首页>
外国专利>
Identifying and protecting against a computer security threat while preserving privacy of individual client devices using differential privacy machine learning for streaming data
Identifying and protecting against a computer security threat while preserving privacy of individual client devices using differential privacy machine learning for streaming data
展开▼
机译:识别和保护计算机安全威胁,同时使用差分隐私机器学习进行流数据来保护各个客户端设备的隐私
展开▼
页面导航
摘要
著录项
相似文献
摘要
Identifying and protecting against a computer security threat while preserving privacy of individual client devices using differential privacy machine learning for streaming data. In some embodiments, a method may include receiving first actual data values streamed from one or more first local client devices, generating first perturbed data values by adding noise to the first actual data values using a differential privacy mechanism, storing the first perturbed data values, training a machine learning classifier using the first perturbed data values, receiving a second actual data value streamed from a second local client device, generating a second perturbed data value by adding noise to the second actual data value, storing the second perturbed data value, identifying a computer security threat to the second local client device using the second actual data value as input to the trained machine learning classifier, and protecting against the computer security threat.
展开▼