PyDP
1.1.1
Introduction To Differential Privacy
Introduction
Machine Learning and Data
Why is Differential Privacy so important ?
How is Differential Privacy implemented ?
Formal Definition Of Differential Privacy
Differential - Privacy In Real World
Further Reading
Introduction to PyDP
PyDP
PyDP
Index
Index
A
|
B
|
C
|
D
|
E
|
G
|
L
|
M
|
N
|
O
|
P
|
Q
|
R
|
S
|
U
|
V
A
add_entries() (pydp.algorithms.laplacian.BoundedMean method)
(pydp.algorithms.laplacian.BoundedStandardDeviation method)
(pydp.algorithms.laplacian.BoundedSum method)
(pydp.algorithms.laplacian.BoundedVariance method)
(pydp.algorithms.laplacian.Count method)
(pydp.algorithms.laplacian.Max method)
(pydp.algorithms.laplacian.Median method)
(pydp.algorithms.laplacian.Min method)
(pydp.algorithms.laplacian.Percentile method)
add_entry() (pydp.algorithms.laplacian.BoundedMean method)
(pydp.algorithms.laplacian.BoundedStandardDeviation method)
(pydp.algorithms.laplacian.BoundedSum method)
(pydp.algorithms.laplacian.BoundedVariance method)
(pydp.algorithms.laplacian.Count method)
(pydp.algorithms.laplacian.Max method)
(pydp.algorithms.laplacian.Median method)
(pydp.algorithms.laplacian.Min method)
(pydp.algorithms.laplacian.Percentile method)
add_noise() (pydp.algorithms.numerical_mechanisms.NumericalMechanism method)
B
BoundedMean (class in pydp.algorithms.laplacian)
BoundedStandardDeviation (class in pydp.algorithms.laplacian)
BoundedSum (class in pydp.algorithms.laplacian)
BoundedVariance (class in pydp.algorithms.laplacian)
C
correlation() (in module pydp.util)
Count (class in pydp.algorithms.laplacian)
create_partition_strategy() (in module pydp.algorithms.partition_selection)
D
delta (pydp.algorithms.laplacian.BoundedMean property)
(pydp.algorithms.laplacian.BoundedStandardDeviation property)
(pydp.algorithms.laplacian.BoundedSum property)
(pydp.algorithms.laplacian.BoundedVariance property)
(pydp.algorithms.laplacian.Count property)
(pydp.algorithms.laplacian.Max property)
(pydp.algorithms.laplacian.Median property)
(pydp.algorithms.laplacian.Min property)
(pydp.algorithms.laplacian.Percentile property)
(pydp.algorithms.numerical_mechanisms.GaussianMechanism property)
diversity (pydp.algorithms.numerical_mechanisms.LaplaceMechanism property)
E
epsilon (pydp.algorithms.laplacian.BoundedMean property)
(pydp.algorithms.laplacian.BoundedStandardDeviation property)
(pydp.algorithms.laplacian.BoundedSum property)
(pydp.algorithms.laplacian.BoundedVariance property)
(pydp.algorithms.laplacian.Count property)
(pydp.algorithms.laplacian.Max property)
(pydp.algorithms.laplacian.Median property)
(pydp.algorithms.laplacian.Min property)
(pydp.algorithms.laplacian.Percentile property)
(pydp.algorithms.numerical_mechanisms.NumericalMechanism property)
G
GaussianDistribution (class in pydp.distributions)
GaussianMechanism (class in pydp.algorithms.numerical_mechanisms)
Geometric() (in module pydp.util)
get_diversity() (pydp.distributions.LaplaceDistribution method)
get_next_power_of_two() (in module pydp.util)
get_uniform_double() (pydp.algorithms.numerical_mechanisms.LaplaceMechanism method)
(pydp.distributions.LaplaceDistribution method)
L
l0_sensitivity (pydp.algorithms.laplacian.BoundedMean property)
(pydp.algorithms.laplacian.BoundedStandardDeviation property)
(pydp.algorithms.laplacian.BoundedSum property)
(pydp.algorithms.laplacian.BoundedVariance property)
(pydp.algorithms.laplacian.Count property)
(pydp.algorithms.laplacian.Max property)
(pydp.algorithms.laplacian.Median property)
(pydp.algorithms.laplacian.Min property)
(pydp.algorithms.laplacian.Percentile property)
l2_sensitivity (pydp.algorithms.numerical_mechanisms.GaussianMechanism property)
LaplaceDistribution (class in pydp.distributions)
LaplaceMechanism (class in pydp.algorithms.numerical_mechanisms)
linf_sensitivity (pydp.algorithms.laplacian.BoundedMean property)
(pydp.algorithms.laplacian.BoundedStandardDeviation property)
(pydp.algorithms.laplacian.BoundedSum property)
(pydp.algorithms.laplacian.BoundedVariance property)
(pydp.algorithms.laplacian.Count property)
(pydp.algorithms.laplacian.Max property)
(pydp.algorithms.laplacian.Median property)
(pydp.algorithms.laplacian.Min property)
(pydp.algorithms.laplacian.Percentile property)
M
Max (class in pydp.algorithms.laplacian)
mean() (in module pydp.util)
Median (class in pydp.algorithms.laplacian)
memory_used() (pydp.algorithms.laplacian.BoundedMean method)
(pydp.algorithms.laplacian.BoundedStandardDeviation method)
(pydp.algorithms.laplacian.BoundedSum method)
(pydp.algorithms.laplacian.BoundedVariance method)
(pydp.algorithms.laplacian.Count method)
(pydp.algorithms.laplacian.Max method)
(pydp.algorithms.laplacian.Median method)
(pydp.algorithms.laplacian.Min method)
(pydp.algorithms.laplacian.Percentile method)
(pydp.algorithms.numerical_mechanisms.NumericalMechanism method)
merge() (pydp.algorithms.laplacian.BoundedMean method)
(pydp.algorithms.laplacian.BoundedStandardDeviation method)
(pydp.algorithms.laplacian.BoundedSum method)
(pydp.algorithms.laplacian.BoundedVariance method)
(pydp.algorithms.laplacian.Count method)
(pydp.algorithms.laplacian.Max method)
(pydp.algorithms.laplacian.Median method)
(pydp.algorithms.laplacian.Min method)
(pydp.algorithms.laplacian.Percentile method)
Min (class in pydp.algorithms.laplacian)
module
pydp.util
N
noise_confidence_interval() (pydp.algorithms.laplacian.BoundedMean method)
(pydp.algorithms.laplacian.BoundedStandardDeviation method)
(pydp.algorithms.laplacian.BoundedSum method)
(pydp.algorithms.laplacian.BoundedVariance method)
(pydp.algorithms.laplacian.Count method)
(pydp.algorithms.laplacian.Max method)
(pydp.algorithms.laplacian.Median method)
(pydp.algorithms.laplacian.Min method)
(pydp.algorithms.laplacian.Percentile method)
(pydp.algorithms.numerical_mechanisms.NumericalMechanism method)
noised_value_above_threshold() (pydp.algorithms.numerical_mechanisms.NumericalMechanism method)
NumericalMechanism (class in pydp.algorithms.numerical_mechanisms)
O
order_statistics() (in module pydp.util)
P
PartitionSelectionStrategy (class in pydp.algorithms.partition_selection)
Percentile (class in pydp.algorithms.laplacian)
percentile (pydp.algorithms.laplacian.Percentile property)
privacy_budget_left() (pydp.algorithms.laplacian.BoundedMean method)
(pydp.algorithms.laplacian.BoundedStandardDeviation method)
(pydp.algorithms.laplacian.BoundedSum method)
(pydp.algorithms.laplacian.BoundedVariance method)
(pydp.algorithms.laplacian.Count method)
(pydp.algorithms.laplacian.Max method)
(pydp.algorithms.laplacian.Median method)
(pydp.algorithms.laplacian.Min method)
(pydp.algorithms.laplacian.Percentile method)
pydp.util
module
Q
qnorm() (in module pydp.util)
quick_result() (pydp.algorithms.laplacian.BoundedMean method)
(pydp.algorithms.laplacian.BoundedStandardDeviation method)
(pydp.algorithms.laplacian.BoundedSum method)
(pydp.algorithms.laplacian.BoundedVariance method)
(pydp.algorithms.laplacian.Count method)
(pydp.algorithms.laplacian.Max method)
(pydp.algorithms.laplacian.Median method)
(pydp.algorithms.laplacian.Min method)
(pydp.algorithms.laplacian.Percentile method)
R
reset() (pydp.algorithms.laplacian.BoundedMean method)
(pydp.algorithms.laplacian.BoundedStandardDeviation method)
(pydp.algorithms.laplacian.BoundedSum method)
(pydp.algorithms.laplacian.BoundedVariance method)
(pydp.algorithms.laplacian.Count method)
(pydp.algorithms.laplacian.Max method)
(pydp.algorithms.laplacian.Median method)
(pydp.algorithms.laplacian.Min method)
(pydp.algorithms.laplacian.Percentile method)
result() (pydp.algorithms.laplacian.BoundedMean method)
(pydp.algorithms.laplacian.BoundedStandardDeviation method)
(pydp.algorithms.laplacian.BoundedSum method)
(pydp.algorithms.laplacian.BoundedVariance method)
(pydp.algorithms.laplacian.Count method)
(pydp.algorithms.laplacian.Max method)
(pydp.algorithms.laplacian.Median method)
(pydp.algorithms.laplacian.Min method)
(pydp.algorithms.laplacian.Percentile method)
S
sample() (pydp.distributions.GaussianDistribution method)
(pydp.distributions.LaplaceDistribution method)
sensitivity (pydp.algorithms.numerical_mechanisms.LaplaceMechanism property)
serialize() (pydp.algorithms.laplacian.BoundedMean method)
(pydp.algorithms.laplacian.BoundedStandardDeviation method)
(pydp.algorithms.laplacian.BoundedSum method)
(pydp.algorithms.laplacian.BoundedVariance method)
(pydp.algorithms.laplacian.Count method)
(pydp.algorithms.laplacian.Max method)
(pydp.algorithms.laplacian.Median method)
(pydp.algorithms.laplacian.Min method)
(pydp.algorithms.laplacian.Percentile method)
should_keep() (pydp.algorithms.partition_selection.PartitionSelectionStrategy method)
standard_deviation() (in module pydp.util)
std (pydp.algorithms.numerical_mechanisms.GaussianMechanism property)
stddev (pydp.distributions.GaussianDistribution property)
U
UniformDouble() (in module pydp.util)
V
variance() (in module pydp.util)
vector_filter() (in module pydp.util)
vector_to_string() (in module pydp.util)