0% Complete
صفحه اصلی
/
سی و یکمین کنفرانس بین المللی مهندسی برق
Privacy-Preserving Learning using Autoencoder-based Structure
نویسندگان :
Mohammad Ali Jamshidi
1
Hadi Veisi
2
Mohammad Mahdi Mojahedian
3
Mohammad Reza Aref
4
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
New Single Phase Direct AC-AC Converters As A Series Static Digital Voltage Stabilizer With The Introduction Of Transformer And Transformerless Network Connection
Seyed mohsen Mortazavi - Reza Beiranvand
(Room Temperature Chemiresistor H2S Gas Sensor based on ZnS/PbS Core-Shell Quantum Dots(CSQDs
Mojtaba Azimi - Ali Rostami
Impacts of Various Wind Turbine Generators on Transient Recovery Voltage in a Medium Voltage Power Network
Mostafa Heydari - Ali Asghar Razi-Kazemi
Sensitive RSNs to Schizophrenia; A graph parameter approach
Shirin Karimian - Farzaneh Keyvanfard - Abbas Nasiraei Moghaddam
Medial Residual Encoder Layers for Classification of Brain Tumors in Magnetic Resonance Images
Zahra Sobhaninia - Nader Karimi - Pejman Khadivi - Shadrokh Samavi
Study of an Improved Flux Reversal Permanent Magnet Outer-Rotor Motor
Mohammad Reza Sarshar - Mohammad Amin Jalali Kondelaji - Mojtaba Mirsalim
Numerical and Computational Study on Compressive Strain Effect in Perovskite Solar Cell
Daniyal Khosh Maram - Hamed Abnavi - Hanieh Talati Aghdam
ارزیابی کیفیت و موفقیت های پیوند کلیه
علی رفیعی پور - بهزاد خلجی امامزاده عباسی - زینب زالی - مسعودرضا هاشمی
A 20W High Gain Power Amplifier
Hamid Taleb-Alhagh-Nia - Reza Rezaei Siahrood - Hamed Sajadinia
A modified Dempster Shafer approach to classification in surgical skill assessment
Arash Iranfar - Mohammad Soleymannejad - Behzad Moshiri - Hamid D. Taghirad
بیشتر
ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 43.6.0
