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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 101–150 of 431 papers

TitleStatusHype
Mining the contribution of intensive care clinical course to outcome after traumatic brain injuryCode0
Semantic Web: Past, Present, and FutureCode0
Kernel learning approaches for summarising and combining posterior similarity matricesCode0
Building Flexible, Scalable, and Machine Learning-ready Multimodal Oncology DatasetsCode0
An attention model to analyse the risk of agitation and urinary tract infections in people with dementiaCode0
Temporally Aligning Long Audio Interviews with Questions: A Case Study in Multimodal Data IntegrationCode0
A deep learning pipeline for cross-sectional and longitudinal multiview data integrationCode0
The scalable Birth-Death MCMC Algorithm for Mixed Graphical Model Learning with Application to Genomic Data IntegrationCode0
Integrating Weather Station Data and Radar for Precipitation Nowcasting: SmaAt-fUsion and SmaAt-Krige-GNetCode0
Integrating Heterogeneous Gene Expression Data through Knowledge Graphs for Improving Diabetes PredictionCode0
Intermediate triple table: A general architecture for virtual knowledge graphsCode0
Reconstructing Nonlinear Dynamical Systems from Multi-Modal Time SeriesCode0
IAM: Enhancing RGB-D Instance Segmentation with New BenchmarksCode0
Heter-LP: A heterogeneous label propagation algorithm and its application in drug repositioningCode0
Generalized probabilistic canonical correlation analysis for multi-modal data integration with full or partial observationsCode0
DANAE: a denoising autoencoder for underwater attitude estimationCode0
Gaussian Process Emulators for Few-Shot Segmentation in Cardiac MRICode0
Graph Integration for Diffusion-Based Manifold AlignmentCode0
From Classical Machine Learning to Emerging Foundation Models: Review on Multimodal Data Integration for Cancer ResearchCode0
Benchmarking pre-trained text embedding models in aligning built asset informationCode0
Federated Learning in Chemical Engineering: A Tutorial on a Framework for Privacy-Preserving Collaboration Across Distributed Data SourcesCode0
From Swath to Full-Disc: Advancing Precipitation Retrieval with Multimodal Knowledge ExpansionCode0
Evaluating approaches for supervised semantic labelingCode0
A Unified Joint Matrix Factorization Framework for Data IntegrationCode0
Bayesian Hybrid Matrix Factorisation for Data IntegrationCode0
Evaluating Blocking Biases in Entity MatchingCode0
Efficient Vertical Federated Learning Method for Ridge Regression of Large-Scale Samples via Least-Squares SolutionCode0
Elastic Coupled Co-clustering for Single-Cell Genomic DataCode0
GraphSeqLM: A Unified Graph Language Framework for Omic Graph LearningCode0
LLMs in Software Security: A Survey of Vulnerability Detection Techniques and InsightsCode0
PoWareMatch: a Quality-aware Deep Learning Approach to Improve Human Schema MatchingCode0
Enhancing Glucose Level Prediction of ICU Patients through Hierarchical Modeling of Irregular Time-SeriesCode0
Entropic Optimal Transport Eigenmaps for Nonlinear Alignment and Joint Embedding of High-Dimensional DatasetsCode0
Data Warehouse and Decision Support on Integrated Crop Big Data—0
Data Issues in Industrial AI System: A Meta-Review and Research Strategy—0
Data Integration with High Dimensionality—0
Segmentation in large-scale cellular electron microscopy with deep learning: A literature survey—0
Data integration in systems genetics and aging research—0
Data Integration Framework for Virtual Reality Enabled Digital Twins—0
AtomAgents: Alloy design and discovery through physics-aware multi-modal multi-agent artificial intelligence—0
Data integration and prediction models of photovoltaic production from Brazilian northeastern—0
A Threefold Review on Deep Semantic Segmentation: Efficiency-oriented, Temporal and Depth-aware design—0
A machine-compiled macroevolutionary history of Phanerozoic life—0
Data Fusion by Matrix Factorization—0
Data augmentation with automated machine learning: approaches and performance comparison with classical data augmentation methods—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
Current and future directions in network biology—0
Crowd Safety Manager: Towards Data-Driven Active Decision Support for Planning and Control of Crowd Events—0
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