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CMU学Drama's Projects

diffgen icon diffgen

Differentially private data release for data mining [SIGKDD 2011] - convert a relational data set into a differentially-private version while maintaining its capability for data mining

diffmulti icon diffmulti

Differentially private multidimensional data publishing

diffpart icon diffpart

Publishing Set-Valued Data via Differential Privacy [PVLDB 2011] - convert a transaction data set into a differentially-private version while maintaining its capability for handling count queries and data mining tasks

dm-ml icon dm-ml

Implements of some data mining and machine learning algorithms

dp-agd icon dp-agd

Concentrated Differentially Private Gradient Descent with Adaptive per-iteration Privacy Budget

dp-damtl icon dp-damtl

source code of paper kdd2017-"Privacy-Preserving Distributed Multi-Task Learning with Asynchronous Updates"

dp-sparse-mcs icon dp-sparse-mcs

code for 'Differential Location Privacy for Sparse Mobile Crowdsensing' at ICDM'16

dpel icon dpel

This repository contains codes related paper called "Collaborative ensemble learning under differential privacy"

dualquery icon dualquery

DualQuery: Practical Private Query Release Algorithm

evaluatingdpml icon evaluatingdpml

This project's goal is to evaluate the privacy leakage of differentially private machine learning models.

fcis icon fcis

Visual redaction methods for FCIS(https://github.com/msracver/FCIS)

feature-selection icon feature-selection

Features selection algorithm based on self selected algorithm, loss function and validation method

fred icon fred

FRED simulator and associated paper

frequentitemsetalgos icon frequentitemsetalgos

PCY, Toivenon’s and Multi-hash algorithms- To determine the frequent items that occur together in a basket and understand the purchase behavior of buyers

frequentpattents_caraccident_python icon frequentpattents_caraccident_python

從台北2015年車禍數據中,尋找frequent patterns,從而發現車禍多發的關聯因素,以制定相應措施,減少車禍發生的概率

galatea icon galatea

Ian Goodfellow's private research codebase

ganhacks icon ganhacks

starter from "How to Train a GAN?" at NIPS2016

gasr-scala icon gasr-scala

The scala version for Gibbs Bayesian matrix completion

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