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  • Trustworthy Machine Learning under Imperfect Data

    Series series Computer Science (R0)
    The subject of this book centres around trustworthy machine learning under imperfect data. It is primarily designed for scientists, researchers, practitioners, professionals, postgraduates and undergraduates in the field of machine learning and artificial intelligence. The book focuses on trustworthy deep learning under various types of imperfect data, including noisy labels, adversarial examples, ... Leer más

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  • Apple Production Technologies: From Laboratory to Practical Applications

    Cutting-Edge Innovative Techniques

    Series series Intelligent Technologies and Robotics (R0)
    This book comprehensively introduces innovative technologies for practical applications in apple production, which include, but not limited to autonomous thinning, Internet of Things, drones for pollination, disease detection and control, and growth stage detection. Conventional apple production is a labor-intensive industry, and many operations require labor, such as thinning, pollination, and ... Leer más

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  • Representation Learning for Natural Language Processing

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    Series series Computer Science (R0)
    This book provides an overview of the recent advances in representation learning theory, algorithms, and applications for natural language processing (NLP), ranging from word embeddings to pre-trained language models. It is divided into four parts. Part I presents the representation learning techniques for multiple language entries, including words, sentences and documents, as well as pre-training ... Leer más

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  • Entity Alignment

    Concepts, Recent Advances and Novel Approaches

    Series series Computer Science (R0)
    This open access book systematically investigates the topic of entity alignment, which aims to detect equivalent entities that are located in different knowledge graphs. Entity alignment represents an essential step in enhancing the quality of knowledge graphs, and hence is of significance to downstream applications, e.g., question answering and recommender systems. Recent years have witnessed a ... Leer más

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  • Introduction to Transfer Learning

    Algorithms and Practice

    Series series Computer Science (R0)
    Transfer learning is one of the most important technologies in the era of artificial intelligence and deep learning. It seeks to leverage existing knowledge by transferring it to another, new domain. Over the years, a number of relevant topics have attracted the interest of the research and application community: transfer learning, pre-training and fine-tuning, domain adaptation, domain ... Leer más

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  • Continual and Reinforcement Learning for Edge AI

    Framework, Foundation, and Algorithm Design

    Series series Synthesis Collection of Technology (R0)
    This book provides a comprehensive introduction to continual and reinforcement learning for edge AI, which investigates how to build an AI agent that can continuously solve new learning tasks and enhance the AI at resource-limited edge devices. The authors introduce readers to practical frameworks and in-depth algorithmic foundations. The book surveys the recent advances in the area, coming from ... Leer más

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  • Adversarial Robustness for Machine Learning

    Adversarial Robustness for Machine Learning summarizes the recent progress on this topic and introduces popular algorithms on adversarial attack, defense and verification. Sections cover adversarial attack, verification and defense, mainly focusing on image classification applications which are the standard benchmark considered in the adversarial robustness community. Other sections discuss ... Leer más

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  • Pattern Recognition and Computer Vision

    7th Chinese Conference, PRCV 2024, Urumqi, China, October 18–20, 2024, Proceedings, Part I

    Series Libro 1 - Springer Nature Proceedings Computer Science
    This 15-volume set LNCS 15031-15045 constitutes the refereed proceedings of the 7th Chinese Conference on Pattern Recognition and Computer Vision, PRCV 2024, held in Urumqi, China, during October 18–20, 2024.The 579 full papers presented were carefully reviewed and selected from 1526 submissions. The papers cover various topics in the broad areas of pattern recognition and computer vision, ... Leer más

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  • Neural Information Processing

    32nd International Conference, ICONIP 2025, Okinawa, Japan, November 20–24, 2025, Proceedings, Part I

    Series Libro 1 - Springer Nature Proceedings Computer Science
    The six-volume set constitutes the refereed proceedings of the 32nd International Conference on Neural Information Processing, ICONIP 2025, held in Okinawa, Japan, in November 2025.The 197 full papers presented in this book were carefully selected and reviewed from 1092 submissions.The conference focuses on three main areas, i.e., Theory and Algorithms, Computational Neurosciences, and ... Leer más

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  • Pattern Recognition and Computer Vision

    6th Chinese Conference, PRCV 2023, Xiamen, China, October 13–15, 2023, Proceedings, Part IV

    Series Libro 4 - Springer Nature Proceedings Computer Science
    The 13-volume set LNCS 14425-14437 constitutes the refereed proceedings of the 6th Chinese Conference on Pattern Recognition and Computer Vision, PRCV 2023, held in Xiamen, China, during October 13–15, 2023.The 532 full papers presented in these volumes were selected from 1420 submissions. The papers have been organized in the following topical sections: Action Recognition, Multi-Modal Information ... Leer más

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  • Advances in Knowledge Discovery and Data Mining

    30th Pacific-Asia Conference on Knowledge Discovery and Data Mining, PAKDD 2026, Hong Kong, China, June 9–12, 2026, Proceedings, Part II

    Series Libro 2 - Springer Nature Proceedings Computer Science
    The four-volume set, LNAI 16597-16600 constitutes the proceedings of the 30th Pacific-Asia Conference on Knowledge Discovery and Data Mining, PAKDD 2026, held in Hong Kong, China, during June 9–12, 2026.The 184 full papers presented in this book were carefully selected and reviewed from 728 submissions.This program featured three tracks, the Main Track, the Survey Track, and the Special Track on ... Leer más

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  • Advanced Intelligent Computing Technology and Applications

    21st International Conference, ICIC 2025, Ningbo, China, July 26–29, 2025, Proceedings, Part I

    Series Libro 1 - Springer Nature Proceedings Computer Science
    The 12-volume set CCIS 2564-2575, together with the 28-volume set LNCS/LNAI/LNBI 15842-15869, constitutes the refereed proceedings of the 21st International Conference on Intelligent Computing, ICIC 2025, held in Ningbo, China, during July 26-29, 2025.The 523 papers presented in these proceedings books were carefully reviewed and selected from 4032 submissions.This year, the conference ... Leer más

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