Systems and methods of data traffic generation via density estimation
AssigneeIBM Corporation
InventorCharu Aggarwal
Life of this patent
Estimating the term…
Abstract
Systems and methods for providing density-based traffic generation. Data are clustered to create partitions, and transforms of clustered data are constructed in a transformed space. Data points are generated via employing grid discretization in the transformed space, and density estimates of the generated data points are employed to generate synthetic pseudo-points.
Claims19
A method of providing density-based traffic generation, said method comprising the steps of:
- clustering data to create partitions;
- constructing transforms of clustered data in a transformed space;
- generating data points via employing grid discretization in the transformed space;
- and
- employing density estimates of the generated data points to generate synthetic pseudo-points.
An apparatus for providing density-based traffic generation, said apparatus comprising:
- an arrangement for clustering data to create partitions;
- an arrangement for constructing transforms of clustered data in a transformed space;
- an arrangement for generating data points via employing grid discretization in the transformed space;
- and
- an an arrangement for employing density estimates of the generated data points to generate synthetic pseudo-points.
A program storage device readable by machine, tangibly embodying a program of instructions executed by the machine to perform method steps for providing density-based traffic generation, said method comprising the steps of:
- clustering data to create partitions;
- constructing transforms of clustered data in a transformed space;
- generating data points via employing grid discretization in the transformed space;
- and
- employing density estimates of the generated data points to generate synthetic pseudo-points.
Dependencies are inferred from the claim text.