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  • Kernel Methods for Pattern Analysis

    Kernel methods provide a powerful and unified framework for pattern discovery, motivating algorithms that can act on general types of data (e.g. strings, vectors or text) and look for general types of relations (e.g. rankings, classifications, regressions, clusters). The application areas range from neural networks and pattern recognition to machine learning and data mining. This book, developed ... Leer más

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  • An Introduction to Support Vector Machines and Other Kernel-based Learning Methods

    This is the first comprehensive introduction to Support Vector Machines (SVMs), a generation learning system based on recent advances in statistical learning theory. SVMs deliver state-of-the-art performance in real-world applications such as text categorisation, hand-written character recognition, image classification, biosequences analysis, etc., and are now established as one of the standard ... Leer más

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    Series series Computer Science (R0)
    Data matching (also known as record or data linkage, entity resolution, object identification, or field matching) is the task of identifying, matching and merging records that correspond to the same entities from several databases or even within one database. Based on research in various domains including applied statistics, health informatics, data mining, machine learning, artificial ... Leer más

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  • Deep Learning for Computer Vision

    Expert techniques to train advanced neural networks using TensorFlow and Keras

    Learn how to model and train advanced neural networks to implement a variety of Computer Vision tasksKey Features\[\*\] Train different kinds of deep learning model from scratch to solve specific problems in Computer Vision\[\*\] Combine the power of Python, Keras, and TensorFlow to build deep learning models for object detection, image classification, similarity learning, image captioning, and ... Leer más

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  • Frequent Pattern Mining

    Edición de Charu C. Aggarwal, Jiawei Han ...
    Series series Computer Science (R0)
    This comprehensive reference consists of 18 chapters from prominent researchers in the field. Each chapter is self-contained, and synthesizes one aspect of frequent pattern mining. An emphasis is placed on simplifying the content, so that students and practitioners can benefit from the book. Each chapter contains a survey describing key research on the topic, a case study and future directions. ... Leer más

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  • Speech and Computer

    18th International Conference, SPECOM 2016, Budapest, Hungary, August 23-27, 2016, Proceedings

    Series series Springer Nature Proceedings Computer Science
    This book constitutes the proceedings of the 18th International Conference on Speech and Computer, SPECOM 2016, held in Budapest, Hungary, in August 2016.The 85 papers presented in this volume were carefully reviewed and selected from 154 submissions. ... Leer más

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  • Text, Speech, and Dialogue

    20th International Conference, TSD 2017, Prague, Czech Republic, August 27-31, 2017, Proceedings

    Series series Springer Nature Proceedings Computer Science
    This book constitutes the proceedings of the 20th International Conference on Text, Speech, and Dialogue, TSD 2017, held in Prague, CzechRepublic, in August 2017.The 56 regular papers presented together with 3 abstracts of keynote talks were carefully reviewed and selected from 117 submissions. They focus on topics such as corpora and language resources; speech recognition; tagging, classification ... Leer más

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  • Digital and Discrete Geometry

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    Series series Computer Science (R0)
    This book provides comprehensive coverage of the modern methods for geometric problems in the computing sciences. It also covers concurrent topics in data sciences including geometric processing, manifold learning, Google search, cloud data, and R-tree for wireless networks and BigData.The author investigates digital geometry and its related constructive methods in discrete geometry, offering ... Leer más

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  • Machine Learning and Knowledge Discovery in Databases

    European Conference, ECML PKDD 2016, Riva del Garda, Italy, September 19-23, 2016, Proceedings, Part II

    Series Libro 2 - Springer Nature Proceedings Computer Science
    The three volume set LNAI 9851, LNAI 9852, and LNAI 9853 constitutes the refereed proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD 2016, held in Riva del Garda, Italy, in September 2016. The 123 full papers and 16 short papers presented were carefully reviewed and selected from a total of 460 submissions. The papers presented focus on ... Leer más

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  • Practical Biometrics

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    Series series Computer Science (R0)
    This practically-focused text presents a hands-on guide to making biometric technology work in real-life scenarios. Extensively revised and updated, this new edition takes a fresh look at what it takes to integrate biometrics into wider applications. An emphasis is placed on the importance of a complete understanding of the broader scenario, covering technical, human and implementation factors. ... Leer más

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  • Machine Learning and Data Mining in Pattern Recognition

    11th International Conference, MLDM 2015, Hamburg, Germany, July 20-21, 2015, Proceedings

    Edición de Petra Perner ...
    Series series Springer Nature Proceedings Computer Science
    This book constitutes the refereed proceedings of the 11th International Conference on Machine Learning and Data Mining in Pattern Recognition, MLDM 2015, held in Hamburg, Germany in July 2015. The 41 full papers presented were carefully reviewed and selected from 123 submissions. The topics range from theoretical topics for classification, clustering, association rule and pattern mining to ... Leer más

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  • Multimodal Retrieval in the Medical Domain

    First International Workshop, MRMD 2015, Vienna, Austria, March 29, 2015, Revised Selected Papers

    Series series Springer Nature Proceedings Computer Science
    This book constitutes the proceedings of the First International Workshop on Multimodal Retrieval in the Medical Domain, MRMD 2015, held in Vienna, Austria, on March 29, 2015. The workshop was held in connection with ECIR 2015.The 14 full papers presented, including one invited paper, a workshop overview and five papers on the VISCERAL Retrieval Benchmark, were carefully reviewed and selected from ... Leer más

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