Search Results - "predictive modelling"

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    Secondary Analysis of Electronic Health Records by MIT Critical Data

    Published 2016
    Table of Contents: “…Outliers -- Case Studies -- Introduction -- Predictive Modeling: outcome prediction (discrete) -- Predictive Modeling: dose optimization (regression) -- Pharmacovigilance (classification) -- Comparative effectiveness: propensity score analysis -- Comparative effectiveness: instrumental variable analysis -- Decision and Cost Effectiveness Analysis: Hidden Markov models and Monte Carlo simulation -- Time series analysis: Gaussian processes (ICP modelling) -- Time series analysis: Bayesian inference(Motif discovery in numerical signals) -- Time Series analysis: Optimization techniques for hyperparameter selection -- Signal processing: analysis of waveform data -- Signal processing: False alarm reduction.…”
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    Electronic eBook
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    The Fundamentals of People Analytics With Applications in R / by Starbuck, Craig

    Published 2023
    Table of Contents: “…Logistic Regression -- 13. Predictive Modeling -- 14. Unsupervised Learning -- 15. …”
    Link to Metadata
    Electronic eBook
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    Multivariate Statistical Machine Learning Methods for Genomic Prediction by Montesinos López, Osval Antonio, Montesinos López, Abelardo, Crossa, José

    Published 2022
    Table of Contents: “…Preface -- Chapter 1 -- General elements of genomic selection and statistical learning -- Chapter. 2 -- Preprocessing tools for data preparation -- Chapter. 3 -- Elements for building supervised statistical machine learning models -- Chapter. 4 -- Overfitting, model tuning and evaluation of prediction performance -- Chapter. 5 -- Linear Mixed Models -- Chapter. 6 -- Bayesian Genomic Linear Regression -- Chapter. 7 -- Bayesian and classical prediction models for categorical and count data -- Chapter. 8 -- Reproducing Kernel Hilbert Spaces Regression and Classification Methods -- Chapter. 9 -- Support vector machines and support vector regression -- Chapter. 10 -- Fundamentals of artificial neural networks and deep learning -- Chapter. 11 -- Artificial neural networks and deep learning for genomic prediction of continuous outcomes -- Chapter. 12 -- Artificial neural networks and deep learning for genomic prediction of binary, ordinal and mixed outcomes -- Chapter. 13 -- Convolutional neural networks -- Chapter. 14 -- Functional regression -- Chapter. 15 -- Random forest for genomic prediction.…”
    Link to Metadata
    Electronic eBook
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    Artificiality and Sustainability in Entrepreneurship Exploring the Unforeseen, and Paving the Way to a Sustainable Future /

    Published 2023
    Table of Contents: “…-- Part III: Building new capabilities and learning mechanisms to enhance competitiveness in the market predominated by the artificial environments -- The Evolution of the Dynamic Capabilities Framework -- Transforming a Highly Tactile Entrepreneurship Course "Ideas to Innovation" to an Entirely Online Delivery Model: Lessons for Theory and Practise -- Applying Eye Tracking Technology in The Field of Entrepreneurship Education -- Part IV: Setting new imperatives to related with the customers and stakeholders in the ecosystems -- Solutions of brand posts on Facebook to increase customer engagement using the Random Forest prediction model -- Entrepreneurial University and Social Innovation Ecosystems: Do They support HEIs knowledge-based Economic Development? …”
    Link to Metadata
    Electronic eBook
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    Perspectives on European Earthquake Engineering and Seismology Volume 2 /

    Published 2015
    Table of Contents: “…Developments in Ground Motion Predictive Models and Accelerometric Data Archiving in the Broader European Region -- 13. …”
    Link to Metadata
    Electronic eBook
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    Perspectives on European Earthquake Engineering and Seismology Volume 1 /

    Published 2014
    Table of Contents: “…The Role of Pile Diameter on Earthquake-Induced Bending -- 18. Predictive Models for Earthquake Response of Clay and Quick Clay Slopes.- 19. …”
    Link to Metadata
    Electronic eBook
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    Time Predictions Understanding and Avoiding Unrealism in Project Planning and Everyday Life / by Halkjelsvik, Torleif, Jørgensen, Magne

    Published 2018
    Table of Contents: “…Time Prediction Methods and Principles: 7.1 Unpacking and decomposition -- 7.2 Analogies -- 7.3 Relative predictions -- 7.4 Time prediction models -- 7.5 Consider alternative futures -- 7.6 Combinations of time predictions -- 7.7 Let other people make the prediction? …”
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    Electronic eBook
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