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OpenAlex: !!python/object/new:pyalex.api.Topic
{
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    cited_by_count: 2119671
   "display_name": "Detection and Handling of Multicollinearity in Regression Analysis",
    created_date: '2024-01-23'
  "description": "This cluster of papers focuses on the detection, impact, and handling of multicollinearity in regression analysis. It discusses methods for identifying outliers, robust estimation techniques, variance inflation factors, and the use of depth functions in analyzing data. The cluster also explores the relative importance of predictors, principal component analysis, and the application of these concepts to functional data.",
    description: This cluster of papers focuses on the detection, impact, and handling
  "keywords": [
      of multicollinearity in regression analysis. It discusses methods for identifying
     "Multicollinearity",
      outliers, robust estimation techniques, variance inflation factors, and the
    "Regression Analysis",
      use of depth functions in analyzing data. The cluster also explores the relative
     "Outlier Detection",
      importance of predictors, principal component analysis, and the application
    "Robust Estimation",
      of these concepts to functional data.
    "Variance Inflation Factor",
     display_name: Detection and Handling of Multicollinearity in Regression Analysis
    "Principal Component Analysis",
     domain:
    "Relative Importance",
      display_name: Physical Sciences
    "Depth Functions",
      id: https://openalex.org/domains/3
    "Robust Statistics",
     field:
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      display_name: Mathematics
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     id: https://openalex.org/T11871
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      openalex: https://openalex.org/T11871
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     "display_name": "Statistics and Probability"
    - Regression Analysis
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     - Outlier Detection
  "field": {
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    - Variance Inflation Factor
    "display_name": "Mathematics"
    - Principal Component Analysis
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    - Relative Importance
  "domain": {
    - Depth Functions
    "id": "https://openalex.org/domains/3",
    - Robust Statistics
     "display_name": "Physical Sciences"
    - Functional Data
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    - display_name: Complex Probability Paradigm
      "display_name": "Bayesian Monte Carlo Methods in Scientific Inference"
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    - display_name: Development of Numerical Cognition and Mathematics Abilities
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    - display_name: Estimation of Population Size Using Capture-Recapture Models
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       "id": "https://openalex.org/T13546",
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      "display_name": "Estimation of Population Size Using Capture-Recapture Models"
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      "display_name": "Fuzzy Differential Equations and Uncertainty Modeling"
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       "id": "https://openalex.org/T10845",
    - display_name: Skew Distributions and Applications in Statistics
      "display_name": "Methods for Causal Inference in Observational Studies"
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    updated_date: '2024-05-20T05:13:23.620888'
      "display_name": "Probability Theory and Statistical Modeling"
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      "display_name": "Random Matrix Theory and Its Applications"
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      "display_name": "Regularization and Variable Selection Methods"
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      "display_name": "Skew Distributions and Applications in Statistics"
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}

Revision as of 13:14, 30 August 2024

{

 "id": "https://openalex.org/T11871",
 "display_name": "Detection and Handling of Multicollinearity in Regression Analysis",
 "description": "This cluster of papers focuses on the detection, impact, and handling of multicollinearity in regression analysis. It discusses methods for identifying outliers, robust estimation techniques, variance inflation factors, and the use of depth functions in analyzing data. The cluster also explores the relative importance of predictors, principal component analysis, and the application of these concepts to functional data.",
 "keywords": [
   "Multicollinearity",
   "Regression Analysis",
   "Outlier Detection",
   "Robust Estimation",
   "Variance Inflation Factor",
   "Principal Component Analysis",
   "Relative Importance",
   "Depth Functions",
   "Robust Statistics",
   "Functional Data"
 ],
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   "display_name": "Statistics and Probability"
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   "display_name": "Mathematics"
 },
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     "display_name": "Development of Numerical Cognition and Mathematics Abilities"
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     "display_name": "Estimation of Population Size Using Capture-Recapture Models"
   },
   {
     "id": "https://openalex.org/T12135",
     "display_name": "Fuzzy Differential Equations and Uncertainty Modeling"
   },
   {
     "id": "https://openalex.org/T13797",
     "display_name": "Introduction to Probability and Statistics"
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     "display_name": "Methods for Causal Inference in Observational Studies"
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     "display_name": "Methods for Handling Missing Data in Statistical Analysis"
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     "display_name": "Skew Distributions and Applications in Statistics"
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     "display_name": "Statistical Analysis of Benford's Law Phenomenon"
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}