Computational modeling

An Evolutionary MultiLayer Perceptron Algorithm for Real Time River Flood Prediction

An Evolutionary MultiLayer Perceptron Algorithm for Real Time River Flood Prediction

Abstract Severe flash flood events give very little opportunity for issuing warnings. In this paper, we approach the automated and real-time prediction of river flooding by proposing and evaluating different …

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TiM-DNN: Ternary In-Memory Acceleratorfor Deep Neural Networks

TiM-DNN: Ternary In-Memory Accelerator for Deep Neural Networks

Abstract The use of lower precision has emerged as a popular technique to optimize the compute and storage requirements of complex deep neural networks (DNNs). In the quest for lower …

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Performance Analysis of Distributed and Scalable Deep Learning(DL)

Performance Analysis of Distributed and Scalable Deep Learning(DL)

Abstract With renewed global interest for Artificial Intelligence (AI) methods, the past decade has seen a myriad of new programming models and tools that enable better and faster Machine Learning …

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Towards Backward-Compatible Representation Learning

Abstract We propose a way to learn visual features that are compatible with previously computed ones even when they have different dimensions and are learned via different neural network architectures …

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A Survey on Spark Ecosystem: Big Data Processing Infrastructure, Machine Learning, and Applications

A Survey on Spark Ecosystem: Big Data Processing Infrastructure, Machine Learning, and Applications

Abstract With the explosive increase of big data, it is necessary to apply large-scale data processing systems to analyze Big Data. Arguably, Spark is state of the art in large-scale …

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Face Recognition: Challenges and Issues in Smart City/Environments

Face Recognition: Challenges and Issues in Smart City/Environments

Abstract Smart city challenges, like increased traffic, the risk to public safety, effective law enforcement, and the smart environment challenges improving personalized services such as health care and home environment …

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Deep Sentiment Classification and Topic Discovery on Novel Coronavirus or COVID-19 Online Discussions: NLP Using LSTM Recurrent Neural Network Approach

Deep Sentiment Classification and Topic Discovery on Novel Coronavirus or COVID-19 Online Discussions: NLP Using LSTM Recurrent Neural Network Approach

Abstract Internet forums and public social media, such as online healthcare forums, provide a convenient channel for users (people/patients) concerned about health issues to discuss and share information with each …

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