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Privacy-preserving federating learning with differential privacy
Published 2024“…This paper focus on studying the effectiveness of implementing differential privacy in federated learning to safeguard data privacy.…”
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Final Year Project (FYP) -
2
Privacy in Singapore
Published 2008“…The main objective of this report is to analyze the variations in the interpretation of privacy. In addition, relative importance of privacy, misuse, security and authentication will be explored.…”
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Final Year Project (FYP) -
3
Private-internet privacy
Published 2016“…However, this unprecedented level of productivity and connectedness comes at price: Our privacy. This project aims to bring this issue into the spot light.…”
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Final Year Project (FYP) -
4
Privacy filters for smartphones
Published 2019“…Indiscriminate collection of smartphone sensor data poses a risk on user privacy. This project aims to implement a filter for preserving privacy. …”
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Final Year Project (FYP) -
5
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Privacy and reporting : a study of the conception of privacy in a Chinese daily in Singapore.
Published 2008“…This study seeks to examine the changing conceptions of privacy in Lianhe Zaobao and its predecessor, Nanyang Siang Pau, from 1967-1996.…”
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Final Year Project (FYP) -
7
Online privacy concerns in Singapore.
Published 2008“…There has been an increasing interest in the area of Internet privacy. The objective of the research is to gain an understanding of online privacy concerns in Singapore and address them by matching them with technological tools available.…”
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Final Year Project (FYP) -
8
Concerns for personal privacy in Singapore
Published 2008“…The concern for personal privacy has been prevalent in Western societies. However there has been no study undertaken yet to establish the extent to which the public feels the need for privacy. …”
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Final Year Project (FYP) -
9
Privacy-preserving deep learning
Published 2021“…With this rising trend, there is growing attention on privacy by consumers and government bodies; this introduces the need for Federated Learning (FL) and Differential Privacy (DP) - an evolved form of ML, where models are trained while privacy is safeguarded - which forms the focus of our research. …”
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Final Year Project (FYP) -
10
Differential privacy in machine learning
Published 2022“…When it comes to sharing data to train these machine learning models, there is a rising concern about privacy. Federated learning was introduced as a type of distributed machine learning. …”
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Final Year Project (FYP) -
11
On privacy risks of Android phones
Published 2014“…In fact, prevention methods are recommended to be taken instead to decrease the probability of facing the privacy risk.…”
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Final Year Project (FYP) -
12
Security and privacy in social network
Published 2014“…With this design, users are able to protect the privacy and integrity of their data from potential attackers, while also preserving the availability, reliability and usability benefits of a current social network. …”
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Final Year Project (FYP) -
13
Information privacy in IoT network
Published 2017“…An algorithm for information privacy was provided in this project, and this project is to improvise a program which uses the Data collected by algorithm to perform privacy Image Detection. …”
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Final Year Project (FYP) -
14
Privacy mechanism for photo storage
Published 2018“…This work aims to provide an alternative image privacy mechanism by first detecting object classes in an image, followed by applying a blurring filter onto privacy-sensitive object classes. …”
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Final Year Project (FYP) -
15
Perspectives of Internet privacy in Singapore.
Published 2008“…The true potential of the Internet has yet to be realized due to issues such as privacy and data security. The perspectives of privacy on the Internet have not been well documented here in Singapore. …”
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Final Year Project (FYP) -
16
Privacy and data protection campaign for businesses.
Published 2008“…Privacy and data protection is an area that is often overlooked or regarded as unimportant by Singaporean businesses. …”
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Final Year Project (FYP) -
17
Privacy preserving transactions on public blockchain
Published 2019“…The abundance of data available on public blockchain environments might expose users to privacy breaching. Ethereum as the largest host of blockchain-based project currently has no robust protection against such threats. …”
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Final Year Project (FYP) -
18
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Automated abuse detection of privacy policy
Published 2021“…These mobile apps collect a variety of information from their users which poses significant risks to data privacy. Therefore, privacy policies are intended to describe their data privacy practices and in recent years, there have been regulatory restrictions such as the General Data Protection Regulation (GDPR) that serves as a guideline for such practices. …”
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Final Year Project (FYP) -
20
Privacy-preserving federated learning (I)
Published 2021“…However, current botnet detection technology like the autoencoder model requires centralized training on a large amount of data collected from IoT devices from different home networks, which is not practical because the sensitive information in these data may cause privacy leakage. Individual Learning within the home network also can diminish the performance of the autoencoder. …”
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Final Year Project (FYP)