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Artificial Intelligence, Big Data and Data Science in Statistics

Artificial Intelligence, Big Data and Data Science in Statistics

Challenges and Solutions in Environmetrics, the Natural Sciences and Technology

by Ansgar Steland and Kwok-Leung Tsui
Hardback
Publication Date: 16/11/2022

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- Part I Methodologies and Theoretical Studies. - One-Round Cross-Validation and Uncertainty Determination for Randomized Neural Networks with Applications to Mobile Sensors. - Scale Invariant and Robust Pattern Identification in Univariate Time Series, with Application to Growth Trend Detection in Music Streaming Data. - Fine-Tuned Parallel Piecewise Sequential Confidence Interval and Point Estimation Strategies for the Mean of a Normal Population: Big Data Context. - Statistical Learning for Change Point and Anomaly Detection in Graphs. - On the Robustness of Kernel-Based Pairwise Learning. - Global Sensitivity Analysis for the Interpretation of Machine Learning Algorithms. - Improving Gaussian Process Emulators with Boundary Information. - Part II Challenges and Solutions in Applications. - An Overview and General Framework for Spatiotemporal Modeling and Applications in Transportation and Public Health. - Introduction to Wafer Tomography: Likelihood-Based Prediction of Integrated-Circuit Yield. - Uncertainty Quantification Based on Bayesian Neural Networks for Predictive Quality. - Two Statistical Degradation Models of Batteries Under Different Operating Conditions. - Detecting Diamond Breakouts of Diamond Impregnated Tools for Core Drilling of Concrete by Force Measurements. - Visualising Complex Data Within a Data Science Loop: A Spatio-Temporal Example from Football. - Application of the Singular Spectrum Analysis on Electro luminescence Images of Thin-Film Photovoltaic Modules. - The Impact of the Lockdown Restrictions on Air Quality During COVID-19 Pandemic in Lombardy, Italy.
ISBN:
9783031071546
9783031071546
Category:
Algorithms & data structures
Format:
Hardback
Publication Date:
16-11-2022
Language:
English
Publisher:
Springer International Publishing AG
Country of origin:
Switzerland
Dimensions (mm):
235x155mm
Weight:
0.74kg

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