Search Results - "Song, Yongsoo"
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Logistic regression model training based on the approximate homomorphic encryption
Published in BMC medical genomics (11-10-2018)“…Security concerns have been raised since big data became a prominent tool in data analysis. For instance, many machine learning algorithms aim to generate…”
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2
Semi-Parallel logistic regression for GWAS on encrypted data
Published in BMC medical genomics (21-07-2020)“…The sharing of biomedical data is crucial to enable scientific discoveries across institutions and improve health care. For example, genome-wide association…”
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Privacy-Oriented Technique for COVID-19 Contact Tracing (PROTECT) Using Homomorphic Encryption: Design and Development Study
Published in Journal of medical Internet research (12-07-2021)“…Background Various techniques are used to support contact tracing, which has been shown to be highly effective against the COVID-19 pandemic. To apply the…”
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4
Harnessing the potential of shared data in a secure, inclusive, and resilient manner via multi-key homomorphic encryption
Published in Scientific reports (13-06-2024)“…In this manuscript, we develop a multi-party framework tailored for multiple data contributors seeking machine learning insights from combined data sources…”
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5
Secure searching of biomarkers through hybrid homomorphic encryption scheme
Published in BMC medical genomics (26-07-2017)“…As genome sequencing technology develops rapidly, there has lately been an increasing need to keep genomic data secure even when stored in the cloud and still…”
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Ensemble Method for Privacy-Preserving Logistic Regression Based on Homomorphic Encryption
Published in IEEE access (01-01-2018)“…Homomorphic encryption (HE) is one of promising cryptographic candidates resolving privacy issues in machine learning on sensitive data such as biomedical data…”
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Toward a Secure Drone System: Flying With Real-Time Homomorphic Authenticated Encryption
Published in IEEE access (01-01-2018)“…Controlling or accessing remotely has become a prevalent form of operating numerous types of platforms and infrastructure. An exploding number of vehicles such…”
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Editor’s Preface for the Second Annual MathCrypt Proceedings Volume
Published in Journal of mathematical cryptology (01-01-2021)Get full text
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Secure Logistic Regression Based on Homomorphic Encryption: Design and Evaluation
Published in JMIR medical informatics (17-04-2018)“…Learning a model without accessing raw data has been an intriguing idea to security and machine learning researchers for years. In an ideal setting, we want to…”
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Comparison of encrypted control approaches and tutorial on dynamic systems using Learning With Errors-based homomorphic encryption
Published in Annual reviews in control (2022)“…Encrypted control has been introduced to protect controller data by encryption at the stage of computation and communication, by performing the computation…”
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SecureLR: Secure Logistic Regression Model via a Hybrid Cryptographic Protocol
Published in IEEE/ACM transactions on computational biology and bioinformatics (01-01-2019)“…Machine learning applications are intensively utilized in various science fields, and increasingly the biomedical and healthcare sector. Applying predictive…”
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Ultrafast homomorphic encryption models enable secure outsourcing of genotype imputation
Published in Cell systems (17-11-2021)“…Genotype imputation is a fundamental step in genomic data analysis, where missing variant genotypes are predicted using the existing genotypes of nearby "tag"…”
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PROTECT: Privacy-preserving Contact Tracing for COVID-19 with Homomorphic Encryption
Published in Journal of medical Internet research (29-04-2021)“…Various techniques are employed in order to support contact tracing, which has been shown to be highly effective against the pandemic of coronavirus disease…”
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14
Construct digital management system of the performance test and design standard of the TTX using Model-Based Systems Engineering Approach
Published in 2007 International Symposium on Logistics and Industrial Informatics (01-09-2007)“…In this paper, I explain the digital management system based on PDM system. To maintain design-knowledge database and manage configuration for product of…”
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Conference Proceeding -
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Ride Comfort Analysis based on Heart Rate and Blood Pressure Variability according to Changed Tilting Angle at Tilting Train Simulator
Published in 2008 International Conference on Smart Manufacturing Application (01-04-2008)“…The Korea is consisted of 70% mountain terrain and at existing rail road, it is many of curve railroad segment naturally. If tilting train is applied, it is…”
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Conference Proceeding -
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Ring-LWE based encrypted controller with unlimited number of recursive multiplications and effect of error growth
Published 20-06-2024“…In this paper, we propose a method to encrypt linear dynamic controllers that enables an unlimited number of recursive homomorphic multiplications on a Ring…”
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Ride comfort analysis with physiological parameters for an e-health train
Published in Telemedicine journal and e-health (01-12-2009)“…Transportation by train has numerous advantages over road transportation, especially with regard to energy efficiency, ecological features, safety, and…”
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Comparison of encrypted control approaches and tutorial on dynamic systems using LWE-based homomorphic encryption
Published 11-10-2022“…Encrypted control has been introduced to protect controller data by encryption at the stage of computation and communication, by performing the computation…”
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Computing Blindfolded on Data Homomorphically Encrypted under Multiple Keys: An Extended Survey
Published 17-07-2020“…New cryptographic techniques such as homomorphic encryption (HE) allow computations to be outsourced to and evaluated blindfolded in a resourceful cloud. These…”
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The arc detector system using power line carrier in railway
Published in IEEE International Conference on Industrial Technology, 2003 (2003)“…Recently, many technologies of the P.L.C (power line carrier) are introduced for an efficient communication. P.L.C communication sends information in the…”
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Conference Proceeding