{
"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": {
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"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": {
"id": "https://openalex.org/domains/3",
"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"
},
{
"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"
},
{
"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"
},
{
"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"
},
{
"id": "https://openalex.org/T12031",
"display_name": "Dialogue Act Modeling for Spoken Language Systems"
},
{
"id": "https://openalex.org/T13674",
"display_name": "Digital Image Processing and Artificial Neural Networks"
},
{
"id": "https://openalex.org/T11902",
"display_name": "Effectiveness of Intelligent Tutoring Systems"
},
{
"id": "https://openalex.org/T14175",
"display_name": "Enhancing E-Learning with Intelligent Agents and Analytics"
},
{
"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"
},
{
"id": "https://openalex.org/T11574",
"display_name": "Game Artificial Intelligence Research"
},
{
"id": "https://openalex.org/T12814",
"display_name": "Gaussian Processes in Machine Learning"
},
{
"id": "https://openalex.org/T11273",
"display_name": "Graph Neural Network Models and Applications"
},
{
"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"
},
{
"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"
},
{
"id": "https://openalex.org/T11010",
"display_name": "Logic Programming and Knowledge Representation"
},
{
"id": "https://openalex.org/T13018",
"display_name": "Machine Learning for Earthquake Early Warning Systems"
},
{
"id": "https://openalex.org/T11598",
"display_name": "Machine Learning for Internet Traffic Classification"
},
{
"id": "https://openalex.org/T12157",
"display_name": "Machine Learning for Mineral Prospectivity Mapping"
},
{
"id": "https://openalex.org/T14064",
"display_name": "Machine Learning in Smart Healthcare"
},
{
"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"
}
}