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OpenAlex: !!python/object/new:pyalex.api.Topic
{
   dictitems:
  "id": "https://openalex.org/T11918",
    cited_by_count: 430028
   "display_name": "Time Series Forecasting Methods",
    created_date: '2024-01-23'
  "description": "This cluster of papers focuses on advances in time series forecasting methods, including topics such as exponential smoothing, machine learning techniques, expert judgment, inventory management, demand forecasting, neural networks, and forecast combination.",
    description: This cluster of papers focuses on advances in time series forecasting
  "keywords": [
      methods, including topics such as exponential smoothing, machine learning techniques,
    "Forecasting",
      expert judgment, inventory management, demand forecasting, neural networks,
     "Time Series",
      and forecast combination.
    "Exponential Smoothing",
     display_name: Time Series Forecasting Methods
    "Machine Learning",
     domain:
    "Expert Judgment",
      display_name: Social Sciences
    "Inventory Management",
      id: https://openalex.org/domains/2
    "Demand Forecasting",
     field:
    "Neural Networks",
      display_name: Decision Sciences
    "Prediction Accuracy",
      id: https://openalex.org/fields/18
     "Forecast Combination"
     id: https://openalex.org/T11918
  ],
     ids:
  "ids": {
      openalex: https://openalex.org/T11918
    "openalex": "https://openalex.org/T11918",
      wikipedia: https://en.wikipedia.org/wiki/Time_series_forecasting
     "wikipedia": "https://en.wikipedia.org/wiki/Time_series_forecasting"
     keywords:
  },
    - Forecasting
  "subfield": {
    - Time Series
     "id": "https://openalex.org/subfields/1803",
     - Exponential Smoothing
     "display_name": "Management Science and Operations Research"
    - Machine Learning
  },
    - Expert Judgment
  "field": {
    - Inventory Management
    "id": "https://openalex.org/fields/18",
    - Demand Forecasting
    "display_name": "Decision Sciences"
    - Neural Networks
  },
    - Prediction Accuracy
  "domain": {
    - Forecast Combination
    "id": "https://openalex.org/domains/2",
    siblings:
     "display_name": "Social Sciences"
    - display_name: ABCD Analysis in Scholarly Research and Business
  },
       id: https://openalex.org/T13480
  "siblings": [
    - display_name: Application of Grey System Theory in Forecasting
     {
       id: https://openalex.org/T12368
      "id": "https://openalex.org/T13480",
    - display_name: Application of Soft Set Theory in Decision Making
      "display_name": "ABCD Analysis in Scholarly Research and Business"
       id: https://openalex.org/T11671
    },
    - display_name: Data Quality Assessment and Improvement
    {
       id: https://openalex.org/T11719
       "id": "https://openalex.org/T12368",
    - display_name: Data-Driven Decision-Making in Smart Manufacturing Systems
      "display_name": "Application of Grey System Theory in Forecasting"
       id: https://openalex.org/T14260
    },
    - display_name: Efficiency Analysis in Production and Resource Allocation
    {
       id: https://openalex.org/T10357
       "id": "https://openalex.org/T11671",
    - display_name: Evolution of Risk Management Strategies and Techniques
      "display_name": "Application of Soft Set Theory in Decision Making"
       id: https://openalex.org/T14221
    },
    - display_name: Experimental Design and Optimization Methods
    {
       id: https://openalex.org/T11798
       "id": "https://openalex.org/T11719",
    - display_name: Implications of Data Analysis Methods
      "display_name": "Data Quality Assessment and Improvement"
       id: https://openalex.org/T14328
    },
    - display_name: Interdisciplinary Research across Science and Technology
    {
       id: https://openalex.org/T13612
       "id": "https://openalex.org/T14260",
    - display_name: Measurement Invariance in Structural Equation Modeling
      "display_name": "Data-Driven Decision-Making in Smart Manufacturing Systems"
       id: https://openalex.org/T10467
    },
    - display_name: Mechanism Design in Auctions and Procurement Contracts
    {
       id: https://openalex.org/T11182
       "id": "https://openalex.org/T10357",
    - display_name: Meta-Synthesis Approach to Knowledge Science and Innovation
      "display_name": "Efficiency Analysis in Production and Resource Allocation"
       id: https://openalex.org/T14369
    },
    - display_name: Methods and Applications of Cluster Analysis in Various Fields
    {
       id: https://openalex.org/T13609
       "id": "https://openalex.org/T14221",
    - display_name: Modeling Risk in Insurance and Finance
      "display_name": "Evolution of Risk Management Strategies and Techniques"
       id: https://openalex.org/T11720
    },
    - display_name: Models and Dynamics of Technology Diffusion
    {
       id: https://openalex.org/T12659
       "id": "https://openalex.org/T11798",
    - display_name: Multi-Criteria Decision Making
      "display_name": "Experimental Design and Optimization Methods"
       id: https://openalex.org/T10050
    },
    - display_name: Network Formation and Game Dynamics
    {
       id: https://openalex.org/T11031
       "id": "https://openalex.org/T14328",
    - display_name: Optimization of Multi-Armed Bandit Problems
      "display_name": "Implications of Data Analysis Methods"
       id: https://openalex.org/T12101
    },
    - display_name: Optimization of Staff Scheduling and Rostering
    {
       id: https://openalex.org/T12401
       "id": "https://openalex.org/T13612",
    - display_name: Optimization Techniques in Simulation Modeling
      "display_name": "Interdisciplinary Research across Science and Technology"
       id: https://openalex.org/T11195
    },
    - display_name: Predicting Stock Market Trends and Movements
    {
       id: https://openalex.org/T11326
       "id": "https://openalex.org/T10467",
    - display_name: Project Scheduling under Uncertainty and Resource Constraints
      "display_name": "Measurement Invariance in Structural Equation Modeling"
       id: https://openalex.org/T12177
    },
    - display_name: Representation and Critique of DIKW Hierarchy
    {
       id: https://openalex.org/T14222
       "id": "https://openalex.org/T11182",
    - display_name: Research Methods in Business and Social Sciences
      "display_name": "Mechanism Design in Auctions and Procurement Contracts"
       id: https://openalex.org/T12926
    },
    - display_name: Risk Management and Decision Making in Complex Systems
    {
       id: https://openalex.org/T14465
       "id": "https://openalex.org/T14369",
    - display_name: Robust Optimization for Risk Management and Finance
      "display_name": "Meta-Synthesis Approach to Knowledge Science and Innovation"
       id: https://openalex.org/T11413
    },
    - display_name: Spatial Microsimulation Models for Policy Analysis
    {
       id: https://openalex.org/T14509
       "id": "https://openalex.org/T13609",
    - display_name: Success Factors in Project Management
      "display_name": "Methods and Applications of Cluster Analysis in Various Fields"
       id: https://openalex.org/T10395
    },
    - display_name: System Dynamics Modeling and Applications
    {
       id: https://openalex.org/T11810
       "id": "https://openalex.org/T11720",
    - display_name: Theory and Application of Q Methodology in Research
      "display_name": "Modeling Risk in Insurance and Finance"
       id: https://openalex.org/T13587
    },
    - display_name: Theory of Constraints in Operations Management
    {
       id: https://openalex.org/T13886
       "id": "https://openalex.org/T12659",
    - display_name: Theory-based Evaluation of Complex Interventions
      "display_name": "Models and Dynamics of Technology Diffusion"
      id: https://openalex.org/T12010
    },
    subfield:
    {
      display_name: Management Science and Operations Research
       "id": "https://openalex.org/T10050",
      id: https://openalex.org/subfields/1803
      "display_name": "Multi-Criteria Decision Making"
    updated_date: '2024-05-20T05:16:16.835692'
    },
    works_count: 28617
    {
       "id": "https://openalex.org/T11031",
      "display_name": "Network Formation and Game Dynamics"
    },
    {
       "id": "https://openalex.org/T12101",
      "display_name": "Optimization of Multi-Armed Bandit Problems"
    },
    {
       "id": "https://openalex.org/T12401",
      "display_name": "Optimization of Staff Scheduling and Rostering"
    },
    {
       "id": "https://openalex.org/T11195",
      "display_name": "Optimization Techniques in Simulation Modeling"
    },
    {
       "id": "https://openalex.org/T11326",
      "display_name": "Predicting Stock Market Trends and Movements"
    },
    {
       "id": "https://openalex.org/T12177",
      "display_name": "Project Scheduling under Uncertainty and Resource Constraints"
    },
    {
       "id": "https://openalex.org/T14222",
      "display_name": "Representation and Critique of DIKW Hierarchy"
    },
    {
       "id": "https://openalex.org/T12926",
      "display_name": "Research Methods in Business and Social Sciences"
    },
    {
       "id": "https://openalex.org/T14465",
      "display_name": "Risk Management and Decision Making in Complex Systems"
    },
    {
       "id": "https://openalex.org/T11413",
      "display_name": "Robust Optimization for Risk Management and Finance"
    },
    {
       "id": "https://openalex.org/T14509",
      "display_name": "Spatial Microsimulation Models for Policy Analysis"
    },
    {
       "id": "https://openalex.org/T10395",
      "display_name": "Success Factors in Project Management"
    },
    {
       "id": "https://openalex.org/T11810",
      "display_name": "System Dynamics Modeling and Applications"
    },
    {
       "id": "https://openalex.org/T13587",
      "display_name": "Theory and Application of Q Methodology in Research"
    },
    {
       "id": "https://openalex.org/T13886",
      "display_name": "Theory of Constraints in Operations Management"
    },
    {
       "id": "https://openalex.org/T12010",
      "display_name": "Theory-based Evaluation of Complex Interventions"
    }
  ],
  "works_count": 29356,
  "cited_by_count": 553287,
  "updated_date": "2024-08-26T05:21:01.718732",
  "created_date": "2024-01-23"
}

Revision as of 14:30, 30 August 2024

{

 "id": "https://openalex.org/T11918",
 "display_name": "Time Series Forecasting Methods",
 "description": "This cluster of papers focuses on advances in time series forecasting methods, including topics such as exponential smoothing, machine learning techniques, expert judgment, inventory management, demand forecasting, neural networks, and forecast combination.",
 "keywords": [
   "Forecasting",
   "Time Series",
   "Exponential Smoothing",
   "Machine Learning",
   "Expert Judgment",
   "Inventory Management",
   "Demand Forecasting",
   "Neural Networks",
   "Prediction Accuracy",
   "Forecast Combination"
 ],
 "ids": {
   "openalex": "https://openalex.org/T11918",
   "wikipedia": "https://en.wikipedia.org/wiki/Time_series_forecasting"
 },
 "subfield": {
   "id": "https://openalex.org/subfields/1803",
   "display_name": "Management Science and Operations Research"
 },
 "field": {
   "id": "https://openalex.org/fields/18",
   "display_name": "Decision Sciences"
 },
 "domain": {
   "id": "https://openalex.org/domains/2",
   "display_name": "Social Sciences"
 },
 "siblings": [
   {
     "id": "https://openalex.org/T13480",
     "display_name": "ABCD Analysis in Scholarly Research and Business"
   },
   {
     "id": "https://openalex.org/T12368",
     "display_name": "Application of Grey System Theory in Forecasting"
   },
   {
     "id": "https://openalex.org/T11671",
     "display_name": "Application of Soft Set Theory in Decision Making"
   },
   {
     "id": "https://openalex.org/T11719",
     "display_name": "Data Quality Assessment and Improvement"
   },
   {
     "id": "https://openalex.org/T14260",
     "display_name": "Data-Driven Decision-Making in Smart Manufacturing Systems"
   },
   {
     "id": "https://openalex.org/T10357",
     "display_name": "Efficiency Analysis in Production and Resource Allocation"
   },
   {
     "id": "https://openalex.org/T14221",
     "display_name": "Evolution of Risk Management Strategies and Techniques"
   },
   {
     "id": "https://openalex.org/T11798",
     "display_name": "Experimental Design and Optimization Methods"
   },
   {
     "id": "https://openalex.org/T14328",
     "display_name": "Implications of Data Analysis Methods"
   },
   {
     "id": "https://openalex.org/T13612",
     "display_name": "Interdisciplinary Research across Science and Technology"
   },
   {
     "id": "https://openalex.org/T10467",
     "display_name": "Measurement Invariance in Structural Equation Modeling"
   },
   {
     "id": "https://openalex.org/T11182",
     "display_name": "Mechanism Design in Auctions and Procurement Contracts"
   },
   {
     "id": "https://openalex.org/T14369",
     "display_name": "Meta-Synthesis Approach to Knowledge Science and Innovation"
   },
   {
     "id": "https://openalex.org/T13609",
     "display_name": "Methods and Applications of Cluster Analysis in Various Fields"
   },
   {
     "id": "https://openalex.org/T11720",
     "display_name": "Modeling Risk in Insurance and Finance"
   },
   {
     "id": "https://openalex.org/T12659",
     "display_name": "Models and Dynamics of Technology Diffusion"
   },
   {
     "id": "https://openalex.org/T10050",
     "display_name": "Multi-Criteria Decision Making"
   },
   {
     "id": "https://openalex.org/T11031",
     "display_name": "Network Formation and Game Dynamics"
   },
   {
     "id": "https://openalex.org/T12101",
     "display_name": "Optimization of Multi-Armed Bandit Problems"
   },
   {
     "id": "https://openalex.org/T12401",
     "display_name": "Optimization of Staff Scheduling and Rostering"
   },
   {
     "id": "https://openalex.org/T11195",
     "display_name": "Optimization Techniques in Simulation Modeling"
   },
   {
     "id": "https://openalex.org/T11326",
     "display_name": "Predicting Stock Market Trends and Movements"
   },
   {
     "id": "https://openalex.org/T12177",
     "display_name": "Project Scheduling under Uncertainty and Resource Constraints"
   },
   {
     "id": "https://openalex.org/T14222",
     "display_name": "Representation and Critique of DIKW Hierarchy"
   },
   {
     "id": "https://openalex.org/T12926",
     "display_name": "Research Methods in Business and Social Sciences"
   },
   {
     "id": "https://openalex.org/T14465",
     "display_name": "Risk Management and Decision Making in Complex Systems"
   },
   {
     "id": "https://openalex.org/T11413",
     "display_name": "Robust Optimization for Risk Management and Finance"
   },
   {
     "id": "https://openalex.org/T14509",
     "display_name": "Spatial Microsimulation Models for Policy Analysis"
   },
   {
     "id": "https://openalex.org/T10395",
     "display_name": "Success Factors in Project Management"
   },
   {
     "id": "https://openalex.org/T11810",
     "display_name": "System Dynamics Modeling and Applications"
   },
   {
     "id": "https://openalex.org/T13587",
     "display_name": "Theory and Application of Q Methodology in Research"
   },
   {
     "id": "https://openalex.org/T13886",
     "display_name": "Theory of Constraints in Operations Management"
   },
   {
     "id": "https://openalex.org/T12010",
     "display_name": "Theory-based Evaluation of Complex Interventions"
   }
 ],
 "works_count": 29356,
 "cited_by_count": 553287,
 "updated_date": "2024-08-26T05:21:01.718732",
 "created_date": "2024-01-23"

}