Artificial Intelligence, Big Data and Data Science in Statistics

Edited by Ansgar Steland () and Kwok-Leung Tsui ()

in Springer Books from Springer

Date: 2022
ISBN: 978-3-031-07155-3
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Chapters in this book:

One-Round Cross-Validation and Uncertainty Determination for Randomized Neural Networks with Applications to Mobile Sensors

Ansgar Steland and Bart E. Pieters

Scale Invariant and Robust Pattern Identification in Univariate Time Series, with Application to Growth Trend Detection in Music Streaming Data

Nermina Mumic, Oliver Leodolter, Alexander Schwaiger and Peter Filzmoser

Fine-Tuned Parallel Piecewise Sequential Confidence Interval and Point Estimation Strategies for the Mean of a Normal Population: Big Data Context

Nitis Mukhopadhyay and Chen Zhang

Statistical Learning for Change Point and Anomaly Detection in Graphs

Anna Malinovskaya, Philipp Otto and Torben Peters

On the Robustness of Kernel-Based Pairwise Learning

Patrick Gensler and Andreas Christmann

Global Sensitivity Analysis for the Interpretation of Machine Learning Algorithms

Sonja Kuhnt and Arkadius Kalka

Improving Gaussian Process Emulators with Boundary Information

Zhaohui Li and Matthias Hwai Yong Tan

An Overview and General Framework for Spatiotemporal Modeling and Applications in Transportation and Public Health

Lishuai Li, Kwok-Leung Tsui and Yang Zhao

Introduction to Wafer Tomography: Likelihood-Based Prediction of Integrated-Circuit Yield

Michael Baron, Emmanuel Yashchin and Asya Takken

Uncertainty Quantification Based on Bayesian Neural Networks for Predictive Quality

Simon Cramer, Meike Huber and Robert H. Schmitt

Two Statistical Degradation Models of Batteries Under Different Operating Conditions

Jin-Zhen Kong and Dong Wang

Detecting Diamond Breakouts of Diamond Impregnated Tools for Core Drilling of Concrete by Force Measurements

Christine H. Müller, Hendrik Dohme, Dennis Malcherczyk, Dirk Biermann and Wolfgang Tillmann

Visualising Complex Data Within a Data Science Loop: A Spatio-Temporal Example from Football

Leo N. Geppert, Katja Ickstadt, Fabian Karl, Jonas Münch and Michael Steinbrecher

Application of the Singular Spectrum Analysis on Electroluminescence Images of Thin-Film Photovoltaic Modules

Evgenii Sovetkin and Bart E. Pieters

The Impact of the Lockdown Restrictions on Air Quality During COVID-19 Pandemic in Lombardy, Italy

Paolo Maranzano and Alessandro Fassó

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DOI: 10.1007/978-3-031-07155-3

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