Federated Learning of Oligonucleotide Drug Molecule Thermodynamics with Differentially Private ADMM-Based SVM

Tavara, Shirin; Schliep, Alexander; Basu, Debabrota

doi:10.1007/978-3-030-93733-1_34

Cited by 2 publications

(2 citation statements)

References 25 publications

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“…Parallelism is the fact of making several processors cooperate with the aim of accelerating the resolution of a single problem, improving computing performance, increasing the size of the problems to be solved, producing machines with a good cost/performance ratio (Tavara, Schliep, & Basu, 2021).…”

Section: Parallel Processing Some General Informationmentioning

confidence: 99%

Parallel and Distributed Computation of a Fingerprint Access Control System

Mangata

Muamba²,

Khalaba

et al. 2022

JCRINN

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This work evaluates the runtime performance of a single-mode biometric recognition system for fingerprint-based access control to secure premises. To speed up the computation time in this system, we resorted to parallel programming, targeting more loops in the verification module. Our approach would therefore be to parallelize all loops that are computationally intensive during the verification of fingerprints in the database. On this, we exploited Microsoft's Task Parallel Library, specifically exploiting the for and for each loop. On the test set performed in sequential and parallel versions in the different data sizes, namely 50, 100, 150, 200, 250, 300, 350, 400, 450, 500, 550, and 600, we can state that the results obtained by the sequential and parallel implementations of our performance test programs allowed us to determine the best approach. Therefore, it is very clear that the sequential program is too greedy in terms of computation time compared to the parallel program which minimizes the computation time.

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Section: Parallel Processing Some General Informationmentioning

confidence: 99%

Parallel and Distributed Computation of a Fingerprint Access Control System

Mangata

Muamba²,

Khalaba

et al. 2022

JCRINN

View full text Add to dashboard Cite

show abstract

“…Single-mode biometric systems suffer from several problems that make them unsuitable for current biometric applications that require high levels of reliability and security [11]. These problems include the use of a single biometric trait that is prone to noise, poor capture, lack of biometric points, and deterioration in the quality of biometric input [12].…”

Section: Introductionmentioning

confidence: 99%

Comparative Studies Between a Facial Recognition System and a Fingerprint Recognition System for Access Control

Mangata

N’kashama

Christian

et al. 2022

IJISCS

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This paper investigates the decisions made on two singles modal biometric systems based on facial recognition and fingerprints for access control. In order to carry out this study on the access control system based on fingerprint and facial recognition, we made biometric recognition systems based on fingerprints and facial recognition that interacts with an embedded system under Arduino to give us the possibility to assemble the performances of programming and electronics, more precisely, we programmed electronic systems for the automatic opening of doors without the action of a human being. In a sample of one hundred individuals composed of 40 females and 60 males, 75 of whom were enrolled and 25 of whom were not, our two singles modal access control systems each obtained the following results: 70 true positives, 5 false negatives, 8 false positives and 17 true negatives for the facial recognition system, compared to 73 true positives, 2 false negatives, 4 false positives and 21 true negatives for the fingerprint recognition system, which constitute our confusion matrix. From all the tests carried out, we can say that the decisions made by the fingerprint recognition system are better than the decisions made by the facial recognition system.

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Federated Learning of Oligonucleotide Drug Molecule Thermodynamics with Differentially Private ADMM-Based SVM

Cited by 2 publications

References 25 publications

Parallel and Distributed Computation of a Fingerprint Access Control System

Parallel and Distributed Computation of a Fingerprint Access Control System

Comparative Studies Between a Facial Recognition System and a Fingerprint Recognition System for Access Control

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