Generalized Additive Models
An Introduction with R
Bibliographic Data
| ID | 23398785 |
|---|---|
| Authors | Simon N Wood (0000-0002-2034-7453, corresponding author) |
| Year | 2017 |
| Pages | 476 |
| Publication date | 2017-05-18 |
| Open Access | No |
| Type | BOOK |
| Venue | Generalized Additive Models (SOURCE_BOOK) |
| Publisher | Chapman and Hall/CRC (PUBLISHER) |
| DOI | 10.1201/9781315370279 |
| OpenAlex | W3112717819 |
| Open Library | OL33595575M |
| ISBN | 9781315370279 |
| Language | EN |
| Citations received | 455 |
The first edition of this book has established itself as one of the leading references on generalized additive models (GAMs), and the only book on the topic to be introductory in nature with a wealth of practical examples and software implementation. It is self-contained, providing the necessary background in linear models, linear mixed models, and generalized linear models (GLMs), before presenting a balanced treatment of the theory and applications of GAMs and related models. The author bases his approach on a framework of penalized regression splines, and while firmly focused on the practical aspects of GAMs, discussions include fairly full explanations of the theory underlying the methods. Use of R software helps explain the theory and illustrates the practical application of the methodology. Each chapter contains an extensive set of exercises, with solutions in an appendix or in the book’s R data package gamair, to enable use as a course text or for self-study.
Advanced Statistical Methods and Models · Mathematics · Statistical Methods and Bayesian Inference · Statistical Methods and Inference · Linear models (statistics) · Programming languages (Electronic computers) · Random walks (Mathematics)
Fiscal Interventions and Climate Vulnerability in India
Unequal returns to growth and decline across US regions and social classes
Rising Temperatures, Rising Calls
The structural contingency model of trust
Can Incorporating Parity Information Improve the Reliability of Completed Cohort Fertility Projections? Insights From a Bayesian Generalized Additive Model Approach
Tobacco use vs. helminths in Congo basin hunter-gatherers
The late Quaternary fossil record of mole salamanders in central Texas reveals range shifts and responses to environmental change
Impact of climate and humans on the range dynamics of the woolly mammoth ( Mammuthus primigenius ) in Europe during MIS 2
Activity budget and feeding strategies of the San Martin titi monkey (Plecturocebus oenanthe) in large and small forest fragments
Great ape surveys and the implications of long-term monitoring in the Djéké Triangle, Republic of Congo
Holocene land cover change in the Pannonian (East-Central Europe) forest steppe
The Plausibility of Sampling as an Algorithmic Theory of Sentence Processing
Tug-of-War of Emotion
The bright and dark sides of openness on quality of life
Expansion of Haart Coverage Is Associated with Sustained Decreases in HIV/Aids Morbidity, Mortality and HIV Transmission
Paradigmatic enhancement of stem vowels in regular English inflected verb forms
Production of Estonian case-inflected nouns shows whole-word frequency and paradigmatic effects
The Sensitivity of the Healthy Life Years Indicator
The Myth of Cognitive Decline
Comparing the productivity of Estonian deverbal suffixes -mine, -us, and -ja in five registers
City-Specific Spatiotemporal Infant and Neonatal Mortality Clusters
Spatio-Temporal Dynamic of Malaria Incidence
The Lag Effects and Vulnerabilities of Temperature Effects on Cardiovascular Disease Mortality in a Subtropical Climate Zone in China
Ecological Engineering for the Optimisation of the Land-Based Marine Aquaculture of Coastal Shellfish
Social Contacts and Mixing Patterns Relevant to the Spread of Infectious Diseases
Assessment of population exposure to PM10 for respiratory disease in Lanzhou (China) and its health-related economic costs based on GIS
Individual-level space-time analyses of emergency department data using generalized additive modeling
On the association between weather variability and total and cause-specific mortality before and during industrialization in Sweden
Heroes and Villains in Memes on the 2022 Russian Invasion of Ukraine
Developmental Changes in Acoustic Characteristics of Speech of Estonian Adolescents
Patterns of senescence in human cardiovascular fitness
Spatiotemporal characteristics and influencing factors of connection and substitution relationships between shared E-bikes and public transit
Exploring the nonlinear effects of ridesharing on public transit usage
Collinearity
Methods to account for spatial autocorrelation in the analysis of species distributional data
Development of digital empathy
Stable exponential random graph models with non-parametric components for large dense networks
Non-linear relationships between age-friendly neighborhood environments and cognitive health among older adults in Guangzhou, China
Covering the long shadow
Threshold effects between spatial access to medical resources and life expectancy
Interpretable machine learning method empowers dynamic life cycle impact assessment
Emotion and language
Twenty-eight years of vowels
Specialization and Convergence of Industry-Specific Employment in Germany
Sensitivity of Fit Indices to Fake Perturbation of Ordinal Data
Prominence in Triconstituent Compounds
Unobserved Preference Heterogeneity in Demand Using Generalized Random Coefficients
A propensity-score matched study of changes in loneliness surrounding major life events
Informativeness is a determinant of compound stress in English
Phonetic effects of morphology and context
Distance software
A Comparison of Two-Group Classification Methods
Changes in Criminal Offending Around the Time of Job Entry
The role of information theory for compound words in Mandarin Chinese and English
Non-linear association between mHealth-measured daily steps and subsequent healthcare expenditures among long-term app users in Osaka, Japan
The effect of exercise training and motivational counselling on physical activity behaviour and psychosocial factors in pregnant women
Multimorbidity, healthy lifestyle, and the risk of cognitive impairment in Chinese older adults
Neighborhood ‘Disamenities’
Patterns of birth cohort-specific smoking histories in Japan, 1910–2050
An amorphous model for morphological processing in visual comprehension based on naive discriminative learning.
Extreme High Temperatures and Hospital Admissions for Respiratory and Cardiovascular Diseases
A protocol for data exploration to avoid common statistical problems
The cave of shadows
The role of urban trees in reducing land surface temperatures in European cities
Video game play is positively correlated with well-being
Scale-dependent interactions between tree canopy cover and impervious surfaces reduce daytime urban heat during summer
The WHO estimates of excess mortality associated with the Covid-19 pandemic
The Discriminative Lexicon
Visualizing the Effects of Predictor Variables in Black Box Supervised Learning Models
Inference in Multiscale Geographically Weighted Regression
An experimental and computational study of an Estonian single-subject word naming experiment
Obstruent co-intrinsic pitch and other demands on the larynx
Pathways of Lateral Lenition
Bad timing
Is it good to work with? Workability and the meaning of non-native species in urban policy
Nutrient capture and sustainable yield maximized by a gear modification in artisanal fishing traps
It’s not the heat, it’s the vulnerability
The 2019/2020 mega-fires exposed Australian ecosystems to an unprecedented extent of high-severity fire
Spatio-Temporal Distribution of Aedes Albopictus and Culex Pipiens along an Urban-Natural Gradient in the Ventotene Island, Italy
Real-time estimation and forecasting of Covid-19 cases and hospitalizations in Wisconsin Herc regions for public health decision making processes
Family Environmental Risk and Perceived Stress in Adolescent Depressive Symptoms
Spatial-temporal trends in the risk of illicit drug toxicity death in British Columbia
The Impact of Mobility Restriction Strategies in the Control of the Covid-19 Pandemic
Spatial analysis of tuberculosis cure in primary care in Rio de Janeiro, Brazil
Changing socioeconomic inequalities in the incidence and case fatality rates of Covid-19 in Germany, March 2020 through May 2022
Impact of a comprehensive tobacco control policy package on acute myocardial infarction and stroke hospital admissions in Beijing, China
Influence of air temperature and implemented veterinary measures on the incidence of human salmonellosis in the Czech Republic during 1998–2017
An N-Shaped Association between Population Density and Abdominal Obesity
Relationship between Meteorological and Air Quality Parameters and Covid-19 in Casablanca Region, Morocco
Determinants of under-nutrition among children under five years of age in Ethiopia
Nonparametric two-sample test for networks using joint graphon estimation
Age-Specific Mortality Forecasting in Kazakhstan
Trends and disparities in breastfeeding initiation in France between 2010 and 2016
Evaluating Paleoclimate Evolution of Alluvial Plain Using Sediment Grain Size Analysis
Night-Time Exposure to Road, Railway, Aircraft, and Recreational Noise Is Associated with Hypnotic Psychotropic Drug Dispensing for Chronic Insomnia in the Paris Metropolitan Area
The risk of contact between visitors and Borrelia burgdorferi-infected ticks is associated with fine-scale landscape features in a southeastern Canadian nature park
Using GAM functions and Markov-Switching models in an evaluation framework to assess countries’ performance in controlling the Covid-19 pandemic
From urban neighbourhood environments to cognitive health
Examining the relationship of vaping to smoking initiation among US youth and young adults
The effect of climate variables on the incidence of Crimean Congo Hemorrhagic Fever (CCHF) in Zahedan, Iran
| Unique citing works | 455 |
|---|---|
| Citations per year | 23,95 |
| Citation span | 2007 - 2026 (20) |
| Citation velocity | current |
| Highly cited | Yes |
| Citation types | Neutral: 400 |