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Kernel ridge regression in clinical research /
紀錄類型 ： 書目-語言資料,印刷品: 單行本
作者 ： Cleophas, Ton J. M.
其他作者 ： Zwinderman, Aeilko H.
出版者 ： Cham :Springer,2022.
面頁冊數 ： 1 online resource (292 p.)
附註 ： Chapter 9: Effect of Gender, Treatment, and Their Interactions on Numbers of Paroxysmal Atrial Fibrillations, 40 Patients, Tra...
內容註 ： Intro -- Preface -- Contents -- Chapter 1: Traditional Kernel Regression -- 1.1 Summary -- 1.2 Introduction -- 1.3 Kernel Regression -- 1.4 Conclusion -- 1.5 References -- Chapter 2: Kernel Ridge Regression (KRR) -- 2.1 Summary -- 2.2 History of Kernel Ridge Regression -- 2.3 Kernel Density Modeling -- 2.4 The Kernel Trick -- 2.5 Ridge Regularization -- 2.6 Conclusion -- 2.7 References -- Chapter 3: Optimal Scaling vs Kernel Ridge Regression -- 3.1 Summary -- 3.1.1 Summaries of the Traditional Linear Regressions -- 3.1.2 Summaries of the Kernel Ridge Regressions -- 3.1.3 In Conclusion
內容註 ： 3.2 Introduction -- 3.3 Optimal Scaling -- 3.4 Traditional Regressions -- 3.5 Kernel Ridge Regressions Scale 1 -- 3.6 Kernel Ridge Regressions Scale 2 -- 3.7 Kernel Ridge Regressions Scale 3 -- 3.8 Conclusion -- 3.8.1 Summary of the Traditional R Square Values of the Scales 1-3 Models -- 3.8.2 Summary of Kernel Ridge Regressions (KRR) -- 3.9 References -- Chapter 4: Examples of Published Kernel Ridge Regressions So Far -- 4.1 Summary -- 4.2 Introduction -- 4.3 History of Kernel Ridge Regression -- 4.4 A Brief Search of Kernel Ridge Regression Publications So Far
內容註 ： 4.5 Courses Where the Upcoming Edition ``Kernel Ridge Regression in Clinical Research�� Will Be Used -- 4.6 Conclusion -- 4.7 References -- Chapter 5: Some Terminology -- 5.1 Summary -- 5.2 Alphabetical Enumeration -- 5.3 References -- Chapter 6: Effect on Being Blind of Age/Sex Adjusted Mortality of Onchocerciasis Patients in 12,816 Personyears, Traditional v... -- 6.1 Summary -- 6.1.1 Summaries of Traditional Regressions -- 6.1.2 Summaries of Kernel Ridge Regressions -- 6.2 Introduction -- 6.3 Data Example -- 6.4 Traditional Linear Regression -- 6.5 Kernel Ridge Regressions -- 6.6 Conclusion
內容註 ： 6.6.1 Summaries of Traditional Regressions -- 6.6.2 Summaries of Kernel Ridge Regressions -- 6.7 References -- Chapter 7: Effect of Old Treatment on New Treatment, 35 Patients, Traditional Regressions vs Kernel Ridge Regressions -- 7.1 Summary -- 7.1.1 Summaries of Traditional Regressions -- 7.1.2 Summaries of Kernel Ridge Regressions -- 7.2 Introduction -- 7.3 Data Example -- 7.4 Traditional Linear Regression -- 7.5 Robust Regression -- 7.6 Quantile Regressions -- 7.7 Kernel Ridge Regression -- 7.8 Conclusion -- 7.8.1 Summaries of Traditional Regressions
內容註 ： 7.8.2 Summaries of Kernel Ridge Regressions -- 7.9 References -- Chapter 8: Effect of Gene Expressions on Drug Efficacy, 250 Patients, Traditional Regressions vs Kernel Ridge Regression -- 8.1 Summary -- 8.1.1 Summaries of Traditional Regressions -- 8.1.2 Summaries of Kernel Ridge Regressions -- 8.2 Introduction -- 8.3 Data Example -- 8.4 Traditional Linear Regression -- 8.5 Kernel Ridge Regression -- 8.6 Conclusion -- 8.6.1 Summaries of Traditional Regressions -- 8.6.2 Summaries of Kernel Ridge Regressions -- 8.7 References
ISBN ： 9783031107177
ISBN ： 3031107179
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245 10$aKernel ridge regression in clinical research /$cTon J. Cleophas, Aeilko H. Zwinderman.
260 $aCham :$bSpringer,$c2022.
300 $a1 online resource (292 p.)
500 $aChapter 9: Effect of Gender, Treatment, and Their Interactions on Numbers of Paroxysmal Atrial Fibrillations, 40 Patients, Tra...
504 $aIncludes bibliographical references.
505 0 $aIntro -- Preface -- Contents -- Chapter 1: Traditional Kernel Regression -- 1.1 Summary -- 1.2 Introduction -- 1.3 Kernel Regression -- 1.4 Conclusion -- 1.5 References -- Chapter 2: Kernel Ridge Regression (KRR) -- 2.1 Summary -- 2.2 History of Kernel Ridge Regression -- 2.3 Kernel Density Modeling -- 2.4 The Kernel Trick -- 2.5 Ridge Regularization -- 2.6 Conclusion -- 2.7 References -- Chapter 3: Optimal Scaling vs Kernel Ridge Regression -- 3.1 Summary -- 3.1.1 Summaries of the Traditional Linear Regressions -- 3.1.2 Summaries of the Kernel Ridge Regressions -- 3.1.3 In Conclusion
505 8 $a3.2 Introduction -- 3.3 Optimal Scaling -- 3.4 Traditional Regressions -- 3.5 Kernel Ridge Regressions Scale 1 -- 3.6 Kernel Ridge Regressions Scale 2 -- 3.7 Kernel Ridge Regressions Scale 3 -- 3.8 Conclusion -- 3.8.1 Summary of the Traditional R Square Values of the Scales 1-3 Models -- 3.8.2 Summary of Kernel Ridge Regressions (KRR) -- 3.9 References -- Chapter 4: Examples of Published Kernel Ridge Regressions So Far -- 4.1 Summary -- 4.2 Introduction -- 4.3 History of Kernel Ridge Regression -- 4.4 A Brief Search of Kernel Ridge Regression Publications So Far
505 8 $a4.5 Courses Where the Upcoming Edition ``Kernel Ridge Regression in Clinical Research�� Will Be Used -- 4.6 Conclusion -- 4.7 References -- Chapter 5: Some Terminology -- 5.1 Summary -- 5.2 Alphabetical Enumeration -- 5.3 References -- Chapter 6: Effect on Being Blind of Age/Sex Adjusted Mortality of Onchocerciasis Patients in 12,816 Personyears, Traditional v... -- 6.1 Summary -- 6.1.1 Summaries of Traditional Regressions -- 6.1.2 Summaries of Kernel Ridge Regressions -- 6.2 Introduction -- 6.3 Data Example -- 6.4 Traditional Linear Regression -- 6.5 Kernel Ridge Regressions -- 6.6 Conclusion
505 8 $a6.6.1 Summaries of Traditional Regressions -- 6.6.2 Summaries of Kernel Ridge Regressions -- 6.7 References -- Chapter 7: Effect of Old Treatment on New Treatment, 35 Patients, Traditional Regressions vs Kernel Ridge Regressions -- 7.1 Summary -- 7.1.1 Summaries of Traditional Regressions -- 7.1.2 Summaries of Kernel Ridge Regressions -- 7.2 Introduction -- 7.3 Data Example -- 7.4 Traditional Linear Regression -- 7.5 Robust Regression -- 7.6 Quantile Regressions -- 7.7 Kernel Ridge Regression -- 7.8 Conclusion -- 7.8.1 Summaries of Traditional Regressions
505 8 $a7.8.2 Summaries of Kernel Ridge Regressions -- 7.9 References -- Chapter 8: Effect of Gene Expressions on Drug Efficacy, 250 Patients, Traditional Regressions vs Kernel Ridge Regression -- 8.1 Summary -- 8.1.1 Summaries of Traditional Regressions -- 8.1.2 Summaries of Kernel Ridge Regressions -- 8.2 Introduction -- 8.3 Data Example -- 8.4 Traditional Linear Regression -- 8.5 Kernel Ridge Regression -- 8.6 Conclusion -- 8.6.1 Summaries of Traditional Regressions -- 8.6.2 Summaries of Kernel Ridge Regressions -- 8.7 References
533 $aElectronic reproduction.$bIpswich, MA$nAvailable via World Wide Web.
588 0 $aOnline resource; title from PDF title page (SpringerLink, viewed September 28, 2022).
650 0$aMedical statistics.$335910
650 0$aRegression analysis.$3105749
700 1 $aZwinderman, Aeilko H.$3105750
710 2 $aEBSCOhost$387894
776 08$iPrint version:$aCleophas, Ton J.$tKernel Ridge Regression in Clinical Research$dCham : Springer International Publishing AG,c2022$z9783031107160
856 40$uhttps://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&db=nlabk&AN=3382553$zClick to View (限總院院內)
Cleophas, Ton J. M.
Kernel ridge regression in clinical research /Ton J. Cleophas, Aeilko H. Zwinderman. - Cham :Springer,2022. - 1 online resource (292 p.)
Chapter 9: Effect of Gender, Treatment, and Their Interactions on Numbers of Paroxysmal Atrial Fibrillations, 40 Patients, Tra...
Includes bibliographical references.
Intro -- Preface -- Contents -- Chapter 1: Traditional Kernel Regression -- 1.1 Summary -- 1.2 Introduction -- 1.3 Kernel Regression -- 1.4 Conclusion -- 1.5 References -- Chapter 2: Kernel Ridge Regression (KRR) -- 2.1 Summary -- 2.2 History of Kernel Ridge Regression -- 2.3 Kernel Density Modeling -- 2.4 The Kernel Trick -- 2.5 Ridge Regularization -- 2.6 Conclusion -- 2.7 References -- Chapter 3: Optimal Scaling vs Kernel Ridge Regression -- 3.1 Summary -- 3.1.1 Summaries of the Traditional Linear Regressions -- 3.1.2 Summaries of the Kernel Ridge Regressions -- 3.1.3 In Conclusion
Electronic reproduction.
Ipswich, MA
Available via World Wide Web.
ISBN: 9783031107177
Standard No.: 10.1007/978-3-031-10717-7doiSubjects--Topical Terms:
35910
Medical statistics.
LC Class. No.: RA409 / .C54 2022
Dewey Class. No.: 610.727
Kernel ridge regression in clinical research /Ton J. Cleophas, Aeilko H. Zwinderman. - Cham :Springer,2022. - 1 online resource (292 p.)
Chapter 9: Effect of Gender, Treatment, and Their Interactions on Numbers of Paroxysmal Atrial Fibrillations, 40 Patients, Tra...
Includes bibliographical references.
Intro -- Preface -- Contents -- Chapter 1: Traditional Kernel Regression -- 1.1 Summary -- 1.2 Introduction -- 1.3 Kernel Regression -- 1.4 Conclusion -- 1.5 References -- Chapter 2: Kernel Ridge Regression (KRR) -- 2.1 Summary -- 2.2 History of Kernel Ridge Regression -- 2.3 Kernel Density Modeling -- 2.4 The Kernel Trick -- 2.5 Ridge Regularization -- 2.6 Conclusion -- 2.7 References -- Chapter 3: Optimal Scaling vs Kernel Ridge Regression -- 3.1 Summary -- 3.1.1 Summaries of the Traditional Linear Regressions -- 3.1.2 Summaries of the Kernel Ridge Regressions -- 3.1.3 In Conclusion
Electronic reproduction.
Ipswich, MA
Available via World Wide Web.
ISBN: 9783031107177
Standard No.: 10.1007/978-3-031-10717-7doiSubjects--Topical Terms:
35910
Medical statistics.
LC Class. No.: RA409 / .C54 2022
Dewey Class. No.: 610.727
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