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Data Harmonization for Heterogeneous Datasets: A Systematic Literature Review

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Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1002/cae.21844openalex-snapshot
Data science in education: Big data and learning analytics
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Healthcare Analysis in Smart Big Data Analytics: Reviews, Challenges and Recommendations
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Classification of Heterogeneous Data Based on Data Type Impact on Similarity
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A Conceptual Framework for Big Data Implementation to Handle Large Volume of Complex Data
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Review of Data Analysis Framework for Variety of Big Data
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Sarcasm identification in textual data: systematic review, research challenges and open directions
inferredcites →https://doi.org/10.1007/s10579-018-9431-1openalex-snapshot
MedSTS: a resource for clinical semantic textual similarity
inferredcites →https://doi.org/10.1007/s10639-018-9741-3openalex-snapshot
Big data for online learning systems
inferredcites →https://doi.org/10.1007/s11042-019-7390-1openalex-snapshot
Sentiment analysis of multimodal twitter data
inferredcites →https://doi.org/10.1007/s11760-019-01457-wopenalex-snapshot
Location emotion recognition for travel recommendation based on social network
inferredcites →https://doi.org/10.1007/s41060-018-0095-0openalex-snapshot
Big data and precision medicine: challenges and strategies with healthcare data
inferredcites →https://doi.org/10.1007/s41666-018-0043-8openalex-snapshot
An Interactive Visualization Tool for HL7 FHIR Specification Browsing and Profiling
inferredcites →https://doi.org/10.1007/s42452-020-2983-xopenalex-snapshot
A comprehensive survey on Indian regional language processing
inferredcites →https://doi.org/10.1016/j.asoc.2019.04.010openalex-snapshot
Sentiment analysis of social images via hierarchical deep fusion of content and links
inferredcites →https://doi.org/10.1016/j.eswa.2017.11.050openalex-snapshot
Enhanced movie content similarity based on textual, auditory and visual information
inferredcites →https://doi.org/10.1016/j.eswa.2018.09.034openalex-snapshot
Clinical text classification research trends: Systematic literature review and open issues
inferredcites →https://doi.org/10.1016/j.future.2018.07.061openalex-snapshot
A data integration platform for patient-centered e-healthcare and clinical decision support
inferredcites →https://doi.org/10.1016/j.inffus.2017.02.003openalex-snapshot
A review of affective computing: From unimodal analysis to multimodal fusion
inferredcites →https://doi.org/10.1016/j.inffus.2017.10.006openalex-snapshot
A survey on deep learning for big data
inferredcites →https://doi.org/10.1016/j.ins.2019.12.031openalex-snapshot
Phrase2Vec: Phrase embedding based on parsing
inferredcites →https://doi.org/10.1016/j.ipm.2018.01.010openalex-snapshot
A survey towards an integration of big data analytics to big insights for value-creation
inferredcites →https://doi.org/10.1016/j.jbi.2016.07.016openalex-snapshot
A computational framework for converting textual clinical diagnostic criteria into the quality data model
inferredcites →https://doi.org/10.1016/j.jbi.2019.103310openalex-snapshot
Developing a FHIR-based EHR phenotyping framework: A case study for identification of patients with obesity and multiple comorbidities from discharge summaries
inferredcites →https://doi.org/10.1016/j.jbusres.2016.08.001openalex-snapshot
Critical analysis of Big Data challenges and analytical methods
inferredcites →https://doi.org/10.1016/j.jnca.2019.102447openalex-snapshot
Multimodal big data affective analytics: A comprehensive survey using text, audio, visual and physiological signals
inferredcites →https://doi.org/10.1016/j.knosys.2018.07.041openalex-snapshot
Multimodal sentiment analysis using hierarchical fusion with context modeling
inferredcites →https://doi.org/10.1016/j.matpr.2021.01.357openalex-snapshot
Data science applications for predictive maintenance and materials science in context to Industry 4.0
inferredcites →https://doi.org/10.1016/j.measurement.2019.107198openalex-snapshot
Challenges and recommended technologies for the industrial internet of things: A comprehensive review
inferredcites →https://doi.org/10.1016/j.techfore.2020.120354openalex-snapshot
Multistage implementation framework for smart supply chain management under industry 4.0
inferredcites →https://doi.org/10.1093/jamia/ocv115openalex-snapshot
Data integration of structured and unstructured sources for assigning clinical codes to patient stays
inferredcites →https://doi.org/10.1093/jamiaopen/ooy061openalex-snapshot
Natural language processing and recurrent network models for identifying genomic mutation-associated cancer treatment change from patient progress notes
inferredcites →https://doi.org/10.1093/jamiaopen/ooz056openalex-snapshot
Developing a scalable FHIR-based clinical data normalization pipeline for standardizing and integrating unstructured and structured electronic health record data
inferredcites →https://doi.org/10.1109/access.2017.2694446openalex-snapshot
Disease Prediction by Machine Learning Over Big Data From Healthcare Communities
inferredcites →https://doi.org/10.1109/access.2021.3056752openalex-snapshot
A Framework for Extended Reality System Development in Manufacturing
inferredcites →https://doi.org/10.1109/bigcomp.2019.8679239openalex-snapshot
A Novel Approach for Clinical Data Harmonization
inferredcites →https://doi.org/10.1109/bigmm.2019.00-44openalex-snapshot
SpotFake: A Multi-modal Framework for Fake News Detection
inferredcites →https://doi.org/10.1109/cdan.2016.7570899openalex-snapshot
Data mining of heterogeneous data with research challenges
inferredcites →https://doi.org/10.1109/comst.2019.2962586openalex-snapshot
A Survey on the Internet of Things (IoT) Forensics: Challenges, Approaches, and Open Issues
inferredcites →https://doi.org/10.1109/expat.2019.8876559openalex-snapshot
Extended Reality in IoT scenarios: Concepts, Applications and Future Trends
inferredcites →https://doi.org/10.1109/icaibd.2018.8396165openalex-snapshot
Multi-source heterogeneous data fusion
inferredcites →https://doi.org/10.1109/icaict.2016.7991832openalex-snapshot
Big data integration architectural concepts for oil and gas industry
inferredcites →https://doi.org/10.1109/icbda.2016.7509815openalex-snapshot
Framework of integrated big data: A review
inferredcites →https://doi.org/10.1109/icc.2017.7996801openalex-snapshot
Big data challenges and opportunities in the hype of Industry 4.0
inferredcites →https://doi.org/10.1109/iccke50421.2020.9303676openalex-snapshot
Deep Learning approach for text, image, and GIF multimodal sentiment analysis
inferredcites →https://doi.org/10.1109/iccubea.2018.8697432openalex-snapshot
A Proposed Technique for Conversion of Unstructured Agro-Data to Semi-Structured or Structured Data
inferredcites →https://doi.org/10.1109/icecds.2017.8390174openalex-snapshot
Information retrieval from heterogeneous data sets using moderated IDF-cosine similarity in vector space model
inferredcites →https://doi.org/10.1109/icmlc48188.2019.8949185openalex-snapshot
Deep Learning in Natural Language Processing: A State-of-the-Art Survey
inferredcites →https://doi.org/10.1109/isc2.2017.8090820openalex-snapshot
A data integration approach for smart cities: The case of natal
inferredcites →https://doi.org/10.1109/jbhi.2017.2767063openalex-snapshot
Deep EHR: A Survey of Recent Advances in Deep Learning Techniques for Electronic Health Record (EHR) Analysis
inferredcites →https://doi.org/10.1109/jiot.2020.2999510openalex-snapshot
Efficient and Privacy-Preserving Authentication Protocol for Heterogeneous Systems in IIoT
inferredcites →https://doi.org/10.1109/mci.2018.2840738openalex-snapshot
Recent Trends in Deep Learning Based Natural Language Processing [Review Article]
inferredcites →https://doi.org/10.1109/netact.2017.8076789openalex-snapshot
Structured data extraction from emails
inferredcites →https://doi.org/10.1109/rbme.2018.2855055openalex-snapshot
Cohort Harmonization and Integrative Analysis From a Biomedical Engineering Perspective
inferredcites →https://doi.org/10.1109/soca.2015.16openalex-snapshot
i2x: An Automated Real-Time Integration and Interoperability Platform (Short Paper)
inferredcites →https://doi.org/10.1109/tkde.2016.2525768openalex-snapshot
An Overview on XML Semantic Disambiguation from Unstructured Text to Semi-Structured Data: Background, Applications, and Ongoing Challenges
inferredcites →https://doi.org/10.1109/tpami.2018.2798607openalex-snapshot
Multimodal Machine Learning: A Survey and Taxonomy
inferredcites →https://doi.org/10.1109/tse.2002.1027796openalex-snapshot
Preliminary guidelines for empirical research in software engineering
inferredcites →https://doi.org/10.1111/bjet.12595openalex-snapshot
Big Data and data science: A critical review of issues for educational research
inferredcites →https://doi.org/10.1145/2967503openalex-snapshot
Heterogeneous Model Integration for Multi-Source Urban Infrastructure Data
inferredcites →https://doi.org/10.1145/3152494.3152516openalex-snapshot
HDSanalytics
inferredcites →https://doi.org/10.1155/2020/8810634openalex-snapshot
Use of Big Data Tools and Industrial Internet of Things: An Overview
inferredcites →https://doi.org/10.1186/s12859-018-2300-5openalex-snapshot
An infrastructure for precision medicine through analysis of big data
inferredcites →https://doi.org/10.1186/s13326-016-0075-zopenalex-snapshot
Generation of open biomedical datasets through ontology-driven transformation and integration processes
inferredcites →https://doi.org/10.1186/s13637-017-0057-1openalex-snapshot
Autism spectrum disorder detection from semi-structured and unstructured medical data
inferredcites →https://doi.org/10.1186/s41044-016-0014-0openalex-snapshot
Big data preprocessing: methods and prospects
inferredcites →https://doi.org/10.1186/s41044-020-00045-1openalex-snapshot
Software architectures for big data: a systematic literature review
inferredcites →https://doi.org/10.14569/ijacsa.2017.080121openalex-snapshot
Emergence of Unstructured Data and Scope of Big Data in Indian Education
inferredcites →https://doi.org/10.18178/ijiet.2021.11.5.1518openalex-snapshot
The Challenges of Integrating Industry 4.0 in Cyber Security — A Perspective
inferredcites →https://doi.org/10.2139/ssrn.3300469openalex-snapshot
Why and Who Will Adopt Extended Reality Technology? Literature Review, Synthesis, and Future Research Agenda
inferredcites →https://doi.org/10.21437/interspeech.2020-3074openalex-snapshot
Multimodal Semi-Supervised Learning Framework for Punctuation Prediction in Conversational Speech
inferredcites →https://doi.org/10.21608/ijci.2016.33955openalex-snapshot
Semantic-based Approach for Solving the Heterogeneity of Clinical Data
inferredcites →https://doi.org/10.26438/ijcse/v6i6.11771183openalex-snapshot
Deep Leaning Architectures and its Applications A Survey
inferredcites →https://doi.org/10.26555/ijain.v4i1.152openalex-snapshot
The performance of text similarity algorithms
inferredcites →https://doi.org/10.2991/esac-15.2015.64openalex-snapshot
An Integration Model of Multi-Source Heterogeneous Audit Data
inferredcites →https://doi.org/10.31387/oscm0450293openalex-snapshot
IoT in Supply Chain Management: Opportunities and Challenges for Businesses in Early Industry 4.0 Context
inferredcites →https://doi.org/10.3389/fgene.2020.00648openalex-snapshot
New Analysis Framework Incorporating Mixed Mutual Information and Scalable Bayesian Networks for Multimodal High Dimensional Genomic and Epigenomic Cancer Data
inferredcites →https://doi.org/10.3389/fmed.2019.00036openalex-snapshot
Big Health Data and Cardiovascular Diseases: A Challenge for Research, an Opportunity for Clinical Care
inferredcites →https://doi.org/10.3390/logistics5010002openalex-snapshot
Food Logistics 4.0: Opportunities and Challenges
inferredcites →https://doi.org/10.3390/s20164571openalex-snapshot
Big Trajectory Data Mining: A Survey of Methods, Applications, and Services
inferredcites →https://doi.org/10.4018/978-1-5225-0182-4.ch001openalex-snapshot
Big Data
inferredcites →https://doi.org/10.4018/ijban.2020010105openalex-snapshot
A Review on the Research Growth of Industry 4.0
inferredcites →https://doi.org/10.5120/ijca2017912917openalex-snapshot
Implementation of Big Data in Health Information Systems: Sample Approaches in Saudi Hospital
inferredcites →https://doi.org/10.5121/ijscai.2016.5105openalex-snapshot
Big Data Analytics: Challenges And Applications For Text, Audio, Video, And Social Media Data

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inferred← citeshttps://doi.org/10.3390/healthcare10101892openalex-snapshot
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inferred← citeshttps://doi.org/10.3390/healthcare10101940openalex-snapshot
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inferred← citeshttps://doi.org/10.3390/land11122287openalex-snapshot
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inferred← citeshttps://doi.org/10.3390/mca31020054openalex-snapshot
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inferred← citeshttps://doi.org/10.3390/su17010230openalex-snapshot
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inferred← citeshttps://doi.org/10.36227/techrxiv.172226053.36460987/v1openalex-snapshot
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inferred← citeshttps://doi.org/10.4018/979-8-3373-0680-3.ch006openalex-snapshot
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inferred← citeshttps://doi.org/10.4018/979-8-3373-6896-2.ch007openalex-snapshot
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inferred← citeshttps://doi.org/10.47363/jaicc/2022(1)234openalex-snapshot
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inferred← citeshttps://doi.org/10.54097/wznpy315openalex-snapshot
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inferred← citeshttps://doi.org/10.59324/ejaset.2025.3(3).20openalex-snapshot
An Implementation of Machine Learning-Based Framework for Tertiary Institutions Data Harmonization using Large Language Model
inferred← citeshttps://doi.org/10.6084/m9.figshare.25294582openalex-snapshot
Additional file 1 of Conceptual design of a generic data harmonization process for OMOP common data model
Editorial review for independent work. ICSAC — the Institute for Complexity Science and Advanced Computing — runs a structured editorial panel for researchers publishing outside journals, and publishes on CiteStamp rails. Submission is free and goes through ORCID: icsacinstitute.org/submit.