Table 1 The various parameter values that comprised the experimental setup were tested on real-world datasets
From: Sarve: synthetic data and local differential privacy for private frequency estimation
Experimental setup identifier | Values of ε | Dataset name | Number of observations = N | Number of categorical attributes = D | Number of allowed values for each attribute = A |
|---|---|---|---|---|---|
ES_Real_1 | [ln(2), ln(3), ln(4), ln(5), ln(6), ln(7)] | UCI Adult | 45,222 | 9 | [7, 16, 7, 14, 6, 5, 2, 41, 2] |
ES_Real_2 | [ln(2), ln(3), ln(4), ln(5), ln(6), ln(7)] | UCI Nursery | 12,960 | 9 | [3, 5, 4, 4, 3, 2, 3, 3, 5] |
ES_Real_3 | [ln(2), ln(3), ln(4), ln(5), ln(6), ln(7)] | MS-FIMU | 88,935 | 6 | [3, 3, 8, 12, 37, 11] |
ES_Real_4 | [2, 3, 4, 5, 6, 7] | UCI Adult | 45,222 | 9 | [7, 16, 7, 14, 6, 5, 2, 41, 2] |
ES_Real_5 | [2, 3, 4, 5, 6, 7] | UCI Nursery | 12,960 | 9 | [3, 5, 4, 4, 3, 2, 3, 3, 5] |
ES_Real_6 | [2, 3, 4, 5, 6, 7] | MS-FIMU | 88,935 | 6 | [3, 3, 8, 12, 37, 11] |