LIBROS DEL AUTOR: mark j van der laan

5 resultados para LIBROS DEL AUTOR: mark j van der laan

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  • Targeted Learning in Data Science
    Mark J. van der Laan / Mark Jvan der Laan / Sherri Rose
    This textbook for graduate students in statistics, data science, and public health deals with the practical challenges that come with big, complex, and dynamic data. It presents a scientific roadmap to translate real-world data science applications into formal statistical estimation problems by using the general template of targeted maximum likelihood estimators. These targeted...
    Disponible

    148,51 €

  • Targeted Learning
    Mark J. van der Laan / Sherri Rose
    The statistics profession is at a unique point in history. The need for valid statistical tools is greater than ever; data sets are massive, often measuring hundreds of thousands of measurements for a single subject. The field is ready to move towards clear objective benchmarks under which tools can be evaluated. Targeted learning allows (1) the full generalization and utilizat...
    Disponible

    156,57 €

  • Targeted Learning
    Mark J. van der Laan / Sherri Rose
    Models, Inference, and Truth.- The Open Problem.- Defining the Model and Parameter.- Super Learning.- Introduction to TMLE.- Understanding TMLE.- Why TMLE?.- Bounded Continuous Outcomes.- Direct Effects and Effect Among the Treated.- Marginal Structural Models.- Positivity.- Robust Analysis of RCTs Using Generalized Linear Models.- Targeted ANCOVA Estimator in RCTs.- Independen...
    Disponible

    241,29 €

  • Unified Methods for Censored Longitudinal Data and Causality
    James M Robins / Mark J. van der Laan
    A fundamental statistical framework for the analysis of complex longitudinal data is provided in this book. It provides the first comprehensive description of optimal estimation techniques based on time-dependent data structures. The techniques go beyond standard statistical approaches and can be used to teach masters and Ph.D. students. The text is i...
    Disponible

    207,12 €

  • Unified Methods for Censored Longitudinal Data and Causality
    James M Robins / Mark J. van der Laan
    A fundamental statistical framework for the analysis of complex longitudinal data is provided in this book. It provides the first comprehensive description of optimal estimation techniques based on time-dependent data structures. The techniques go beyond standard statistical approaches and can be used to teach masters and Ph.D. students. The text is i...
    Disponible

    205,76 €