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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 401–431 of 431 papers

TitleStatusHype
Evaluating approaches for supervised semantic labelingCode0
Bayesian Joint Matrix Decomposition for Data Integration with Heterogeneous Noise—0
A Unified Joint Matrix Factorization Framework for Data IntegrationCode0
A Vision for Health Informatics: Introducing the SKED Framework.An Extensible Architecture for Scientific Knowledge Extraction from Data—0
A Framework for Accurate Drought Forecasting System Using Semantics-Based Data Integration Middleware—0
On the effects of alternative optima in context-specific metabolic model predictions—0
Bayesian Hybrid Matrix Factorisation for Data IntegrationCode0
Multi-Kernel LS-SVM Based Bio-Clinical Data Integration: Applications to Ovarian Cancer—0
Towards multiple kernel principal component analysis for integrative analysis of tumor samples—0
Neuro-symbolic representation learning on biological knowledge graphsCode0
NCBO Ontology Recommender 2.0: An Enhanced Approach for Biomedical Ontology Recommendation—0
Heter-LP: A heterogeneous label propagation algorithm and its application in drug repositioningCode0
Anfrage-getriebener Wissenstransfer zur Unterstuetzung von Datenanalysten—0
A Semantic Analyzer for the Comprehension of the Spontaneous Arabic Speech—0
Data Integration with High Dimensionality—0
Drug response prediction by inferring pathway-response associations with Kernelized Bayesian Matrix Factorization—0
MIMIC-III, a freely accessible critical care databaseCode0
Acceleration of Deep Neural Network Training with Resistive Cross-Point Devices—0
Git4Voc: Git-based Versioning for Collaborative Vocabulary Development—0
Combining exome and gene expression datasets in one graphical model of disease to empower the discovery of disease mechanisms—0
Structured Matrix Completion with Applications to Genomic Data Integration—0
Mapping-equivalence and oid-equivalence of single-function object-creating conjunctive queries—0
Context-Aware Analytics in MOM Applications—0
EquiNMF: Graph Regularized Multiview Nonnegative Matrix Factorization—0
A machine-compiled macroevolutionary history of Phanerozoic life—0
Principled Graph Matching Algorithms for Integrating Multiple Data Sources—0
HINO: a BFO-aligned ontology representing human molecular interactions and pathways—0
Geospatial Narratives and their Spatio-Temporal Dynamics: Commonsense Reasoning for High-level Analyses in Geographic Information Systems—0
Data Fusion by Matrix Factorization—0
A Markov Model for Ontology Alignment—0
Multitask Learning without Label Correspondences—0
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