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  • Defect Prediction in Software Development & Maintainence

    This book is a collection of taxonomy and review of contemporary model in the field of software development and maintenance. This book is basically the result of our passion toward the research of application of software engineering concepts. This work is derived from the need for accurate fault estimation in goals of quality programming and minimal maintenance overheads. State of art technologies ... Leer más

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    Methods, Systems, Challenges

    Series series The Springer Series on Challenges in Machine Learning
    This open access book presents the first comprehensive overview of general methods in Automated Machine Learning (AutoML), collects descriptions of existing systems based on these methods, and discusses the first series of international challenges of AutoML systems. The recent success of commercial ML applications and the rapid growth of the field has created a high demand for off-the-shelf ML ... Leer más

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  • Process Mining Workshops

    ICPM 2021 International Workshops, Eindhoven, The Netherlands, October 31 – November 4, 2021, Revised Selected Papers

    Edición de Jorge Munoz-Gama, Xixi Lu ...
    Series series Springer Nature Proceedings Computer Science
    This open access book constitutes revised selected papers from the International Workshops held at the Third International Conference on Process Mining, ICPM 2021, which took place in Eindhoven, The Netherlands, during October 31–November 4, 2021.The conference focuses on the area of process mining research and practice, including theory, algorithmic challenges, and applications. The co-located ... Leer más

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  • Machine Learning for Data Streams

    with Practical Examples in MOA

    Series series Adaptive Computation and Machine Learning series
    A hands-on approach to tasks and techniques in data stream mining and real-time analytics, with examples in MOA, a popular freely available open-source software framework.Today many information sources—including sensor networks, financial markets, social networks, and healthcare monitoring—are so-called data streams, arriving sequentially and at high speed. Analysis must take place in real time, ... Leer más

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  • Deep Learning for Computer Architects

    Series series Synthesis Lectures on Computer Architecture
    This is a primer written for computer architects in the new and rapidly evolving field of deep learning. It reviews how machine learning has evolved since its inception in the 1960s and tracks the key developments leading up to the emergence of the powerful deep learning techniques that emerged in the last decade.Machine learning, and specifically deep learning, has been hugely disruptive in many ... Leer más

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  • High-Performance Modelling and Simulation for Big Data Applications

    Selected Results of the COST Action IC1406 cHiPSet

    Series Libro 11400 - Lecture Notes in Computer Science
    This open access book was prepared as a Final Publication of the COST Action IC1406 “High-Performance Modelling and Simulation for Big Data Applications (cHiPSet)“ project.Long considered important pillars of the scientific method, Modelling and Simulation have evolved from traditional discrete numerical methods to complex data-intensive continuous analytical optimisations. Resolution, scale, and ... Leer más

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  • Artificial Intelligence Methods For Software Engineering

    Software is an integral part of our lives today. Modern software systems are highly complex and often pose new challenges in different aspects of Software Engineering (SE).Artificial Intelligence (AI) is a growing field in computer science that has been proven effective in applying and developing AI techniques to address various SE challenges.This unique compendium covers applications of state-of ... Leer más

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  • Protecting Privacy through Homomorphic Encryption

    Edición de Kristin Lauter, Wei Dai, Kim Laine ...
    Series series Mathematics and Statistics (R0)
    This book summarizes recent inventions, provides guidelines and recommendations, and demonstrates many practical applications of homomorphic encryption. This collection of papers represents the combined wisdom of the community of leading experts on Homomorphic Encryption. In the past 3 years, a global community consisting of researchers in academia, industry, and government, has been working ... Leer más

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  • Data Mining In Time Series And Streaming Databases

    Series Libro 83 - Series In Machine Perception And Artificial Intelligence
    This compendium is a completely revised version of an earlier book, Data Mining in Time Series Databases, by the same editors. It provides a unique collection of new articles written by leading experts that account for the latest developments in the field of time series and data stream mining.The emerging topics covered by the book include weightless neural modeling for mining data streams, using ... Leer más

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    Machine learning and optimization techniques are revolutionizing our world. Other types of information technology have not progressed as rapidly in recent years, in terms of real impact. The aim of this book is to present some of the innovative techniques in the field of optimization and machine learning, and to demonstrate how to apply them in the fields of engineering.Optimization and Machine ... Leer más

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  • Big Data Analysis: New Algorithms for a New Society

    Series series Engineering (R0)
    This edited volume is devoted to Big Data Analysis from a Machine Learning standpoint as presented by some of the most eminent researchers in this area.It demonstrates that Big Data Analysis opens up new research problems which were either never considered before, or were only considered within a limited range. In addition to providing methodological discussions on the principles of mining Big ... Leer más

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  • Big Data Analytics

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    The proposed book will discuss various aspects of big data Analytics. It will deliberate upon the tools, technology, applications, use cases and research directions in the field. Chapters would be contributed by researchers, scientist and practitioners from various reputed universities and organizations for the benefit of readers. ... Leer más

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