financial Swap Payment Structure Method and System on Transportation Capacity Unit Assets
    45.
    发明公开
    Financial Swap Payment Structure Method and System on Transportation Capacity Unit Assets 审中-公开

    公开(公告)号：US20240152995A1

    公开(公告)日：2024-05-09

    申请号：US18400563

    申请日：2023-12-29

    申请人： Circlesx LLC

    发明人： Erik M. SIMPSON

    IPC分类号： G06Q30/08 ,  G06Q30/0601 ,  G06Q50/26 ,  G06Q50/40

    CPC分类号： G06Q30/08 ,  G06Q30/0641 ,  G06Q50/265 ,  G06Q50/40

    摘要： Implementations of various methods and systems of a network, GPS system, mobile computing devices, servers, forward commodity market servers, grouping software for hubs, transparent open access pricing systems, blockchain audit and safety methods and systems, virtual hub systems, algorithm methods for no arbitrage conditions in a simple easy to use graphical user interface format for mobile or virtual computing over various mediums which are connected via a network to transact and trade transportation seats or capacity units and resulting financial swap payment structures in airline transport, subway transport, train transport, automobile transport, autonomous vehicle transport, taxi transport, space transport, package freight transport, tractor trailer freight transport, cargo freight transport, container freight transport, virtual transport, underground transport, ship or sea transport, public transport, private transport or drone transport on a computer, mobile computer device, audio computer device, virtual reality computer device or mixed reality computing device.