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  • Machine Learning and Granular Computing: A Synergistic Design Environment

    Edición de Witold Pedrycz, Shyi-Ming Chen ...
    Series series Intelligent Technologies and Robotics (R0)
    This volume provides the reader with a comprehensive and up-to-date treatise positioned at the junction of the areas of Machine Learning (ML) and Granular Computing (GrC). ML offers a wealth of architectures and learning methods. Granular Computing addresses useful aspects of abstraction and knowledge representation that are of importance in the advanced design of ML architectures. In unison, ML ... Leer más

    $224.99 USD

  • Advancements in Knowledge Distillation: Towards New Horizons of Intelligent Systems

    Edición de Witold Pedrycz, Shyi-Ming Chen ...
    Series series Intelligent Technologies and Robotics (R0)
    The book provides a timely coverage of the paradigm of knowledge distillation—an efficient way of model compression. Knowledge distillation is positioned in a general setting of transfer learning, which effectively learns a lightweight student model from a large teacher model. The book covers a variety of training schemes, teacher–student architectures, and distillation algorithms. The book covers ... Leer más

    $197.99 USD

  • Recent Advancements in Multi-View Data Analytics

    Edición de Witold Pedrycz, Shyi-Ming Chen ...
    Series Libro 106 - Studies in Big Data
    This book provides timely studies on multi-view facets of data analytics by covering recent trends in processing and reasoning about data originating from an array of local sources. A multi-view nature of data analytics is encountered when working with a variety of real-world scenarios including clustering, consensus building in decision processes, computer vision, knowledge representation, big ... Leer más

    $170.99 USD

  • Interpretable Artificial Intelligence: A Perspective of Granular Computing

    Edición de Witold Pedrycz, Shyi-Ming Chen ...
    Series series Intelligent Technologies and Robotics (R0)
    This book offers a comprehensive treatise on the recent pursuits of Artificial Intelligence (AI) – Explainable Artificial Intelligence (XAI) by casting the crucial features of interpretability and explainability in the original framework of Granular Computing. The innovative perspective established with the aid of information granules provides a high level of human centricity and transparency ... Leer más

    $152.99 USD

  • Social Networks: A Framework of Computational Intelligence

    Edición de Witold Pedrycz, Shyi-Ming Chen ...
    Series series Engineering (R0)
    This volume provides the audience with an updated, in-depth and highly coherent material on the conceptually appealing and practically sound information technology of Computational Intelligence applied to the analysis, synthesis and evaluation of social networks. The volume involves studies devoted to key issues of social networks including community structure detection in networks, online social ... Leer más

    $143.99 USD

  • Deep Learning: Concepts and Architectures

    Edición de Witold Pedrycz, Shyi-Ming Chen ...
    Series series Intelligent Technologies and Robotics (R0)
    This book introduces readers to the fundamental concepts of deep learning and offers practical insights into how this learning paradigm supports automatic mechanisms of structural knowledge representation. It discusses a number of multilayer architectures giving rise to tangible and functionally meaningful pieces of knowledge, and shows how the structural developments have become essential to the ... Leer más

    $152.99 USD

  • Deep Learning: Algorithms and Applications

    Edición de Witold Pedrycz, Shyi-Ming Chen ...
    Series series Intelligent Technologies and Robotics (R0)
    This book presents a wealth of deep-learning algorithms and demonstrates their design process. It also highlights the need for a prudent alignment with the essential characteristics of the nature of learning encountered in the practical problems being tackled. Intended for readers interested in acquiring practical knowledge of analysis, design, and deployment of deep learning solutions to real ... Leer más

    $170.99 USD

  • Computational Intelligence for Pattern Recognition

    Edición de Witold Pedrycz, Shyi-Ming Chen ...
    Series series Engineering (R0)
    The book presents a comprehensive and up-to-date review of fuzzy pattern recognition. It carefully discusses a range of methodological and algorithmic issues, as well as implementations and case studies, and identifies the best design practices, assesses business models and practices of pattern recognition in real-world applications in industry, health care, administration, and business. Since the ... Leer más

    $143.99 USD

  • Sentiment Analysis and Ontology Engineering

    An Environment of Computational Intelligence

    Edición de Witold Pedrycz, Shyi-Ming Chen ...
    Series series Engineering (R0)
    This edited volume provides the reader with a fully updated, in-depth treatise on the emerging principles, conceptual underpinnings, algorithms and practice of Computational Intelligence in the realization of concepts and implementation of models of sentiment analysis and ontology –oriented engineering.The volume involves studies devoted to key issues of sentiment analysis, sentiment models, and ... Leer más

    $143.99 USD

  • Data Science and Big Data: An Environment of Computational Intelligence

    Edición de Witold Pedrycz, Shyi-Ming Chen ...
    Series series Engineering (R0)
    This book presents a comprehensive and up-to-date treatise of a range of methodological and algorithmic issues. It also discusses implementations and case studies, identifies the best design practices, and assesses data analytics business models and practices in industry, health care, administration and business.Data science and big data go hand in hand and constitute a rapidly growing area of ... Leer más

    $170.99 USD

  • Development and Analysis of Deep Learning Architectures

    Edición de Witold Pedrycz, Shyi-Ming Chen ...
    Series series Intelligent Technologies and Robotics (R0)
    This book offers a timely reflection on the remarkable range of algorithms and applications that have made the area of deep learning so attractive and heavily researched today. Introducing the diversity of learning mechanisms in the environment of big data, and presenting authoritative studies in fields such as sensor design, health care, autonomous driving, industrial control and wireless ... Leer más

    $152.99 USD

  • Information Granularity, Big Data, and Computational Intelligence

    Edición de Witold Pedrycz, Shyi-Ming Chen ...
    Series series Engineering (R0)
    The recent pursuits emerging in the realm of big data processing, interpretation, collection and organization have emerged in numerous sectors including business, industry and government organizations. Data sets such as customer transactions for a mega-retailer, weather monitoring, intelligence gathering, quickly outpace the capacities of traditional techniques and tools of data analysis. The 3V ... Leer más

    $89.99 USD