Differential Privacy Epsilon-Delta Budget

Compute epsilon and delta privacy budget consumption for Gaussian and Laplace mechanisms, and track budget across multiple queries.

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Algorithms
Binary & Number
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IP Subnet Calculator

IP Address
CIDR Prefix
/
Network
192.168.1.0
Broadcast
192.168.1.255
Subnet Mask
255.255.255.0
First Host
192.168.1.1
Last Host
192.168.1.254
Usable Hosts
254
Binary breakdown:
IP: 11000000.10101000.00000001.00000000
Mask: 11111111.11111111.11111111.00000000
Net: 11000000.10101000.00000001.00000000
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How It Works

Compute epsilon and delta privacy budget consumption for Gaussian and Laplace mechanisms, and track budget across multiple queries

Each component has a specific meaning:

  • Multiple queries — The multiple queries recorded for the patient or scenario being assessed.

Note: Interpret the dp budget result against the clinical thresholds and context described above.

How to Use

Enter the multiple queries for the patient or scenario you are assessing. Compute epsilon and delta privacy budget consumption for Gaussian and Laplace mechanisms, and track budget across multiple queries. Use the dp budget result to inform your clinical assessment.

Frequently Asked Questions