Rhythmic Advantages in Big Data and Machine Learning / Editors Anirban Bandyopadhyay, Kanad Ray

Bandyopadhyay, Anirban [HerausgeberIn] ; Ray, Kanad [HerausgeberIn]

Englisch

Singapore : Springer Singapore Pte. Limited, 2022

©2022

1 online resource (270 pages)

Description based on publisher supplied metadata and other sources.

Erscheint auch als: Druck-Ausgabe- Bandyopadhyay, Anirban: Rhythmic advantages in big data and machine learning. - Singapore : Springer, 2022. - xi, 262 Seiten

978-981-16-5723-8

Weitere Ausgaben: 978-981-16-5722-1 (Druckausgabe)

*Biophysik / Schwingung / Big Data / Maschinelles Lernen

*Machine learning

*Electronic books

Dewey Dezimal-Klassifikation: 006.31

Intro -- Preface -- Contents -- Editors and Contributors -- 1 Data: Periodicity and Ways to Unlock Its Full Potential -- 1 Introduction -- 2 What is Big Data? -- 3 Big Data Terminologies -- 4 Significance of Big Data -- 5 Applications of Big Data -- 6 Dealing with Numeric Data, Images, and Videos -- 7 Periodicity and Time Series -- 7.1 Classical Time Series Forecasting -- 7.2 Modern Techniques -- 8 Horses for Courses -- 9 Difference Between the Current Neural Nets and the Human Brain -- 10 A Holistic Grand Approach -- References -- 2 Modulating Neural Oscillations with Transcranial Focused Ultrasound -- 1 Introduction -- 2 Moving from Correlation to Causation with Neuromodulation -- 3 Ultrasonic Neuromodulation -- 3.1 Mechanisms and Parameters -- 3.2 Modulating Excitability -- 3.3 Targeting Distinct Oscillations -- 3.4 Driving Brain Rhythms -- 3.5 Confounds -- 4 Summary and Conclusion -- References -- 3 Ergontropic Dynamics: Contribution for an Extended Particle Dynamics -- 1 Introduction -- 1.1 Forces in an Accelerated Frame -- 2 The Ergontropic Equation of Dynamics -- 2.1 Rolling Body on an Inclined Plan -- 2.2 The Fluid Equation -- 2.3 Application to Electrodynamics -- 2.4 Poynting's Theorem -- 2.5 Driving Energy of a Rotating System -- 2.6 Transport of Angular Momentum in a Hurricane -- 2.7 Periodic Radiative Heating of the Earth's Atmosphere -- 2.8 The Flyby Anomaly of the Spacecrafts -- 2.9 Additional Remarks on the Variational Problem According to the Proposed Reformulation -- 3 Direct Conversion of Entropy into Forces -- 3.1 The Case of Entropic Forces -- 3.2 In the Realm of Electrochemistry: Electromotive Force and Cell Potential -- 4 Conclusion -- References -- 4 Minimization of Thermal Conductivity in Nanostructures and Geometric Self-Similar Structures for Thermoelectric Applications -- 1 Introduction.

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