Unlocking the power of machine learning in big data: a scoping …
Feb 15, 2025 · Machine learning (ML) plays a crucial role in big data (BD) by serving as the cornerstone of efficient data processing and analysis. In particular, ML provides BD with the …
The use of big data and machine learning for optimizing
Jul 8, 2023 · By combining big data and machine learning, manufacturers can gain valuable insights into their production processes, products, markets, and customers and use them to …
Abstract— The Big Data revolution promises to transform how we live, work, and think by enabling process optimization, empowering insight discovery and improving decision-making.
The role of big data in process optimization | GlobalSpec
Nov 15, 2023 · By utilizing algorithms and machine learning techniques, big data analytics can predict equipment failures, optimize supply chain management, and improve product quality …
Machine Learning With Big Data: Challenges and Approaches
Apr 20, 2017 · Abstract: The Big Data revolution promises to transform how we live, work, and think by enabling process optimization, empowering insight discovery and improving decision …
Optimizing Big Data Processing: Machine Learning Approaches …
Jan 1, 2025 · Machine learning (ML) techniques are playing a pivotal role in enhancing the scalability, efficiency, and accuracy of big data analytics. This paper explores various ML …
In this review paper, we summarize and classify the existing contributions of data-driven optimization under uncertainty, highlight the current research trends, point out the research …
A survey of machine learning for big data processing
May 28, 2016 · First, we review the machine learning techniques and highlight some promising learning methods in recent studies, such as representation learning, deep learning, distributed …
Machine Learning, Optimization, and Big Data | Guide …
A novel nature-inspired, deterministic, global, and derivative-free optimization method, namely the dolphin pod optimization (DPO), is presented for solving simulation-based design optimization …
Data Analytics and Machine Learning for Smart Process Manufacturing ...
Dec 1, 2019 · In this paper, we review recent advances in data analytics and machine learning applied to the monitoring, control, and optimization of industrial processes, paying particular …