LIBROS DEL AUTOR: charu aggarwal

15 resultados para LIBROS DEL AUTOR: charu aggarwal

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  • Neural Networks and Deep Learning
    Charu C. Aggarwal
    This book covers both classical and modern models in deep learning. The primary focus is on the theory and algorithms of deep learning. The theory and algorithms of neural networks are particularly important for understanding important concepts, so that one can understand the important design concepts of neural architectures in different applications. Why do neural networks wor...
    Disponible

    50,49 €

  • Machine Learning for Text
    Charu C. Aggarwal
    This second edition textbook covers a coherently organized framework for text analytics, which integrates material drawn from the intersecting topics of information retrieval, machine learning, and natural language processing. Particular importance is placed on deep learning methods. The chapters of this book span three broad categories:1. Basic algorithms: Chapters 1 through 7...
    Disponible

    83,40 €

  • Artificial Intelligence
    Charu C. Aggarwal
    This textbook covers the broader field of artificial intelligence.   The chapters for this textbook span within three categories:Deductive reasoning methods: These methods start with pre-defined hypotheses and reason with them in order to arrive at logically sound conclusions. The underlying methods include search and logic-based methods. These methods are discussed in Chapters...
    Disponible

    92,50 €

  • Machine Learning for Text
    Charu C. Aggarwal
    This second edition textbook covers a coherently organized framework for text analytics, which integrates material drawn from the intersecting topics of information retrieval, machine learning, and natural language processing. Particular importance is placed on deep learning methods. The chapters of this book span three broad categories:1. Basic algorithms: Chapters 1 through 7...
    Disponible

    50,62 €

  • Artificial Intelligence
    Charu C. Aggarwal
    This textbook covers the broader field of artificial intelligence.   The chapters for this textbook span within three categories:Deductive reasoning methods: These methods start with pre-defined hypotheses and reason with them in order to arrive at logically sound conclusions. The underlying methods include search and logic-based methods. These methods are discussed in Chapters...
    Disponible

    50,33 €

  • Linear Algebra and Optimization for Machine Learning
    Charu C. Aggarwal
    This textbook introduces linear algebra and optimization in the context of machine learning. Examples and exercises are provided throughout the book. A solution manual for the exercises at the end of each chapter is available to teaching instructors. This textbook targets graduate level students and professors in computer science, mathematics and data science. Advanced undergra...
    Disponible

    80,66 €

  • Machine Learning for Text
    Charu C. Aggarwal
    Text analytics is a field that lies on the interface of information retrieval,machine learning, and natural language processing, and this textbook carefully covers a coherently organized framework drawn from these intersecting topics. The chapters of this textbook is organized into three categories:- Basic algorithms: Chapters 1 through 7 discuss the classical algorithms for ma...
    Disponible

    86,81 €

  • Outlier Ensembles
    Charu C. Aggarwal / Saket Sathe
    This book discusses a variety of methods for outlier ensembles and organizes them by the specific principles with which accuracy improvements are achieved. In addition, it covers the techniques with which such methods can be made more effective. A formal classification of these methods is provided, and the circumstances in which they work well are examined. The authors cover ho...
    Disponible

    68,65 €

  • Outlier Analysis
    Charu C. Aggarwal
    This book provides comprehensive coverage of the field of outlier analysis from a computer science point of view. It integrates methods from data mining, machine learning, and statistics within the computational framework and therefore appeals to multiple communities. The chapters of this book can be organized into three categories:Basic algorithms: Chapters 1 through 7 discuss...
    Disponible

    116,33 €

  • Data Mining
    Charu C. Aggarwal
    This textbook explores the different aspects of data mining from the fundamentals to the complex data types and their applications, capturing the wide diversity of problem domains for data mining issues. It goes beyond the traditional focus on data mining problems to introduce advanced data types such as text, time series, discrete sequences, spatial data, graph data, and socia...
    Disponible

    82,51 €

  • Managing and Mining Sensor Data
    Charu C. Aggarwal
    Advances in hardware technology have lead to an ability to collect data with the use of a variety of sensor technologies. In particular sensor notes have become cheaper and more efficient, and have even been integrated into day-to-day devices of use, such as mobile phones. This has lead to a much larger scale of applicability and mining of sensor data sets. The human-centric a...
    Disponible

    137,12 €

  • Data Streams
    Charu C. Aggarwal
    This book primarily discusses issues related to the mining aspects of data streams and it is unique in its primary focus on the subject.This volume covers mining aspects of data streams comprehensively: each contributed chapter contains a survey on the topic, the key ideas in the field for that particular topic, and future research directions. The book is intended for a profess...
    Disponible

    145,79 €

  • Social Network Data Analytics
    Charu C. Aggarwal
    Social network analysis applications have experienced tremendous advances within the last few years due in part to increasing trends towards users interacting with each other on the internet. Social networks are organized as graphs, and the data on social networks takes on the form of massive streams, which are mined for a variety of purposes. Social Network Data Analytics cove...
    Disponible

    209,58 €

  • Outlier Detection for Temporal Data
    Charu Aggarwal / Jing Gao / Manish Gupta
    Outlier (or anomaly) detection is a very broad field which has been studied in the context of a large number of research areas like statistics, data mining, sensor networks, environmental science, distributed systems, spatio-temporal mining, etc. Initial research in outlier detection focused on time series-based outliers (in statistics). Since then, outlier detection has been s...
    Disponible

    48,22 €

  • Managing and Mining Uncertain Data
    Charu C. Aggarwal
    Managing and Mining Uncertain Data, a survey with chapters by a variety of well known researchers in the data mining field, presents the most recent models, algorithms, and applications in the uncertain data mining field in a structured and concise way. This book is organized to make it more accessible to applications-driven practitioners for solving ...
    Disponible

    193,12 €