发明申请
- 专利标题: MANAGING DATASETS OF A COGNITIVE STORAGE SYSTEM WITH A SPIKING NEURAL NETWORK
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申请号: US16015897申请日: 2018-06-22
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公开(公告)号: US20190392303A1公开(公告)日: 2019-12-26
- 发明人: Giovanni Cherubini , Timoleon Moraitis , Abu Sebastian , Vinodh Venkatesan
- 申请人: International Business Machines Corporation
- 主分类号: G06N3/08
- IPC分类号: G06N3/08 ; G06N3/04
摘要:
A computer-implemented method for managing datasets of a storage system is provided, wherein the datasets have respective sets of metadata, the method including: successively feeding first sets of metadata to a spiking neural network (SNN), the first sets of metadata fed corresponding to datasets of the storage system that are labeled with respect to classes they belong to, so as to be associated with class labels, for the SNN to learn representations of said classes in terms of connection weights that weight the metadata fed; successively feeding second sets of metadata to the SNN, the second sets of metadata corresponding to unlabeled datasets of the storage system, for the SNN to infer class labels for the unlabeled datasets, based on the second sets of metadata fed and the representations learned; and managing datasets in the storage system, based on class labels of the datasets, these including the inferred class labels.
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