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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 126–150 of 431 papers

TitleStatusHype
Data Integration with Fusion Searchlight: Classifying Brain States from Resting-state fMRICode0
Advancements in Machine Learning and Deep Learning for Early Detection and Management of Mental Health Disorder—0
MISFEAT: Feature Selection for Subgroups with Systematic Missing Data—0
Multi-Layer Privacy-Preserving Record Linkage with Clerical Review based on gradual information disclosure—0
Adult Glioma Segmentation in Sub-Saharan Africa using Transfer Learning on Stratified Finetuning Data—0
Contextual Data Integration for Bike-sharing Demand Prediction with Graph Neural Networks in Degraded Weather Conditions—0
Enhancing Function-Calling Capabilities in LLMs: Strategies for Prompt Formats, Data Integration, and Multilingual Translation—0
Skeleton Detection Using Dual Radars with Integration of Dual-View CNN Models and mmPose—0
Multimodal Alignment and Fusion: A Survey—0
Optimal Estimation of Shared Singular Subspaces across Multiple Noisy Matrices—0
Federated Learning in Chemical Engineering: A Tutorial on a Framework for Privacy-Preserving Collaboration Across Distributed Data SourcesCode0
Unlocking Historical Clinical Trial Data with ALIGN: A Compositional Large Language Model System for Medical Coding—0
IoT-Based 3D Pose Estimation and Motion Optimization for Athletes: Application of C3D and OpenPose—0
Multi-layer matrix factorization for cancer subtyping using full and partial multi-omics dataset—0
Benchmarking pre-trained text embedding models in aligning built asset informationCode0
Multi-Task Adversarial Variational Autoencoder for Estimating Biological Brain Age with Multimodal NeuroimagingCode0
Weakly-Supervised Multimodal Learning on MIMIC-CXRCode0
Gaussian Process Emulators for Few-Shot Segmentation in Cardiac MRICode0
Reducing Biases in Record Matching Through Scores CalibrationCode0
Ontology Population using LLMs—0
Enhancing Glucose Level Prediction of ICU Patients through Hierarchical Modeling of Irregular Time-SeriesCode0
Neural decoding from stereotactic EEG: accounting for electrode variability across subjects—0
Capturing and Anticipating User Intents in Data Analytics via Knowledge Graphs—0
Matchmaker: Self-Improving Large Language Model Programs for Schema Matching—0
Novel Architecture for Distributed Travel Data Integration and Service Provision Using Microservices—0
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