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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 201–250 of 431 papers

TitleStatusHype
Multi-Modal Dataset Creation for Federated Learning with DICOM Structured Reports—0
Multimodal Doctor-in-the-Loop: A Clinically-Guided Explainable Framework for Predicting Pathological Response in Non-Small Cell Lung Cancer—0
Multimodal Generative AI for Story Point Estimation in Software Development—0
Multimodal Machine Learning in Image-Based and Clinical Biomedicine: Survey and Prospects—0
Multi-object Data Integration in the Study of Primary Progressive Aphasia—0
Multi-omics data integration for early diagnosis of hepatocellular carcinoma (HCC) using machine learning—0
Semantic interoperability based on the European Materials and Modelling Ontology and its ontological paradigm: Mereosemiotics—0
Multi-task Learning for Heterogeneous Data via Integrating Shared and Task-Specific Encodings—0
Multitask Learning without Label Correspondences—0
Multi-View Variational Autoencoder for Missing Value Imputation in Untargeted Metabolomics—0
NCBO Ontology Recommender 2.0: An Enhanced Approach for Biomedical Ontology Recommendation—0
Need for Design Patterns: Interoperability Issues and Modelling Challenges for Observational Data—0
NEMA: Automatic Integration of Large Network Management Databases—0
Nested Deep Learning Model Towards A Foundation Model for Brain Signal Data—0
Neural decoding from stereotactic EEG: accounting for electrode variability across subjects—0
Novel Architecture for Distributed Travel Data Integration and Service Provision Using Microservices—0
On the effects of alternative optima in context-specific metabolic model predictions—0
Ontology Based Information Integration: A Survey—0
Ontology Population using LLMs—0
Optimal Estimation of Shared Singular Subspaces across Multiple Noisy Matrices—0
Optimal Transport for Latent Integration with An Application to Heterogeneous Neuronal Activity Data—0
OPTION: OPTImization Algorithm Benchmarking ONtology—0
OPTION: OPTImization Algorithm Benchmarking ONtology—0
ORBIT: Oak Ridge Base Foundation Model for Earth System Predictability—0
Orthogonalized Kernel Debiased Machine Learning for Multimodal Data Analysis—0
P3LS: Partial Least Squares under Privacy Preservation—0
Parallelisable Existential Rules: a Story of Pieces—0
Patchwork Learning: A Paradigm Towards Integrative Analysis across Diverse Biomedical Data Sources—0
Patient-Centric Knowledge Graphs: A Survey of Current Methods, Challenges, and Applications—0
Patient similarity: methods and applications—0
Personalized graph feature-based multi-omics data integration for cancer subtype identification—0
Petri Nets with Parameterised Data: Modelling and Verification (Extended Version)—0
Popularity Driven Data Integration—0
Predicting Cardiopulmonary Exercise Testing Outcomes in Congenital Heart Disease Through Multi-modal Data Integration and Geometric Learning—0
Principled Graph Matching Algorithms for Integrating Multiple Data Sources—0
Privacy-preserving Deep Learning based Record Linkage—0
Privacy-preserving Federated Bayesian Learning of a Generative Model for Imbalanced Classification of Clinical Data—0
Proactive Pseudo-Intervention: Causally Informed Contrastive Learning For Interpretable Vision Models—0
Proceedings 35th International Conference on Logic Programming (Technical Communications)—0
Proceedings 36th International Conference on Logic Programming (Technical Communications)—0
Proceedings 37th International Conference on Logic Programming (Technical Communications)—0
Proceedings 38th International Conference on Logic Programming—0
Query-based Industrial Analytics over Knowledge Graphs with Ontology Reshaping—0
Question Answering Over Biological Knowledge Graph via Amazon Alexa—0
RadioPathomics: Multimodal Learning in Non-Small Cell Lung Cancer for Adaptive Radiotherapy—0
RDGCL: Reaction-Diffusion Graph Contrastive Learning for Recommendation—0
Real-time Cross-modal Cybersickness Prediction in Virtual Reality—0
Regression-Based Analysis of Multimodal Single-Cell Data Integration Strategies—0
Representation Retrieval Learning for Heterogeneous Data Integration—0
Reuse and Adaptation for Entity Resolution through Transfer Learning—0
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