Differentially private machine learning using a random forest classifier

I Nerurkar, C Hockenbrocht, L Damewood… - US Patent …, 2020 - Google Patents
A request from a client is received to generate a differentially private random forest classifier
trained using a set of restricted data. The differentially private random forest classifier is …

Emoji frequency detection and deep link frequency

AG Thakurta, AH Vyrros, US Vaishampayan… - US Patent …, 2017 - Google Patents
Abstract Systems and methods are disclosed for generating term frequencies of known
terms based on crowdsourced differentially private sketches of the known terms. An asset …

Privacy preserving statistical analysis on distributed databases

Y Wang, BR Lin, S Rane - US Patent 10,146,958, 2018 - Google Patents
Aggregate statistics are securely determined on private data by first sampling independent
first and second data at one or more clients to obtain sampled data, wherein a sampling …

Privacy-aware query management system

M Curcio, J Hollek, S Linde - US Patent 10,108,818, 2018 - Google Patents
A privacy-aware query management system receives a query to aggregate data from a
number of datasets, wherein at least one of the datasets contains private information for one …

Computer-implemented privacy engineering system and method

JD McFALL, CC Cabot, TJ Moran… - US Patent …, 2023 - Google Patents
A system allows the identification and protection of sensitive data in a multiple ways, which
can be combined for different workflows, data situations or use cases. The system scans …

Differentially private database queries involving rank statistics

I Nerurkar, C Hockenbrocht, L Damewood… - US Patent …, 2019 - Google Patents
A differentially private security system is communicatively coupled to a database. The
differentially private security system receives a request from a client device to perform a …

Method and apparatus for nearly optimal private convolution

N Fawaz, AT Nikolov - US Patent App. 14/648,881, 2015 - Google Patents
(57) ABSTRACT A method and apparatus for ensuring a level of privacy for answering a
convolution query on data stored in a database is provided. The method and apparatus …

Differential privacy for message text content mining

ED Friedman, RK Kumar, L Winstrom - US Patent 10,778,633, 2020 - Google Patents
Abstract Systems and methods are disclosed for determining whether a message received
by a client may be spam, in a computing environment that preserves privacy. The message …

Performing privacy-preserving multi-party analytics on vertically partitioned local data

G Bellala, S Mehnaz - US Patent 10,536,437, 2020 - Google Patents
Example computing devices described herein enable com putation of a machine learning
model on distributed multi party data that is vertically partitioned, in a privacy preserv ing …

Performing privacy-preserving multi-party analytics on horizontally partitioned local data

G Bellala, S Mehnaz - US Patent 10,565,524, 2020 - Google Patents
Examples disclosed herein relate to: computing, by a com puting device at a party among a
plurality of parties, a sum of local data owned by the party. The local data is horizon tally …