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Comparing Variable Selection Techniques for Linear Regression
  • Language: en
  • Pages: 42

Comparing Variable Selection Techniques for Linear Regression

  • Type: Book
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  • Published: 2013
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  • Publisher: Unknown

None

Post-Shrinkage Strategies in Statistical and Machine Learning for High Dimensional Data
  • Language: en
  • Pages: 409

Post-Shrinkage Strategies in Statistical and Machine Learning for High Dimensional Data

  • Type: Book
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  • Published: 2023-05-25
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  • Publisher: CRC Press

This book presents some post-estimation and predictions strategies for the host of useful statistical models with applications in data science. It combines statistical learning and machine learning techniques in a unique and optimal way. It is well-known that machine learning methods are subject to many issues relating to bias, and consequently the mean squared error and prediction error may explode. For this reason, we suggest shrinkage strategies to control the bias by combining a submodel selected by a penalized method with a model with many features. Further, the suggested shrinkage methodology can be successfully implemented for high dimensional data analysis. Many researchers in statis...

A Macroeconometric Model for Saudi Arabia
  • Language: en
  • Pages: 176

A Macroeconometric Model for Saudi Arabia

This Open Access Brief presents the KAPSARC Global Energy Macroeconometric Model (KGEMM). KGEMM is a policy analysis tool for examining the impacts of domestic policy measures and global economic and energy shocks on the Kingdom of Saudi Arabia. The model has eight blocks (real sector, fiscal, monetary, external sector, price, labor and wages, energy, population, and age cohorts) that interact with each other to represent the Kingdom’s macroeconomy and energy linkages. It captures New Keynesian demand-side features anchored to medium-run equilibrium and long-run aggregate supply. It applies a cointegration and equilibrium correction modeling (ECM) methodology to time series data to estimat...

Forests and Food
  • Language: en
  • Pages: 290

Forests and Food

As population estimates for 2050 reach over 9 billion, issues of food security and nutrition have been dominating academic and policy debates. A total of 805 million people are undernourished worldwide and malnutrition affects nearly every country on the planet. Despite impressive productivity increases, there is growing evidence that conventional agricultural strategies fall short of eliminating global hunger, as well as having long-term ecological consequences. Forests can play an important role in complementing agricultural production to address the Sustainable Development Goals on zero hunger. Forests and trees can be managed to provide better and more nutritionally-balanced diets, great...

Agere, cavere, respondere
  • Language: pt-BR
  • Pages: 225

Agere, cavere, respondere

  • Categories: Law

Esta obra tem como objetivo analisar a forma como os juristas romanos, em sua atuação prática, participaram da formação do direito. Não se ignora que boa parte de sua contribuição para a construção do direito romano e, portanto, para o direito ocidental, se deu pelo ensino e pela escrita de obras de doutrina, mas, neste trabalho, optou-se por apreciar essa contribuição pelo fio condutor da atividade consultiva, desdobrada em três aspectos ou tarefas, conforme a definição dada por Cícero no De Oratore: indicar os meios processuais adequados (agere), auxiliar na prática de atos jurídicos (cavere) e responder a questões jurídicas que eram colocadas por particulares ou magist...

Chronic Rhinosinusitis
  • Language: en
  • Pages: 17

Chronic Rhinosinusitis

This issue will focus on treatments for Chronic Rhinosinusitis. Dr. Wyste Fokkens guest edits topics such as: "Inflammatory mechanisms in chronic rhinosinusitis with or without nasal polyposis," "European versus Asian Chronic rhinosinusitis. What did it teach us and what do we want to know," "Epithelium, cilia and mucus, their importance in chronic rhinosinusitis Noam Cohen Noam," "Aspirin intolerance: does desensitization alter the course of the disease," "Anti-inflammatory effects of macrolides: applications in CRS," and more!

Essential Oils Integrative Medical Guide
  • Language: en

Essential Oils Integrative Medical Guide

Building immunity, increasing longevity, and enhancing mental performance with therapeutic-grade essential oils.

Econometric Modeling
  • Language: en
  • Pages: 378

Econometric Modeling

Econometric Modeling provides a new and stimulating introduction to econometrics, focusing on modeling. The key issue confronting empirical economics is to establish sustainable relationships that are both supported by data and interpretable from economic theory. The unified likelihood-based approach of this book gives students the required statistical foundations of estimation and inference, and leads to a thorough understanding of econometric techniques. David Hendry and Bent Nielsen introduce modeling for a range of situations, including binary data sets, multiple regression, and cointegrated systems. In each setting, a statistical model is constructed to explain the observed variation in...

The Lizard
  • Language: en
  • Pages: 24

The Lizard

A story by Nobel Prize-winning writer Jose Saramago, gorgeously illustrated in woodcuts by one of Brazil's most famous artists. When a lizard appears in the neighborhood of Chiado, in Lisbon, it surprises passers-by, and mobilizes firefighters and the army. With a clear and precise style, the fable offers a multitude of senses, reaching audiences of all ages. "The Lizard" is a short story included in A Bagagem do Viajante (1973), a volume that brought together the Saramago chronicles for the newspaper A Capital and the weekly Jornal do Fundão between 1971 and 1972. Translated by Nick Caistor and Lucia Caistor, The Lizard, is an illustrated version of the chronicle by J. Borges.

Land Change Science, Political Ecology, and Sustainability
  • Language: en
  • Pages: 288

Land Change Science, Political Ecology, and Sustainability

  • Type: Book
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  • Published: 2014-01-23
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  • Publisher: Routledge

Recent claims regarding convergence and divergence between land change science and political ecology as approaches to the study of human-environment relationships and sustainability science are examined and analyzed in this innovative volume. Comprised of 11 commissioned chapters as well as introductory and concluding/synthesis chapters, it advances the two fields by proposing new conceptual and methodological approaches toward integrating land change science and political ecology. The book also identifies areas of fundamental difference and disagreement between fields. These theoretical contributions will help a generation of young researchers refine their research approaches and will advance a debate among established scholars in geography, land-use studies, and sustainability science that has been developing since the early 2000s. At an empirical level, case studies focusing on sustainable development are included from Africa, Central and South America, and Southeast Asia. The specific topics addressed include tropical deforestation, swidden agriculture, mangrove forests, gender, and household issues.