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Data Integration

Data integration (also called information integration) is the process of consolidating data from a set of heterogeneous data sources into a single uniform data set (materialized integration) or view on the data (virtual integration). Data integration pipelines involve subtasks such as schema matching, table annotation, entity resolution, value normalization, data cleansing, and data fusion. Application domains of data integration include data warehousing, data lakes, and knowledge base consolidation. Surveys on Data integration:

Papers

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Showing 51–75 of 431 papers

TitleStatusHype
Domain Adaptation for Deep Entity Resolution: A Design Space ExplorationCode1
Towards Unified Molecule-Enhanced Pathology Image Representation Learning via Integrating Spatial TranscriptomicsCode1
A Cautionary Tale on Integrating Studies with Disparate Outcome Measures for Causal Inference—0
A Comparison of Neuroelectrophysiology Databases—0
CLCLSA: Cross-omics Linked embedding with Contrastive Learning and Self Attention for multi-omics integration with incomplete multi-omics data—0
A Theoretical Framework for Graph-based Digital Twins for Supply Chain Management and Optimization—0
A technical review of multi-omics data integration methods: from classical statistical to deep generative approaches—0
AI-driven multi-omics integration for multi-scale predictive modeling of causal genotype-environment-phenotype relationships—0
A Threefold Review on Deep Semantic Segmentation: Efficiency-oriented, Temporal and Depth-aware design—0
AtomAgents: Alloy design and discovery through physics-aware multi-modal multi-agent artificial intelligence—0
A machine-compiled macroevolutionary history of Phanerozoic life—0
Segmentation in large-scale cellular electron microscopy with deep learning: A literature survey—0
A Systematic Decade Review of Trip Route Planning with Travel Time Estimation based on User Preferences and Behavior—0
A High Precision Pipeline for Financial Knowledge Graph Construction—0
Reasoning about disclosure in data integration in the presence of source constraints—0
Clinical Trials Ontology Engineering with Large Language Models—0
A survey on deep learning approaches for data integration in autonomous driving system—0
A health telemonitoring platform based on data integration from different sources—0
A Circular Construction Product Ontology for End-of-Life Decision-Making—0
A Survey of Data Quality Measurement and Monitoring Tools—0
Assumption-Lean Post-Integrated Inference with Negative Control Outcomes—0
A Gap in Time: The Challenge of Processing Heterogeneous IoT Data in Digitalized Buildings—0
Accu-Help: A Machine Learning based Smart Healthcare Framework for Accurate Detection of Obsessive Compulsive Disorder—0
Assessing the Reproducibility of Machine-learning-based Biomarker Discovery in Parkinson's Disease—0
A Semantic Analyzer for the Comprehension of the Spontaneous Arabic Speech—0
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