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Qiyuan Gong's Projects

1m_generalization icon 1m_generalization

1M_Generalization is a simple anonymization algorithm for 1:M dataset. It contains two sub-algorithms: Mondrian (for relational part) and Partition (transaction part). Both of them are straight forward, and can be repalced by more powerful algorithm with limtied modification.

alluxio icon alluxio

Alluxio, formerly Tachyon, Unify Data at Memory Speed

anatomize icon anatomize

This repository is an open source python implement for Anatomy. I implement this algorithm in python for further study.

apa icon apa

Anatomize and Partition Anonymization

arx icon arx

ARX is a comprehensive open source data anonymization tool that has been designed from the ground up to provide high scalability and ease of use. It supports risk-based anonymization, methods for analyzing data quality and re-identification risks, as well as privacy models, such as k-anonymity, l-diversity, t-closeness and differential privacy

basic_mondrian icon basic_mondrian

The raw mondrian is designed for numerical attributes. When comes to categorical attributes, Mondrian needs to transform categorical attributes to numerical ones. This transformations is not good for some applications. In 2006, LeFevre proposed basic Mondrian, which support both categorical and numerical attributes. This repository is an implementation for basic Mondrian.

confidential-computing-zoo icon confidential-computing-zoo

Confidential Computing Zoo provides confidential computing solutions based on Intel SGX, TDX, HEXL, etc. technologies.

fate icon fate

An Industrial Grade Federated Learning Framework

graphene icon graphene

Graphene / Graphene-SGX - a library OS for Linux multi-process applications, with Intel SGX support

hdl icon hdl

Support Deep Learning on Hadoop platform

hilb_idist icon hilb_idist

HILB and iDIST are two efficient anonymization algorithms proposed by Gabriel Ghinita in his paper. This repository is a python implementation for HILB and iDIST.

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