کنفرانس مهندسی برق ایران

صفحه اصلی / سی و یکمین کنفرانس بین المللی مهندسی برق

Privacy-Preserving Learning using Autoencoder-based Structure

نویسندگان :

Mohammad Ali Jamshidi¹ Hadi Veisi² Mohammad Mahdi Mojahedian³ Mohammad Reza Aref⁴

1- Sharif university of technology 2- University of Tehran 3- Sharif university of technology 4- Sharif university of technology

کلمات کلیدی :

Privacy،Utility،Deep Neural Networks،Autoencoders

چکیده :

The need for privacy makes data centers not provide their datasets to inference centers. On the other hand, inference centers need more data to train learning algorithms and provide suitable and acceptable services. Therefore, the existence of a structure that can keep the data confidential while maintaining its usefulness for utility providers is of great importance. In this paper, by modifying the structure of the autoencoder, a method is presented that manages the trade-off between utility and privacy. Moreover, the performance of the proposed method has been evaluated by simulation.

لیست مقالات

لیست مقالات بایگانی شده

Designing a Suitable Antenna and Simple Receiver for Detection of Partial Discharge in the UHF Band

Seyed Hossein Kasaei - Mohammad Hamed Samimi

High PSRR, 0.7nW MOSFET-Only Subthreshold Voltage Reference

Mohammad Rashtian - Mahdi Shahpasandi

Synergizing ISAC and OTFS in a Non-GB-OMA Downlink Framework

Ghasem Saeidi - Hamid Saeedi-sourck

Dynamic Lane Changing Control of Vehicle Platoon

Abolfazl Saadati Moghadam - Mohammad Haeri

Enhancing Kriging with Inductive Spatio-Temporal GraphODE

Amin Sheykhzadeh - Behzad Moshiri - Ebrahim Ghafar-Zadeh

Design Comparison of BLDC and SR Motor Drives for Range Hood Applications

Aghil Ghaheri - Reza Naghash - Akbar Mohammadi Ajamloo - Ebrahim Afjei

طراحی یک اینورتر سه فاز چند سطحی ترکیبی جدید و بررسی کاربرد آن در کنترل موتور القایی

حسین جعفری - داریوش نظرپور - سجاد گلشن نواز - ابراهیم بابائی

Reactive Power Compensation in Distribution Grids: An Application of Trinary Cascaded H-bridge Multilevel Inverter

Yousef Neyshabouri - Mohammad Farhadi-Kangarlu

A Single-Switch Single-Inductor High Step-Up DC-DC Converter with Single-Input and Dual-Output Ports

Ali Nadermohammadi - Saed Mahmoud Alilou - Mohammad Maalandish - Seyed Hossein Hosseini - Mehdi Abapour - Kazrm Zare

Optimization of Fifth Order Band-Pass Ladder Filter and Statistical Analysis of Reverse Problem

Sayyed Ali Alizadeh - Mahmoud Kamarei

بیشتر

ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 42.0.4