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Statistical Issues in Machine Learning Towards Reliable Split Selection and Variable Importance Measures is een boek van Strobl, Carolin;
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specification of the learning content of statistical measures, an empirical reconstruction of students' learning processes towards statistical measures;
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Explore the multidisciplinary nature of complex networks through machine learning techniques Statistical and Machine Learning Approaches;
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financial risk prediction. Conformal Predictions for Reliable Machine Learning: Theory, Adaptations and Applications captures the basic theory;
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Rank-Based Methods for Shrinkage and Selection A practical and hands-on guide to the theory and methodology of statistical estimation based;
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An introduction to machine learning methods and their applications to problems in bioinformatics Machine learning techniques are;
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dimension reduction techniques, such as PCA, ICA, KPCA, MSPCA, entropy measures, and other statistical measures, and more. This book is a;
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FEATURES Bridges the gap between the traditional statistical methods and computational tools for small genetic and epigenetic data;
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Big Data in Omics and Imaging: Association Analysis addresses the recent development of association analysis and machine learning for both;
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Big Data in Omics and Imaging: Association Analysis addresses the recent development of association analysis and machine learning for both;
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, statistical physics and machine learning, the book provides sufficient mathematics and physics background to make the subject intelligible to;
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scientific domains. The papers are organized in the following topical sections: Advanced Machine Learning; Applications; Data and Knowledge;
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Statistical models attempt to describe and quantify relationships between variables. In the models presented in this chapter, there is a;
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Statistical models attempt to describe and quantify relationships between variables. In the models presented in this chapter, there is a;
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, build, and deploy enterprise-grade statistical models for machine learning using Python and its rich ecosystem of libraries for predictive;
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available in PySpark. In section 3, we take you on a journey through machine learning algorithms, implementations, and fine-tuning techniques. We;
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in PySpark. In section 3, we take you on a journey through machine learning algorithms, implementations, and fine-tuning techniques. We will also;
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evaluation, statistical assessment, and to many practical issues ranging from feature selection and feature construction to bias, context, multi;
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This book is based on the basis that machine learningalgorithms and rank based statistical methods are abetter choice to develop a robust;
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offers recent global case studies and discusses how AI and statistical methods initiatives and applications such as Machine Learning Deep;
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regularization methods for single- and multi-task learning Considers regularized methods for dictionary learning and portfolio selection Addresses non;
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, statistical learning, and related areas.;
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portfolio theory, sparse learning and compressed sensing, sparse eigen-portfolios, robust optimization, non-Gaussian data-driven risk measures;
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This book will help readers understand fundamental and advanced statistical models and deep learning models for robust speaker recognition;
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variable selection. For advanced undergraduate and graduate students in statistical science, this text provides a systematic description;
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variable selection. For advanced undergraduate and graduate students in statistical science, this text provides a systematic description of both;
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Machine learning allows computers to learn and discern patterns without actually being programmed. When Statistical techniques and;
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