Clustering device and clustering method

    公开(公告)号:US11914448B2

    公开(公告)日:2024-02-27

    申请号:US17423192

    申请日:2019-02-06

    CPC classification number: G06F1/3275 G06F18/217 G06F18/23

    Abstract: A clustering device includes: an evaluation score calculation section configured to calculate an evaluation score or evaluation scores for evaluating a classification result; a batch process section configured to classify multiple element data into clusters with an optimum number of clusters, based on the evaluation scores respectively obtained for different number of clusters by assigning each of the multiple element data to one of the clusters; an update process section configured to assign newly added element data to a cluster that is closest to the newly added element data among the clusters into which the multiple element data are classified by the batch process section; and a determination section configured to determine validity of a classification result after assigning the newly added element data to the cluster, based on the evaluation score obtained by assigning the newly added element data to the cluster by the update process section.

    DRIVING METHOD OF SYNAPSE CIRCUIT

    公开(公告)号:US20230013081A1

    公开(公告)日:2023-01-19

    申请号:US17765721

    申请日:2020-10-01

    Abstract: Provided is a simplified driving method of a synapse circuit. In a case where a first pre-spike pulse precedes a first post-spike pulse, a second pre-spike pulse from an input circuit 20a is used as a time window that allows writing of a coupling weight, and the first post-spike pulse from a neuron circuit 17 is used as a write pulse for controlling a write timing of the coupling weight. In a case where the first post-spike pulse precedes the first pre-spike pulse, a second post-spike pulse from the neuron circuit 17 is used as the time window, and the first pre-spike pulse from the input circuit 20a is used as the write pulse. The second pre-spike pulse and the second post-spike pulse are output in synchronization with the first pre-spike pulse and the first post-spike pulse, respectively.

    CLUSTERING DEVICE AND CLUSTERING METHOD

    公开(公告)号:US20220066533A1

    公开(公告)日:2022-03-03

    申请号:US17423192

    申请日:2019-02-06

    Abstract: A clustering device includes: an evaluation score calculation section configured to calculate an evaluation score or evaluation scores for evaluating a classification result; a batch process section configured to classify multiple element data into clusters with an optimum number of clusters, based on the evaluation scores respectively obtained for different number of clusters by assigning each of the multiple element data to one of the clusters; an update process section configured to assign newly added element data to a cluster that is closest to the newly added element data among the clusters into which the multiple element data are classified by the batch process section; and a determination section configured to determine validity of a classification result after assigning the newly added element data to the cluster, based on the evaluation score obtained by assigning the newly added element data to the cluster by the update process section.

    Magnetoresistance effect element and magnetic memory

    公开(公告)号:US11264565B2

    公开(公告)日:2022-03-01

    申请号:US16843708

    申请日:2020-04-08

    Abstract: An object of the invention is to provide a magnetoresistance effect element which includes a reference layer having three or more magnetic layers and which improves a thermal stability factor Δ by decreasing a write error rate using an element structure that enables a wide margin to be secured between a current at which magnetization of the reference layer is reversed and a writing current Ic of a recording layer and by reducing an effect of a stray magnetic field from the reference layer.
    The magnetoresistance effect element includes: a first recording layer (A1); a first non-magnetic layer (11); and a first reference layer (B1), wherein the first reference layer (B1) including n-number of a plurality of magnetic layers (21, 22, . . . , 2n) and (n−1)−number of a plurality of non-magnetic insertion layers (31, 32, . . . 3(n−1)) adjacently sandwiched by each of the plurality of magnetic layers, where n≥3.

    Reading device and logic device
    9.
    发明授权

    公开(公告)号:US10783936B2

    公开(公告)日:2020-09-22

    申请号:US16466812

    申请日:2017-12-08

    Abstract: In reading of a memory unit, an read failure operation due to variation in characteristic of a transistor in a dynamic load is reduced. A read circuit that reads a voltage obtained by a voltage division of a dynamic load unit and the memory unit as an output of the memory unit includes the dynamic load unit having one end connected to a side of a power supply and the other end connected to a side of the memory unit, and a feedback unit that, by a feedback of the voltage obtained by the voltage division that is divided between the dynamic load unit and the memory unit, holds the voltage obtained by the voltage division. The dynamic load unit has an array structure in which a plurality of resistive memory elements are connected in series, in parallel, or in series-parallel. The dynamic load unit has the array structure of the resistive memory elements and this structure can suppress the read failure operation due to the variation in dynamic load.

    MEMORY DEVICE
    10.
    发明申请
    MEMORY DEVICE 审中-公开

    公开(公告)号:US20200219547A1

    公开(公告)日:2020-07-09

    申请号:US16089153

    申请日:2017-03-27

    Abstract: A memory device capable of reading reference data while achieving optimization of electric power consumption is provided. A memory device includes a memory area storing reference data of N (≥1) dimensions each composed of M (≥1) bits. A number of memory grains each composed of nonvolatile memory and power drivers paired with the memory grains to supply electrical power to the memory grains are provided in each region specified by column lines in the number and M row lines, the number being one to N inclusive. When the power driver receives a control signal from the corresponding one of the column lines, a control signal from the corresponding one of the M row lines, and a clock signal, the power driver supplies electrical power to the memory grain in synchronization with the clock signal.

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