Item talk:Q317530

{

 "OpenAlex": {
   "id": "https://openalex.org/T11652",
   "display_name": "Handling Imbalanced Data in Classification Problems",
   "description": "This cluster of papers focuses on the challenges and techniques for handling imbalanced data in classification problems. It covers methods such as SMOTE, ROC analysis, cost-sensitive learning, ensemble methods, and their applications in fraud detection. The cluster also discusses the use of precision-recall and boosting algorithms, as well as the effectiveness of random forest in addressing imbalanced datasets.",
   "keywords": [
     "Imbalanced Data",
     "Classification",
     "SMOTE",
     "ROC Analysis",
     "Cost-Sensitive Learning",
     "Ensemble Methods",
     "Fraud Detection",
     "Precision-Recall",
     "Boosting",
     "Random Forest"
   ],
   "ids": {
     "openalex": "https://openalex.org/T11652",
     "wikipedia": "https://en.wikipedia.org/wiki/Imbalanced_learning"
   },
   "subfield": {
     "id": "https://openalex.org/subfields/1702",
     "display_name": "Artificial Intelligence"
   },
   "field": {
     "id": "https://openalex.org/fields/17",
     "display_name": "Computer Science"
   },
   "domain": {
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     "display_name": "Physical Sciences"
   },
   "siblings": [
     {
       "id": "https://openalex.org/T12072",
       "display_name": "Active Learning in Machine Learning Research"
     },
     {
       "id": "https://openalex.org/T12761",
       "display_name": "Adaptation to Concept Drift in Data Streams"
     },
     {
       "id": "https://openalex.org/T10237",
       "display_name": "Advanced Cryptographic Schemes and Protocols"
     },
     {
       "id": "https://openalex.org/T11307",
       "display_name": "Advances in Transfer Learning and Domain Adaptation"
     },
     {
       "id": "https://openalex.org/T11689",
       "display_name": "Adversarial Robustness in Deep Learning Models"
     },
     {
       "id": "https://openalex.org/T11512",
       "display_name": "Anomaly Detection in High-Dimensional Data"
     },
     {
       "id": "https://openalex.org/T12805",
       "display_name": "Application of Fuzzy Cognitive Maps in Modeling"
     },
     {
       "id": "https://openalex.org/T11975",
       "display_name": "Application of Genetic Programming in Machine Learning"
     },
     {
       "id": "https://openalex.org/T13734",
       "display_name": "Artificial Intelligence and Expert Systems"
     },
     {
       "id": "https://openalex.org/T13904",
       "display_name": "Artificial Intelligence and Technology Innovation"
     },
     {
       "id": "https://openalex.org/T12260",
       "display_name": "Artificial Intelligence in Education and Technology"
     },
     {
       "id": "https://openalex.org/T12128",
       "display_name": "Artificial Intelligence in Service Industry"
     },
     {
       "id": "https://openalex.org/T10906",
       "display_name": "Artificial Intelligence Planning and Reasoning"
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     {
       "id": "https://openalex.org/T12380",
       "display_name": "Authorship Attribution and User Profiling in Text"
     },
     {
       "id": "https://openalex.org/T12262",
       "display_name": "Automated Detection of Hate Speech and Offensive Language"
     },
     {
       "id": "https://openalex.org/T13083",
       "display_name": "Automatic Keyword Extraction from Textual Data"
     },
     {
       "id": "https://openalex.org/T13629",
       "display_name": "Automatic Text Simplification and Readability Assessment"
     },
     {
       "id": "https://openalex.org/T10639",
       "display_name": "Autonomic Computing and Self-Adaptive Systems"
     },
     {
       "id": "https://openalex.org/T13623",
       "display_name": "Compilation and Analysis of Spoken Language Corpora"
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     {
       "id": "https://openalex.org/T10951",
       "display_name": "Cryptanalysis of Block Ciphers and Hash Functions"
     },
     {
       "id": "https://openalex.org/T11130",
       "display_name": "Cryptography and Error-Correcting Codes"
     },
     {
       "id": "https://openalex.org/T13851",
       "display_name": "Cyberbiosecurity and Legal Implications of AI Technology"
     },
     {
       "id": "https://openalex.org/T13898",
       "display_name": "Cybernetics and Information Theory"
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     {
       "id": "https://openalex.org/T10637",
       "display_name": "Data Clustering Techniques and Algorithms"
     },
     {
       "id": "https://openalex.org/T13702",
       "display_name": "Deep Learning Applications in Healthcare"
     },
     {
       "id": "https://openalex.org/T12131",
       "display_name": "Deep Learning for Wireless Signal Classification"
     },
     {
       "id": "https://openalex.org/T10862",
       "display_name": "Deep Learning in Medical Image Analysis"
     },
     {
       "id": "https://openalex.org/T13559",
       "display_name": "Development and Application of Expert Systems"
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     {
       "id": "https://openalex.org/T12031",
       "display_name": "Dialogue Act Modeling for Spoken Language Systems"
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     {
       "id": "https://openalex.org/T13674",
       "display_name": "Digital Image Processing and Artificial Neural Networks"
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     {
       "id": "https://openalex.org/T11902",
       "display_name": "Effectiveness of Intelligent Tutoring Systems"
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     {
       "id": "https://openalex.org/T14175",
       "display_name": "Enhancing E-Learning with Intelligent Agents and Analytics"
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     {
       "id": "https://openalex.org/T13514",
       "display_name": "Experience-Based Knowledge Representation and Management"
     },
     {
       "id": "https://openalex.org/T12026",
       "display_name": "Explainable Artificial Intelligence"
     },
     {
       "id": "https://openalex.org/T13935",
       "display_name": "Fuzzy Computing and Intelligent Systems"
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     {
       "id": "https://openalex.org/T11574",
       "display_name": "Game Artificial Intelligence Research"
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     {
       "id": "https://openalex.org/T12814",
       "display_name": "Gaussian Processes in Machine Learning"
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     {
       "id": "https://openalex.org/T11273",
       "display_name": "Graph Neural Network Models and Applications"
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     {
       "id": "https://openalex.org/T14351",
       "display_name": "Inductive Modeling in Scientific Research"
     },
     {
       "id": "https://openalex.org/T14413",
       "display_name": "Knowledge Base Graph Embedding for Visual Question Answering"
     },
     {
       "id": "https://openalex.org/T11424",
       "display_name": "Language-based Information Flow Security"
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     {
       "id": "https://openalex.org/T11303",
       "display_name": "Learning and Inference in Bayesian Networks"
     },
     {
       "id": "https://openalex.org/T12535",
       "display_name": "Learning with Noisy Labels in Machine Learning"
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     {
       "id": "https://openalex.org/T11010",
       "display_name": "Logic Programming and Knowledge Representation"
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     {
       "id": "https://openalex.org/T13018",
       "display_name": "Machine Learning for Earthquake Early Warning Systems"
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     {
       "id": "https://openalex.org/T11598",
       "display_name": "Machine Learning for Internet Traffic Classification"
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     {
       "id": "https://openalex.org/T12157",
       "display_name": "Machine Learning for Mineral Prospectivity Mapping"
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     {
       "id": "https://openalex.org/T14064",
       "display_name": "Machine Learning in Smart Healthcare"
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     {
       "id": "https://openalex.org/T11276",
       "display_name": "Machine Learning Methods for Solar Radiation Forecasting"
     },
     {
       "id": "https://openalex.org/T10456",
       "display_name": "Methods and Techniques for Agent-Based Modeling"
     },
     {
       "id": "https://openalex.org/T11901",
       "display_name": "Model-Based Clustering with Mixture Models"
     },
     {
       "id": "https://openalex.org/T11550",
       "display_name": "Multi-label Text Classification in Machine Learning"
     },
     {
       "id": "https://openalex.org/T10028",
       "display_name": "Natural Language Processing"
     },
     {
       "id": "https://openalex.org/T10320",
       "display_name": "Neural Network Fundamentals and Applications"
     },
     {
       "id": "https://openalex.org/T14381",
       "display_name": "Neuro-Symbolic Networks in Automation and Robotics"
     },
     {
       "id": "https://openalex.org/T11612",
       "display_name": "Optimization Methods in Machine Learning"
     },
     {
       "id": "https://openalex.org/T13567",
       "display_name": "Optimization of Big Data Processing and Analysis"
     },
     {
       "id": "https://openalex.org/T10711",
       "display_name": "Particle Filtering and Nonlinear Estimation Methods"
     },
     {
       "id": "https://openalex.org/T12611",
       "display_name": "Photonic Reservoir Computing for Neural Computation"
     },
     {
       "id": "https://openalex.org/T10764",
       "display_name": "Privacy-Preserving Techniques for Data Analysis and Machine Learning"
     },
     {
       "id": "https://openalex.org/T10126",
       "display_name": "Program Analysis and Verification Techniques"
     },
     {
       "id": "https://openalex.org/T10682",
       "display_name": "Quantum Computing and Simulation"
     },
     {
       "id": "https://openalex.org/T10020",
       "display_name": "Quantum Information and Computation"
     },
     {
       "id": "https://openalex.org/T10462",
       "display_name": "Reinforcement Learning Algorithms"
     },
     {
       "id": "https://openalex.org/T14335",
       "display_name": "Robotics Programming Education for Students"
     },
     {
       "id": "https://openalex.org/T13650",
       "display_name": "Scientific Computing and Data Analysis with Python"
     },
     {
       "id": "https://openalex.org/T10215",
       "display_name": "Semantic Web and Ontology Development"
     },
     {
       "id": "https://openalex.org/T10664",
       "display_name": "Sentiment Analysis and Opinion Mining"
     },
     {
       "id": "https://openalex.org/T10201",
       "display_name": "Speech Recognition Technology"
     },
     {
       "id": "https://openalex.org/T13398",
       "display_name": "Statistical Computing and Data Analysis in R"
     },
     {
       "id": "https://openalex.org/T10181",
       "display_name": "Statistical Machine Translation and Natural Language Processing"
     },
     {
       "id": "https://openalex.org/T10100",
       "display_name": "Swarm Intelligence Optimization Algorithms"
     },
     {
       "id": "https://openalex.org/T11269",
       "display_name": "Text Compression and Indexing Algorithms"
     },
     {
       "id": "https://openalex.org/T13062",
       "display_name": "Theoretical Framework of Cognitive Informatics and Computational Intelligence"
     },
     {
       "id": "https://openalex.org/T12676",
       "display_name": "Theory and Applications of Extreme Learning Machines"
     },
     {
       "id": "https://openalex.org/T10820",
       "display_name": "Type-2 Fuzzy Logic Systems and Applications"
     }
   ],
   "works_count": 19539,
   "cited_by_count": 431454,
   "updated_date": "2024-08-26T05:42:37.938093",
   "created_date": "2024-01-23"
 }

}