國立虎尾科技大學 |

Application of regularized regressions to identify novel predictors in clinical research

紀錄類型:	書目-語言資料,印刷品 : Monograph/item
正題名/作者:	Application of regularized regressions to identify novel predictors in clinical research/ by Ton J. Cleophas, Aeilko H. Zwinderman.
作者:	Cleophas, Ton J. M.
其他作者:	Zwinderman, Aeilko H.
出版者:	Cham :Springer Nature Switzerland : : 2024.,
面頁冊數:	xiii, 273 p. :ill., digital ; : 24 cm.;
Contained By:	Springer Nature eBook
標題:	Regression analysis. -
電子資源:	https://doi.org/10.1007/978-3-031-72247-9
ISBN:	9783031722479

Application of regularized regressions to identify novel predictors in clinical research
Cleophas, Ton J. M.

Application of regularized regressions to identify novel predictors in clinical research[electronic resource] /by Ton J. Cleophas, Aeilko H. Zwinderman. - Cham :Springer Nature Switzerland :2024. - xiii, 273 p. :ill., digital ;24 cm.

Basic Principles of Regression Analysis. -- Optimal Scaling, Discretization, and Regularization vs Traditional Linear Regression. -- Regularized Regression Analysis, Ridge, Lasso, Elastic Net Regression Coefficients. -- Effect of Predictors on Health Scores, 110 Patients, Traditional vs Regularized Regressions. -- Effect on Physical strength of Races, 60 Patients, Traditional Regression vs Regularized regressions. -- Effects of Genetic Polymorphisms on Clinical Outcomes, 250 Patients, Traditional vs Regularized Regressions. -- Effect of Old Treatment and Age on New Treatment, 35 Patients, Traditional vs Regularized Regressions. -- Effect on Paroxysmal Atrial Fibrillations of Four Predictors, 50 Patients, Traditional vs Regularized Regressions. -- Effect of Air Quality of Operating Rooms on Infections, 8 Operating Rooms, Traditional vs Regularized Regressions. -- Effect on Weightloss of Age, Calorieintake, Exercise, Interaction, 64 Patients, Traditional vs Regularized Regressions. -- Effect on Body Surface Measured of Gender, Age, Weight, Height, and Weight x Height Interaction, 90 Patients, Traditional vs Regularized Regressions. -- Effect on Paroxysmal Atrial Fibrillations of Gender, Treatment and Their Interaction, 40 Patients, Traditional vs Regularized Regressions. -- Effect on Hours of Sleep of Treatment Group, Age, Gender, Comorbidity, 20 Patients, Traditional vs Regularized Regressions. -- Effect of Betaagonist and Prednisone on Peak Expiratory Flow, 78 COPD Patients, Traditional vs Regularized Regressions. -- Effect on LDL Cholesterol Reduction of Five Predictors, 953 Patients, Traditional vs Regularized Regressions. -- Effect of Five Factors on Body Weight, 217 Patients, Traditional vs Regularized Regressions. -- Functional Data Analysis and Regularized Regressions.

ISBN: 9783031722479

Standard No.: 10.1007/978-3-031-72247-9doiSubjects--Topical Terms:

569541
Regression analysis.

LC Class. No.: QA278.2

Dewey Class. No.: 519.536

Application of regularized regressions to identify novel predictors in clinical research
LDR:02799nam a2200313 a 4500 001 1153999
003 DE-He213
005 20241220115509.0
006 m d
007 cr nn 008maaau
008 250619s2024 sz s 0 eng d
020 $a 9783031722479 $q (electronic bk.)
020 $a 9783031722462 $q (paper)
024 7 $a 10.1007/978-3-031-72247-9 $2 doi
035 $a 978-3-031-72247-9
040 $a GP $c GP
041 0 $a eng
050 4 $a QA278.2
072 7 $a MB $2 bicssc
072 7 $a MED000000 $2 bisacsh
072 7 $a MB $2 thema
082 0 4 $a 519.536 $2 23
090 $a QA278.2 $b .C628 2024
100 1 $a Cleophas, Ton J. M. $3 1481592
245 1 0 $a Application of regularized regressions to identify novel predictors in clinical research $h [electronic resource] / $c by Ton J. Cleophas, Aeilko H. Zwinderman.
260 $a Cham : $c 2024. $b Springer Nature Switzerland : $b Imprint: Springer,
300 $a xiii, 273 p. : $b ill., digital ; $c 24 cm.
505 0 $a Basic Principles of Regression Analysis. -- Optimal Scaling, Discretization, and Regularization vs Traditional Linear Regression. -- Regularized Regression Analysis, Ridge, Lasso, Elastic Net Regression Coefficients. -- Effect of Predictors on Health Scores, 110 Patients, Traditional vs Regularized Regressions. -- Effect on Physical strength of Races, 60 Patients, Traditional Regression vs Regularized regressions. -- Effects of Genetic Polymorphisms on Clinical Outcomes, 250 Patients, Traditional vs Regularized Regressions. -- Effect of Old Treatment and Age on New Treatment, 35 Patients, Traditional vs Regularized Regressions. -- Effect on Paroxysmal Atrial Fibrillations of Four Predictors, 50 Patients, Traditional vs Regularized Regressions. -- Effect of Air Quality of Operating Rooms on Infections, 8 Operating Rooms, Traditional vs Regularized Regressions. -- Effect on Weightloss of Age, Calorieintake, Exercise, Interaction, 64 Patients, Traditional vs Regularized Regressions. -- Effect on Body Surface Measured of Gender, Age, Weight, Height, and Weight x Height Interaction, 90 Patients, Traditional vs Regularized Regressions. -- Effect on Paroxysmal Atrial Fibrillations of Gender, Treatment and Their Interaction, 40 Patients, Traditional vs Regularized Regressions. -- Effect on Hours of Sleep of Treatment Group, Age, Gender, Comorbidity, 20 Patients, Traditional vs Regularized Regressions. -- Effect of Betaagonist and Prednisone on Peak Expiratory Flow, 78 COPD Patients, Traditional vs Regularized Regressions. -- Effect on LDL Cholesterol Reduction of Five Predictors, 953 Patients, Traditional vs Regularized Regressions. -- Effect of Five Factors on Body Weight, 217 Patients, Traditional vs Regularized Regressions. -- Functional Data Analysis and Regularized Regressions.
650 0 $a Regression analysis. $3 569541
650 1 4 $a Health Sciences. $3 1365910
650 2 4 $a Applied Statistics. $3 1205141
700 1 $a Zwinderman, Aeilko H. $3 785607
710 2 $a SpringerLink (Online service) $3 593884
773 0 $t Springer Nature eBook
856 4 0 $u https://doi.org/10.1007/978-3-031-72247-9
950 $a Medicine (SpringerNature-11650)