Advanced Machine Learning Applications in Big Data Analytics

With the development of computer technology and communication technology, various industries have collected a large amount of data in different forms, so-called big data. How to obtain valuable knowledge from these data is a very challenging task. Machine learning is such a direct and effective meth...

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Bibliographic Details
Other Authors:	Li, Taiyong (Editor), Deng, Wu (Editor), Wu, Jiang (Editor)
Format:	Electronic Book Chapter
Language:	English
Published:	MDPI - Multidisciplinary Digital Publishing Institute 2023
Subjects:	Technology: general issues History of engineering & technology energy storage model predictive control peak shaving and frequency regulation output optimization global optimization meta-heuristic support vector machine swarm intelligence hyperspectral image classification CNN ELM PSO deep feature butterfly optimization algorithm random replacement crisscross search overseas Chinese associations support vector machine short-term traffic-flow forecasting bagging model stacking model ridge regression error coefficient least squares method support vector machines principal component analysis quick access recorder mean absolute error high-plateau flight event extraction event type event trigger words stock announcement news stock return traffic flow forecasting long short-term memory network graph convolutional network target detection infrared deep learning YOLOv5 algorithm design science research performance analysis machine learning classification algorithms clustering algorithms pilot abnormal behavior behavior detection YOLOv4 algorithm CBAM flight safety fault diagnosis variational mode decomposition composite multi-scale dispersion entropy particle swarm optimization deep belief network CBCFI combined prediction model ARMA GM GA BP hierarchical clustering Jaccard distance membership grade community clustering lightweight neural networks attentional mechanisms Hemerocallis citrina Baroni maturity detection cloud digital archives confidentiality management information system emotion-cause pair extraction heterogeneous graph graph attention network hierarchical model spatial-temporal systems neural networks information systems forecasting time series coupled map lattice polymorphic mapping color image hash function pixel level differential evolution capacitated vehicle routing planning saving mileage gravity search object detection computer vision border patrol COVID-19 warning system PROPHET health quantum dynamics neural architecture search image classification swarm intelligence whale optimization algorithm extreme learning machine talent stability prediction adversarial attacks document classification NLP convolutional neural networks disease classification generative adversarial network tomato leaf multi-strategy dual-update strategy mean-semivariance model portfolio optimization DNA computing DNA sequences design improved matrix particle swarm optimization algorithm (IMPSO) opposition-based learning signal-to-noise ratio distance time series classification complementary ensemble empirical mode decomposition (CEEMD) MultiRocket feature selection hybrid model multi-behavior recommendation sequential recommendation graph neural network embedding propagation 1D quadratic chaotic system image encryption splicing model DNA coding BaaS system blockchain consensus algorithm KNN service level agreement transaction priority data stream mining forex online learning adaptive learning incremental learning sliding window concept drift financial time series forecasting n/a
Online Access:	DOAB: download the publication DOAB: description of the publication
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