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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 301–325 of 431 papers

TitleStatusHype
Diffusion Transport Alignment—0
Segmentation in large-scale cellular electron microscopy with deep learning: A literature survey—0
Driving Digital Engineering Integration and Interoperability Through Semantic Integration of Models with Ontologies—0
A review of machine learning approaches, challenges and prospects for computational tumor pathology—0
FadMan: Federated Anomaly Detection across Multiple Attributed Networks—0
Towards future directions in data-integrative supervised prediction of human aging-related genes—0
scICML: Information-theoretic Co-clustering-based Multi-view Learning for the Integrative Analysis of Single-cell Multi-omics data—0
KnowGraph-PM: a Knowledge Graph based Pricing Model for Semiconductors Supply Chains—0
Multi-Graph based Multi-Scenario Recommendation in Large-scale Online Video Services—0
Human's Role in-the-Loop—0
RadioPathomics: Multimodal Learning in Non-Small Cell Lung Cancer for Adaptive Radiotherapy—0
It's AI Match: A Two-Step Approach for Schema Matching Using Embeddings—0
A robust kernel machine regression towards biomarker selection in multi-omics datasets of osteoporosis for drug discovery—0
Easy Semantification of Bioassays—0
An Overview of Healthcare Data Analytics With Applications to the COVID-19 Pandemic—0
A big data intelligence marketplace and secure analytics experimentation platform for the aviation industry—0
Reconstructing Nonlinear Dynamical Systems from Multi-Modal Time SeriesCode0
High-resolution rainfall-runoff modeling using graph neural network—0
Proceedings 37th International Conference on Logic Programming (Technical Communications)—0
PoWareMatch: a Quality-aware Deep Learning Approach to Improve Human Schema MatchingCode0
Making Table Understanding Work in Practice—0
Integrated community occupancy models: A framework to assess occurrence and biodiversity dynamics using multiple data sourcesCode0
Targeting Underrepresented Populations in Precision Medicine: A Federated Transfer Learning Approach—0
Towards a Generic Multimodal Architecture for Batch and Streaming Big Data Integration—0
Parallelisable Existential Rules: a Story of Pieces—0
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