Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Differentially Private Smart Metering: Implementation, Analytics, and
  Billing   Smart power grids offer to revolutionize power distribution by sharing
granular power usage data, though this same data sharing can reveal a great
deal about users, and there are serious privacy concerns for customers. In this
paper, we address these concerns using differential privacy. Differential
privacy is a statistical notion of privacy that adds carefully-calibrated noise
to sensitive data before sharing it, and we apply it to provide strong privacy
guarantees to individual customers. Under this implementation, we quantify the
impact of privacy upon smart grid analytics, which are of interest to
utilities, to quantify the loss in accuracy incurred by privacy.
Simultaneously, we quantify the financial impact of privacy through bounding
deviations in customers' utility bills. Simulation results are provided using
actual power usage data, demonstrating the viability of this approach in
practice.

17
The categories of this paper are: q-fin
37
The categories of this paper are: supr-con
7
The categories of this paper are: hep-th
31
The categories of this paper are: ao-sci
3
The categories of this paper are: physics
11
The categories of this paper are: hep-lat
32
The categories of this paper are: atom-ph
25
The categories of this paper are: patt-sol
14
The categories of this paper are: math-ph
33
The categories of this paper are: plasm-ph
0
The categories of this paper are: hep-ph
15
The categories of this paper are: nucl-ex
30
The categories of this paper are: q-alg
22
The categories of this paper are: chao-dyn
29
The categories of this paper are: funct-an
18
The categories of this paper are: econ