Dimensionality Reduction With Unsupervised Nearest Neighbors

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Dimensionality Reduction With Unsupervised Nearest Neighbors

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Author : Oliver Kramer
language : en
Publisher: Springer Science & Business Media
Release Date : 2013-05-30

Dimensionality Reduction With Unsupervised Nearest Neighbors written by Oliver Kramer and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-05-30 with Technology & Engineering categories.

This book is devoted to a novel approach for dimensionality reduction based on the famous nearest neighbor method that is a powerful classification and regression approach. It starts with an introduction to machine learning concepts and a real-world application from the energy domain. Then, unsupervised nearest neighbors (UNN) is introduced as efficient iterative method for dimensionality reduction. Various UNN models are developed step by step, reaching from a simple iterative strategy for discrete latent spaces to a stochastic kernel-based algorithm for learning submanifolds with independent parameterizations. Extensions that allow the embedding of incomplete and noisy patterns are introduced. Various optimization approaches are compared, from evolutionary to swarm-based heuristics. Experimental comparisons to related methodologies taking into account artificial test data sets and also real-world data demonstrate the behavior of UNN in practical scenarios. The book contains numerous color figures to illustrate the introduced concepts and to highlight the experimental results.

Proceedings Of The Third Icmds 24 Machine Learning Inverse Problems And Related Fields

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Author : Amine Laghrib
language : en
Publisher: Springer Nature
Release Date : 2025-06-11

Proceedings Of The Third Icmds 24 Machine Learning Inverse Problems And Related Fields written by Amine Laghrib and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-06-11 with Computers categories.

This book offers innovative insights into the integration of machine learning and inverse problems, showcasing cutting-edge methodologies that enhance computational efficiency and accuracy. By leveraging artificial intelligence, optimization techniques, and high-performance computing, it addresses complex challenges across various scientific and industrial domains. The contributions featured in this book encompass theoretical advancements and practical applications, highlighting diverse topics such as data-driven approaches, uncertainty quantification, and algorithmic innovations. This interdisciplinary collection is designed for researchers, practitioners, and students interested in the transformative potential of informatics and computational sciences. By presenting meticulously reviewed papers from the Third International Conference on Mathematical and Computational Sciences (ICMDS 2024), this issue serves as a valuable resource for fostering further research and development, inspiring new approaches to solving pressing problems through advanced computational methods.

Brain Functional Analysis And Brain Like Intelligence

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Author : Shihui Ying
language : en
Publisher: Frontiers Media SA
Release Date : 2024-03-12

Brain Functional Analysis And Brain Like Intelligence written by Shihui Ying and has been published by Frontiers Media SA this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-03-12 with Science categories.

Advances In Natural Computation Fuzzy Systems And Knowledge Discovery

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Author : Ning Xiong
language : en
Publisher: Springer Nature
Release Date : 2023-01-29

Advances In Natural Computation Fuzzy Systems And Knowledge Discovery written by Ning Xiong and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-01-29 with Technology & Engineering categories.

This book consists of papers on the recent progresses in the state of the art in natural computation, fuzzy systems, and knowledge discovery. The book is useful for researchers, including professors, graduate students, as well as R & D staff in the industry, with a general interest in natural computation, fuzzy systems, and knowledge discovery. The work printed in this book was presented at the 2022 18th International Conference on Natural Computation, Fuzzy Systems, and Knowledge Discovery (ICNC-FSKD 2022), held from 30 July to 1 August 2022, in Fuzhou, China. All papers were rigorously peer-reviewed by experts in the areas.

Material Forming

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Author : Pierpaolo Carlone
language : en
Publisher: Materials Research Forum LLC
Release Date : 2025-06-05

Material Forming written by Pierpaolo Carlone and has been published by Materials Research Forum LLC this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-06-05 with Technology & Engineering categories.

The ESAFORM 2025 proceedings covers 280 papers on a wide range of topics, including: Additive Manufacturing, Composites Forming Processes, Extrusion and Drawing, Forging and Rolling, Formability of Metallic Materials, Friction and Wear in Metal Forming, Incremental and Sheet Metal Forming, Innovative Joining by Forming Technologies, Optimization and Inverse Analysis in Forming, Machining, Cutting, and Severe Plastic Deformation Processes, Material Behavior Modelling, New and Advanced Numerical Strategies for Material Forming, Non-Conventional Processes, Polymer Processing and Thermomechanical Properties and Sustainability in Material Forming. Keywords: Additive Manufacturing, Composites Forming Processes, Extrusion and Drawing, Forging and Rolling, Formability of Metallic Materials, Friction and Wear in Metal Forming, Incremental and Sheet Metal Forming, Innovative Joining by Forming Technologies, Optimization and Inverse Analysis in Forming, Machining, Cutting, and Severe Plastic Deformation Processes, Material Behavior Modelling, New and Advanced Numerical Strategies for Material Forming, Non-Conventional Processes, Polymer Processing and Thermomechanical Properties and Sustainability in Material Forming.

Information Systems

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Author : Marinos Themistocleous
language : en
Publisher: Springer Nature
Release Date : 2025-02-24

Information Systems written by Marinos Themistocleous and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-02-24 with Computers categories.

The two-volume set LNBIP 535 + 536 constitutes selected papers from the 21st European, Mediterranean, and Middle Eastern Conference, EMCIS 2024, which was held in Athens, Greece, during September 2-3, 2024. EMCIS covers technical, organizational, business, and social issues in the application of information technology and is dedicated to the definition and establishment of Information Systems (IS) as a discipline of high impact for IS professionals and practitioners. It focuses on approaches that facilitate the identification of innovative research of significant relevance to the IS discipline following sound research methodologies that lead to results of measurable impact. The 53 papers presented in the proceedings were carefully reviewed and selected from a total of 152 submissions. They were organized in topical sections as follows: Part I: Artificial Intelligence; Blockchain Technology and Applications; Metaverse, Immersive Technologies and Games; Smart Cities; Classical and Emerging Digital Governance – The Artificial Intelligence Era; Part II: Management Information Systems; Advanced Topics in Information Systems; Core Topics in Information Systems; Information Systems Security, Information Privacy Protection and Trust Management.

Emerging Food Authentication Methodologies Using Gc Ms

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Author : Kristian Pastor
language : en
Publisher: Springer Nature
Release Date : 2023-07-27

Emerging Food Authentication Methodologies Using Gc Ms written by Kristian Pastor and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-07-27 with Technology & Engineering categories.

This edited book provides an overview of existing and emerging gas chromatography/mass spectrometry (GC/MS) based methods for the authentication and fraud detection in all major food groups and beverages. Split in four parts, the book opens with a comprehensive introduction into the GC/MS technique and a summary of relevant statistical and mathematical models for data analysis. The main parts focus on the authentication of the main food groups (cereals, dairy products, fruit, meat, etc.) and beverages (e.g., coffee, tea, wine and beer). The chapters in these sections follow a distinct structure describing the nutritional value of the product, common fraud practices, economic implications and relevant biomarkers for the authentication process, such as volatile compounds, fatty acids, amino acids, isotope ratios etc. The final chapter provides an outlook on where the methodologies and the applications may be heading for. Food fraud is serious problem that affects food industries of all kinds, which is why food authentication plays an increasingly important role. This book aims to serve as a knowledge base for all researchers in academia, regulatory laboratories and industry employing GC/MS for food analysis. Due to its comprehensive introduction and consistent structure, it can also serve as an excellent resource for students in food science, food technology, food chemistry and nutrition.

Evidence Dynamics

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Author : Fatma Çavuş Yonar
language : en
Publisher: BZT TURAN PUBLISHING HOUSE
Release Date : 2024-12-25

Evidence Dynamics written by Fatma Çavuş Yonar and has been published by BZT TURAN PUBLISHING HOUSE this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-12-25 with Biography & Autobiography categories.

Preface thoroughly examines how new techniques and analytical methods in Forensic science is an interdisciplinary field that plays a crucial role in the pursuit of requirement advancements truth, of in a fundamental justice. science Rapid and technology have introduced significant innovations in methods and techniques for solving crimes. The effective application of these innovations in forensic processes requires the continuous updating of educational and research practices. Consequently, adopting a multidisciplinary approach in forensic science while embracing innovative methods instead of relying solely on established knowledge is essential for introducing novel solutions to the evidence collection and analysis process. Evidence Dynamics seeks to transcend the traditional understanding of forensic science by addressing the criminal phenomenon holistically, with a focus on innovative methods for evidence research. Every stage of the process from the meticulous collection and preservation of crime scene findings to their analysis through the latest technologies plays a critical role in criminal investigations contribute to solving crimes and explores which innovative approaches can enhance the reliability of evidence. The book does not limit itself to classical methods in evidence management but also emphasizes recent innovations, such as advanced analytical techniques and the application of artificial intelligence in forensic science. These methods not only accelerate the evidence evaluation process but also stand out as powerful tools that help ensure the proper administration of justice. Designed primarily for students of forensic science, judges, prosecutors, and experts working in the criminal divisions of law enforcement agencies, this work provides a clear, accessible, and practical guide to evidence management. By translating theoretical knowledge into practical application, it offers a roadmap for how innovative approaches can be integrated into criminal investigations. The use of visual aids further supports the explanations, simplifying complex ensuring scientific accuracy. This book concepts and illustrating how evidence application of forensic science, fostering can be scientifically analyzed. In conclusion, Evidence Dynamics introduces an innovative perspective on evidence research in crime resolution, enabling forensic science to be applied more effectively and efficiently. We hope this book will contribute both to academic research and the practical the adoption and dissemination of new methodologies. We trust that this work will serve as an inspiring resource for all researchers and professionals seeking to advance their expertise in forensic science...

Data Driven Evolutionary Modeling In Materials Technology

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Author : Nirupam Chakraborti
language : en
Publisher: CRC Press
Release Date : 2022-09-15

Data Driven Evolutionary Modeling In Materials Technology written by Nirupam Chakraborti and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-09-15 with Technology & Engineering categories.

Due to efficacy and optimization potential of genetic and evolutionary algorithms, they are used in learning and modeling especially with the advent of big data related problems. This book presents the algorithms and strategies specifically associated with pertinent issues in materials science domain. It discusses the procedures for evolutionary multi-objective optimization of objective functions created through these procedures and introduces available codes. Recent applications ranging from primary metal production to materials design are covered. It also describes hybrid modeling strategy, and other common modeling and simulation strategies like molecular dynamics, cellular automata etc. Features: Focuses on data-driven evolutionary modeling and optimization, including evolutionary deep learning. Include details on both algorithms and their applications in materials science and technology. Discusses hybrid data-driven modeling that couples evolutionary algorithms with generic computing strategies. Thoroughly discusses applications of pertinent strategies in metallurgy and materials. Provides overview of the major single and multi-objective evolutionary algorithms. This book aims at Researchers, Professionals, and Graduate students in Materials Science, Data-Driven Engineering, Metallurgical Engineering, Computational Materials Science, Structural Materials, and Functional Materials.

Research On Economics And Administration And Social Sciences

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Author : Nesrin Demir
language : en
Publisher: Livre de Lyon
Release Date : 2022-06-15

Research On Economics And Administration And Social Sciences written by Nesrin Demir and has been published by Livre de Lyon this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-06-15 with Business & Economics categories.

Research on Economics and Administration and Social Sciences