The NeurIPS '18 Competition
The NeurIPS '18 Competition

Author: Sergio Escalera

Publisher: Springer Nature

Published: 2019-11-29

Total Pages: 345

ISBN-13: 3030291359

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This volume presents the results of the Neural Information Processing Systems Competition track at the 2018 NeurIPS conference. The competition follows the same format as the 2017 competition track for NIPS. Out of 21 submitted proposals, eight competition proposals were selected, spanning the area of Robotics, Health, Computer Vision, Natural Language Processing, Systems and Physics. Competitions have become an integral part of advancing state-of-the-art in artificial intelligence (AI). They exhibit one important difference to benchmarks: Competitions test a system end-to-end rather than evaluating only a single component; they assess the practicability of an algorithmic solution in addition to assessing feasibility. The eight run competitions aim at advancing the state of the art in deep reinforcement learning, adversarial learning, and auto machine learning, among others, including new applications for intelligent agents in gaming and conversational settings, energy physics, and prosthetics.

Automated Design of Machine Learning and Search Algorithms
Automated Design of Machine Learning and Search Algorithms

Author: Nelishia Pillay

Publisher: Springer Nature

Published: 2021-07-28

Total Pages: 187

ISBN-13: 3030720691

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This book presents recent advances in automated machine learning (AutoML) and automated algorithm design and indicates the future directions in this fast-developing area. Methods have been developed to automate the design of neural networks, heuristics and metaheuristics using techniques such as metaheuristics, statistical techniques, machine learning and hyper-heuristics. The book first defines the field of automated design, distinguishing it from the similar but different topics of automated algorithm configuration and automated algorithm selection. The chapters report on the current state of the art by experts in the field and include reviews of AutoML and automated design of search, theoretical analyses of automated algorithm design, automated design of control software for robot swarms, and overfitting as a benchmark and design tool. Also covered are automated generation of constructive and perturbative low-level heuristics, selection hyper-heuristics for automated design, automated design of deep-learning approaches using hyper-heuristics, genetic programming hyper-heuristics with transfer knowledge and automated design of classification algorithms. The book concludes by examining future research directions of this rapidly evolving field. The information presented here will especially interest researchers and practitioners in the fields of artificial intelligence, computational intelligence, evolutionary computation and optimisation.

Sound and Robotics
Sound and Robotics

Author: Richard Savery

Publisher: CRC Press

Published: 2023-12-21

Total Pages: 359

ISBN-13: 1000993612

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Sound in human–robot interaction currently encompasses a wide range of approaches and methodologies not easily classified, analyzed or compared among projects. This edited book covers the state of the art in sound and robotics, aiming to gather existing approaches in a combined volume. Collecting chapters from world-leading academic and industry authors, Sound and Robotics: Speech, Non-Verbal Audio and Robotic Musicianship explores how robots can communicate through speech, non-verbal audio and music. The first set of chapters explores how robots use verbal communication, considering the possibilities of speech for human–robot interaction. The second section shifts to roles of non-verbal communication in HRI, including consequential sound, sonification and audio cues. The third and final section describes current approaches to robotic musicianship and their evaluation. This book is primarily aimed at HRI researchers, ranging from those who have never used sound to those very experienced with sound. Alongside robotic researchers, this book will present avenues for a diverse range of musicians, composers and sound designers to become introduced to the world of HRI and learn of potential creative directions in robotics.

Managing Customer-Centric Strategies in the Digital Landscape
Managing Customer-Centric Strategies in the Digital Landscape

Author: Ho, Ree Chan

Publisher: IGI Global

Published: 2024-10-25

Total Pages: 652

ISBN-13:

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In today’s rapidly evolving digital landscape, the integration of emerging technologies has reshaped the business world and propelled companies to keep pace with advancements like artificial intelligence, data science, blockchain, and reality virtualization. These technologies are no longer just tools for efficiency but are crucial drivers of customer-centric strategies that enhance productivity and service. As businesses strive to maximize the value of their technology investments, they must integrate these innovations into their entire business ecosystem to meet the needs of socially connected, tech-savvy customers. Leveraging Emerging Technologies for Customer-Centric Business Strategies explores the crucial intersection of technological innovation and customer-centricity in the digital age. These chapters delve into how companies can effectively implement new technologies such as AI, machine learning, and big data analytics, to better serve customer demands and foster stronger engagement. By examining current business models, predicting future trends, and analyzing the role of customer involvement in co-creation, this comprehensive resource provides researchers, business practitioners, and academics with the strategies needed to navigate the fast-paced, technology-driven marketplace.

Text, Speech, and Dialogue
Text, Speech, and Dialogue

Author: Petr Sojka

Publisher: Springer Nature

Published: 2022-09-15

Total Pages: 549

ISBN-13: 3031162706

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This book constitutes the proceedings of the 25th International Conference on Text, Speech, and Dialogue, TSD 2022, held in Brno, Czech Republic, in September 2022. The 43 papers presented in this volume were carefully reviewed and selected from 94 submissions. The topical sections "Text", "Speech", and "Dialogue" deal with the following issues: speech recognition; corpora and language resources; speech and spoken language generation; tagging, classification and parsing of text and speech; semantic processing of text and speech; integrating applications of text and speech processing; automatic dialogue systems; multimodal techniques and modelling.

Energy Informatics
Energy Informatics

Author: Bo Nørregaard Jørgensen

Publisher: Springer Nature

Published: 2023-12-01

Total Pages: 313

ISBN-13: 3031486498

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This two-volume set LNCS 14467-14468 constitutes the proceedings of the First Energy Informatics Academy Conference, EI.A 2023,held in Campinas, Brazil, in December 2023. The 39 full papers together with 8 short papers included in these volumes were carefully reviewed and selected from 53 submissions. The conference focuses on the application of digital technology and information management to facilitate the global transition towards sustainable and resilient energy systems.

Intelligent Autonomous Systems 16
Intelligent Autonomous Systems 16

Author: Marcelo H. Ang Jr

Publisher: Springer Nature

Published: 2022-04-07

Total Pages: 734

ISBN-13: 3030958922

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This book presents the latest advances and research achievements in the fields of autonomous robots and intelligent systems, presented at the IAS-16 conference, conducted virtually in Singapore, from 22 to 25 June 2021. IAS is a common platform for an exchange and sharing of ideas among the international scientific research and technical community on some of the main trends of robotics and autonomous systems: navigation, machine learning, computer vision, control, and robot design—as well as a wide range of applications. IAS-16 reflects the rise of machine learning and deep learning developments in the robotics field, as employed in a variety of applications and systems. All contributions were selected using a rigorous peer-reviewed process to ensure their scientific quality. Despite the challenge of organising a conference during a pandemic, the IAS biennial conference remains an essential venue for the robotics and autonomous systems community ever since its inception in 1986. Chapters 46 of this book is available open access under a CC BY 4.0 license at link.springer.com

Artificial Intelligence For High Energy Physics
Artificial Intelligence For High Energy Physics

Author: Paolo Calafiura

Publisher: World Scientific

Published: 2022-01-05

Total Pages: 829

ISBN-13: 9811234043

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The Higgs boson discovery at the Large Hadron Collider in 2012 relied on boosted decision trees. Since then, high energy physics (HEP) has applied modern machine learning (ML) techniques to all stages of the data analysis pipeline, from raw data processing to statistical analysis. The unique requirements of HEP data analysis, the availability of high-quality simulators, the complexity of the data structures (which rarely are image-like), the control of uncertainties expected from scientific measurements, and the exabyte-scale datasets require the development of HEP-specific ML techniques. While these developments proceed at full speed along many paths, the nineteen reviews in this book offer a self-contained, pedagogical introduction to ML models' real-life applications in HEP, written by some of the foremost experts in their area.