Feature Engineering and Selection
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Feature Engineering and Selection
A Practical Approach for Predictive Models
Johnson, Kjell; Kuhn, Max
Taylor & Francis Ltd
08/2019
314
Dura
Inglês
9781138079229
15 a 20 dias
834
Descrição não disponível.
1. Introduction. 2. Illustrative Example: Predicting Risk of Ischemic Stroke. 3. A Review of the Predictive Modeling Process. 4. Exploratory Visualizations. 5. Encoding Categorical Predictors. 6. Engineering Numeric Predictors. 7. Detecting Interaction Effects. 8. Handling Missing Data. 9. Working with Profile Data. 10. Feature Selection Overview. 11. Greedy Search Methods. 12. Global Search Methods.
Este título pertence ao(s) assunto(s) indicados(s). Para ver outros títulos clique no assunto desejado.
Chicago Transit Authority;Kernel PCA;Multiple Linear Regression;Training Set Points;Roc Curve;Recursive Feature Elimination;Data Set;Random Forest;Cart Tree;Missing Values;Dummy Variables;Lipid Rich Necrotic Core;Missing Data;PLS Model;Naive Bayes Model;Simulated Annealing;Feature Subset;Feature Selection;Imaging Predictors;AIC Statistic;Desirability Functions;Linear Projection Methods;Categorical Predictors;Partial Regression Plot;Effect Heredity Principle
1. Introduction. 2. Illustrative Example: Predicting Risk of Ischemic Stroke. 3. A Review of the Predictive Modeling Process. 4. Exploratory Visualizations. 5. Encoding Categorical Predictors. 6. Engineering Numeric Predictors. 7. Detecting Interaction Effects. 8. Handling Missing Data. 9. Working with Profile Data. 10. Feature Selection Overview. 11. Greedy Search Methods. 12. Global Search Methods.
Este título pertence ao(s) assunto(s) indicados(s). Para ver outros títulos clique no assunto desejado.
Chicago Transit Authority;Kernel PCA;Multiple Linear Regression;Training Set Points;Roc Curve;Recursive Feature Elimination;Data Set;Random Forest;Cart Tree;Missing Values;Dummy Variables;Lipid Rich Necrotic Core;Missing Data;PLS Model;Naive Bayes Model;Simulated Annealing;Feature Subset;Feature Selection;Imaging Predictors;AIC Statistic;Desirability Functions;Linear Projection Methods;Categorical Predictors;Partial Regression Plot;Effect Heredity Principle
