In order to effectively protect bank data and complete fraud identification, the study first designed an adaptive bank data protection architecture based on FL and DP. Then, based on improved GAN, integrated models, and other technologies,…
Category: 7. Maths
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A novel double machine learning approach for detecting early breast cancer using advanced feature selection and dimensionality reduction techniques
The predictive models that are used in this research are SVM, logistic regression, decision tree, KNN, random forest classifier, and artificial neural network. Meanwhile, three DML models are used to predict breast cancer. Fig. 3 shows the steps…
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Revealing spatiotemporal variations in areas potentially linked to COVID-19 spread using fine-grained population data
Correlation-based potential risk calculation
We integrated two datasets for epidemiological modelling. The first was spatiotemporal population data that consisted of hourly population estimates for each 125-metre-square grid cell. The population…
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Multi release software reliability modelling incorporating fault generation in detection process and fault dependency with change point in correction process
Software failure data
In this subsection, the proposed model’s parameters estimation and performance have been done using two software failure data sets. The first data set (DSI) is collected from testing a medium-size software system26 and…
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Monitoring and predicting cotton leaf diseases using deep learning approaches and mathematical models
Formal modelling and verification
Formal modeling and verification based on mathematics, logical construction, and formal language define and verify requirements that confirm the specifications. Formal modeling and verification are essential in…
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Factors influencing user acceptance of virtual reality in preserving Wuhu iron painting from the unified theory of acceptance and use of technology perspective
UNESCO. Basic Texts of the 2003 Convention for the Safeguarding of the Intangible Cultural Heritage (UNESCO, 2003).
Ma, L. The inheritance strategy of intangible cultural heritage based on internet and information technolog—taking wuhu iron…
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A secured accreditation and equivalency certification using Merkle mountain range and transformer based deep learning model for the education ecosystem
This study presents a comprehensive blockchain-based approach for quick and easy academic credential verification and equivalency issuance. As seen in Fig. 1, the suggested ecosystem for credential and equivalency verification often comprises…
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The data visualization and intelligent text analysis for effective evaluation of English language teaching
Datasets collection
This study evaluates the effect of English language teaching, and collects student data from multiple dimensions, including students’ personal information, academic performance, emotional analysis, learning progress, teaching…
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A lightweight algorithm for synchronized multimodal data acquisition using temporal sample alignment
Processing information from distributed data sources has been extensively studied in recent decades. In this section, we will review related work, focusing on issues such as multi-sensor data fusion, clock offset, skew and drift, and data…
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Character generation and visual quality enhancement in animated films using deep learning
Datasets collection
The datasets used are VoxCeleb143, TaiChiHD44, and ImageNet-1 k45. VoxCeleb1 is a large-scale dataset for speech and speaker recognition, consisting of over 150,000 video clips. Its extensive video samples and detailed dynamic…
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