COMPUTER INTENSIVE TRIALS TO DETERMINE THE NUMBER OF VARIABLES IN PCA(Multidimensional Data Analysis)
スポンサーリンク
概要
- 論文の詳細を見る
Many criteria and procedures to select a reasonable subset of variables in the context of principal component analysis have been derived, but there still exist problems to determine how many variables should be selected as well as to evaluate the performance of the selection methods. To deal with these problems, two computer intensive methods are performed: a bootstrap method which is applied to the given subsets of variables and a cross validation method which is modified for principal component analysis. The results in some numerical examples offer information and some guidance to determine the number of variables to be selected.
- 日本計算機統計学会の論文
著者
-
Tanaka Yutaka
Department Of Cardiology Kokura Memorial Hospital
-
Mori Yuichi
Department Of Socio-information Okayama University Of Science
-
Mori Yuichi
Department Of Internal Medicine Saku Central Hospital
-
Iizuka Masaya
Faculty of Law, Okayama University
-
Tarumi Tomoyuki
Department of Environmental and Mathematical Sciences, Okayama University
-
Iizuka Masaya
Faculty Of Law Okayama University
-
Tarumi Tomoyuki
Department Of Environmental And Mathematical Sciences Okayama University
-
Tanaka Yutaka
Department Of Astronomy Kyoto University
関連論文
- PJ-643 Tissue-Specific Regulation of ATRAP, A Novel Interacting Molecule with AT1 Receptor, in Spontaneously Hypertensive Rats(Hypertension, basic-3, The 71st Annual Scientific Meeting of the Japanese Circulation Society)
- Long-term results and prognostic analysis in advanced and recurrent / refractory epithelial ovarian cancer treated by high-dose cyclophosphamide, adriamycin, and cisplatin with autologous bone marrow transplantation
- PJ-936 The Impact of Baseline Mitral Regurgitation on 1-Year Clinical Outcomes in Patients Undergoing Cardiac Resynchronization Therapy(Heart failure, clinical(22)(M),Poster Session(Japanese),The 72nd Annual Scientific Meeting of the Japanese Circulation
- PJ-860 Comparison between quantitative and qualitative assessment of dyssynchrony(Echo / Doppler(18)(I),Poster Session(Japanese),The 72nd Annual Scientific Meeting of the Japanese Circulation Society)
- PJ-320 The Impact of Renal Insufficiency on Long-term Outcomes in Patients Undergoing Cardiac Resynchronization Therapy(Heart failure, clinical(16)(M),Poster Session(Japanese),The 72nd Annual Scientific Meeting of the Japanese Circulation Society)
- PE-020 Clinical Results of Cardiac Resynchronization Therapy with Defibrillator in Single Center Experience(Arrhythmia, therapy(11)(A),Poster Session(English),The 72nd Annual Scientific Meeting of the Japanese Circulation Society)
- OJ-023 The Impact of Decreasing Complications during Percutaneous Coronary Intervention in Recent Era(Coronary revascularizaion, PCI(06)(IHD),Oral Presentation(Japanese),The 72nd Annual Scientific Meeting of the Japanese Circulation Society)
- OE-350 Speckle tracking derived circumferential strain analysis is more robust method than longitudinal velocity analysis in predicting response to CRT(Heart failure, clinical(04)(M),Oral Presentation(English),The 72nd Annual Scientific Meeting of the Jap
- OJ-046 A Novel Modulating Effect of AT1 Receptor-Interacting Molecule on Vascular Smooth Muscle Cells(Hypertension, basic-2, The 71st Annual Scientific Meeting of the Japanese Circulation Society)
- OE-274 A Novel Interacting Molecule with C-terminal of AT1 Receptor as a Potential Modulator of Cardiomyocyte Hypertrophy(Hypertension, basic-1 (H) OE46,Oral Presentation (English),The 70th Anniversary Annual Scientific Meeting of the Japanese Circulation
- PJ-696 Atrioventricular Junctional Ablation as an Additional Therapeutic Option for Management of Supraventricular Arrhythmias in Patients with Cardiac Resynchronization Therapy(Heart failure, clinical(19)(M),Poster Session(Japanese),The 72nd Annual Scien
- OJ-058 Efficacy of Implantable Cardioverter Defibrillator in the Japanese Patients with Prior Myocardial Infarction(Arrhythmia, therapy(06)(A),Oral Presentation(Japanese),The 72nd Annual Scientific Meeting of the Japanese Circulation Society)
- DPJ-018 Impact of Angiotensin Converting Enzyme Inhibitors on Long-term Prognosis following Acute Myocardial Infarction with Chronic Kidney Disease(DPJ03,Kidney/Renal Circulation/CKD (H),Digital Poster Session (Japanese),The 73rd Annual Scientific Meeting
- A Case of Gastrointestinal Stromal Tumor of the Stomach
- A Case Report : Tumorectomy for Brain Metastasis of Hepatocellular Carcinoma
- Hepatic Cytokeratin Changes in Obstructive Jaundice : before and after biliary drainage
- ATRAP May Inhibit Cardiomyocyte Hypertrophy through the p38-MAPK Pathway (Molecular Biology, Myocardium 2 (M), The 69th Annual Scientific Meeting of the Japanese Circulation Society)
- OJ-521 The Angiotensin II Type 1 (AT1) Receptor-Associated Protein, ATRAP, strictly regulates AT1 Receptor-Mediated Signaling in Cardiac Myocytes(Molecular Biology, Myocardium 2 (M) : OJ64)(Oral Presentation (Japanese))
- PE-444 Ex vivo E2F Decoy Therapy Preserves Endothelial Healing and Specifically Inhibits Smooth Muscle Cell Proliferation in Vein Grafts(Peripheral Circulation/Vascular Disease 4(H) : PE75)(Poster Session (English))
- SENSITIVITY ANALYSIS IN FUNCTIONAL REGRESSION MODELS FOR SCALAR RESPONSES
- Density Collapse and Fluctuation Observed in Poloidally Rotating Plasma on TU-Heliac
- Effects of Rotating Magnetic Islands Driven by External Perturbation Fields in the TU-Heliac
- Time Evolution of the Spatial Structure of the Radial Electric Field in the Tohoku University Heliac
- Thermal Contraction of Drawn Polyethylene Film I. An Empirical Equation for Temperature Dependence of Thermal Stress
- Development of a Flexible Artificial Hand System Equipped with a Slip Sensor
- Statistical Analysis of the Data Obtained with an Aptitude Test : Application of LISREL and its Sensitivity Analysis
- Plasma cell leukemia producing monoclonal immunoglobulin E
- Differential Distribution of Immunoreactive S100α and S100β Subunits in Human Normal and Neoplastic Tissues
- Zinc-Ion-Dependent Acid Phosphatase Exhibits Magnesium-Ion-Dependent myo-Inositol-1-phosphatase Activity
- SENSITIVITY ANALYSIS IN FACTOR ANALYSIS REGRESSION
- Sensitivity Analysis in Factor Analysis Regrression
- A CLUSTERING ALGORITHM FOR DETECTING INFLUENTIAL SUBSETS IN MULTIVARIATE METHODS
- STATISTICAL SOFTWARE SACS : SENSITIVITY ANALYSIS IN COVARIANCE STRUCTURE ANALYSIS
- The Appearance of Primeval Galaxies in X- and γ-Ray Regions and Their Contributions to the Background Radiation
- SENSITIVITY ANALYSIS IN CANONICAL CORRELATION MODELS FOR CONTINGENCY TABLES
- A Fast Prediction of Plant Behaviour in the Steam Generator Tube Rupture Accident at Mihama Unit 2 Using a Similar Case
- RECENT ADVANCE IN SENSITIVITY ANALYSIS IN MULTIVARIATE STATISTICAL METHODS
- COMPUTER INTENSIVE TRIALS TO DETERMINE THE NUMBER OF VARIABLES IN PCA(Multidimensional Data Analysis)
- Online Program for Statistical Computing : A Package for Variable Selection
- Enthalpy Relaxation of Liquid Crystalline Polymer with Cyanobiphenyl Group in the Side Chain : Analysis based on Configurational Entropy Model with the AG Expression
- Enthalpy Relaxation of Liquid Crystalline Polymer with Cyanobiphenyl Group in the Side Chain : Activation Energy Spectrum Analysis
- An aeromagnetic survey over the Shirase Glacier
- GENERATING ARTIFICIAL DATA WITH PREASSIGNED DEGREE OF MULTICOLLINEARITY BY USING SINGULAR VALUE DECOMPOSITION
- Lyman-Alpha Absorption Lines Caused by Superclusters
- GEOGRAPHICALLY WEIGHTED FUNCTIONAL MULTIPLE REGRESSION ANALYSIS: A NUMERICAL INVESTIGATION(Functional Data Analysis)
- SENSITIVITY ANALYSIS IN LATENT CLASS ANALYSIS(Multidimensional Data Analysis)
- Advanced Probe Measurement System in TU-Heliac