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Privacy-Preserving Methods for Feature Engineering Using Blockchain: Review, Evaluation, and Proof of Concept

https://doi.org/10.2196/13600
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What this work says

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

inferredcites →https://doi.org/10.1002/da.22822openalex-snapshot
The accuracy of passive phone sensors in predicting daily mood
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Reducing Dependency on Middleware for Pull Based Active Services in LBS Systems
inferredcites →https://doi.org/10.1016/j.addbeh.2017.11.027openalex-snapshot
Combining ecological momentary assessment with objective, ambulatory measures of behavior and physiology in substance-use research
inferredcites →https://doi.org/10.1016/j.annepidem.2016.12.001openalex-snapshot
Advances in spatial epidemiology and geographic information systems
inferredcites →https://doi.org/10.1038/npp.2016.7openalex-snapshot
Harnessing Smartphone-Based Digital Phenotyping to Enhance Behavioral and Mental Health
inferredcites →https://doi.org/10.1093/comjnl/bxy090openalex-snapshot
From Keys to Databases—Real-World Applications of Secure Multi-Party Computation
inferredcites →https://doi.org/10.1109/access.2018.2856864openalex-snapshot
SBLWT: A Secure Blockchain Lightweight Wallet Based on Trustzone
inferredcites →https://doi.org/10.1109/acii.2013.117openalex-snapshot
Stress Recognition Using Wearable Sensors and Mobile Phones
inferredcites →https://doi.org/10.1109/acii.2015.7344575openalex-snapshot
Predicting students' happiness from physiology, phone, mobility, and behavioral data
inferredcites →https://doi.org/10.1109/cns.2017.8228621openalex-snapshot
Deanonymizing mobility traces with co-location information
inferredcites →https://doi.org/10.1109/mdm.2012.23openalex-snapshot
Defending Location Privacy Using Zero Knowledge Proof Concept in Location Based Services
inferredcites →https://doi.org/10.1109/risp.1992.213269openalex-snapshot
Encrypted key exchange: password-based protocols secure against dictionary attacks
inferredcites →https://doi.org/10.1109/sp.2014.36openalex-snapshot
Zerocash: Decentralized Anonymous Payments from Bitcoin
inferredcites →https://doi.org/10.1109/sp.2016.55openalex-snapshot
Hawk: The Blockchain Model of Cryptography and Privacy-Preserving Smart Contracts
inferredcites →https://doi.org/10.1109/trustcom.2013.96openalex-snapshot
De-anonymization Attack on Geolocated Data
inferredcites →https://doi.org/10.1139/jpn.0602openalex-snapshot
Ecological momentary assessment: what it is and why it is a method of the future in clinical psychopharmacology
inferredcites →https://doi.org/10.1145/1127345.1127346openalex-snapshot
Improved proxy re-encryption schemes with applications to secure distributed storage
inferredcites →https://doi.org/10.1145/22145.22178openalex-snapshot
The knowledge complexity of interactive proof-systems
inferredcites →https://doi.org/10.1145/2335356.2335358openalex-snapshot
Measuring user confidence in smartphone security and privacy
inferredcites →https://doi.org/10.1145/2347736.2347755openalex-snapshot
A few useful things to know about machine learning
inferredcites →https://doi.org/10.1145/2660267.2660278openalex-snapshot
Structural Data De-anonymization
inferredcites →https://doi.org/10.1145/62212.62222openalex-snapshot
Non-interactive zero-knowledge and its applications
inferredcites →https://doi.org/10.1146/annurev.clinpsy.3.022806.091415openalex-snapshot
Ecological Momentary Assessment
inferredcites →https://doi.org/10.1186/s12920-017-0281-2openalex-snapshot
PRESAGE: PRivacy-preserving gEnetic testing via SoftwAre Guard Extension
inferredcites →https://doi.org/10.1186/s12942-018-0144-xopenalex-snapshot
Geospatial blockchain: promises, challenges, and scenarios in health and healthcare
inferredcites →https://doi.org/10.1371/journal.pone.0098790openalex-snapshot
openPDS: Protecting the Privacy of Metadata through SafeAnswers
inferredcites →https://doi.org/10.14722/ndss.2018.23222openalex-snapshot
Exposing Congestion Attack on Emerging Connected Vehicle based Traffic Signal Control
inferredcites →https://doi.org/10.1515/popets-2018-0038openalex-snapshot
When the cookie meets the blockchain: Privacy risks of web payments via cryptocurrencies
inferredcites →https://doi.org/10.21037/mhealth.2017.08.05openalex-snapshot
The conceptualization of a Just-In-Time Adaptive Intervention (JITAI) for the reduction of sedentary behavior in older adults
inferredcites →https://doi.org/10.2196/11949openalex-snapshot
Using Blockchain Technology to Manage Clinical Trials Data: A Proof-of-Concept Study
inferredcites →https://doi.org/10.2196/13601openalex-snapshot
Building a Secure Biomedical Data Sharing Decentralized App (DApp): Tutorial
inferredcites →https://doi.org/10.2196/jmir.4273openalex-snapshot
Mobile Phone Sensor Correlates of Depressive Symptom Severity in Daily-Life Behavior: An Exploratory Study
inferredcites →https://doi.org/10.2196/jmir.6634openalex-snapshot
Reimagining Human Research Protections for 21st Century Science
inferredcites →https://doi.org/10.2196/mhealth.7297openalex-snapshot
Mobile Phone Detection of Semantic Location and Its Relationship to Depression and Anxiety
inferredcites →https://doi.org/10.2196/mhealth.7938openalex-snapshot
Tamper-Resistant Mobile Health Using Blockchain Technology
inferredcites →https://doi.org/10.3390/s18124215openalex-snapshot
Identity Management Systems for the Internet of Things: A Survey Towards Blockchain Solutions

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.1002/9781394287970.ch18openalex-snapshot
Blockchain's Impact in Clinical Trials
inferred← citeshttps://doi.org/10.1007/978-981-19-2538-2_40openalex-snapshot
Bibliometric Study and Visualisation of Research Trends in Hybrid Blockchain Technology
inferred← citeshttps://doi.org/10.1007/s00371-024-03579-wopenalex-snapshot
Visual–language foundation models in medicine
inferred← citeshttps://doi.org/10.1016/j.jii.2025.100934openalex-snapshot
Blockchain-enabled smart contracts for secure and transparent timber traceability
inferred← citeshttps://doi.org/10.1016/j.techsoc.2025.103121openalex-snapshot
Human-centered AI: advancing ethical, transparent, and context-aware systems for sustainable development
inferred← citeshttps://doi.org/10.1063/5.0250552openalex-snapshot
Smart contract-based surveillance for ensuring ICT infrastructure security in online examination systems
inferred← citeshttps://doi.org/10.1108/jhom-08-2024-0328openalex-snapshot
An assessment of blockchain performance in healthcare: an extensive literature review
inferred← citeshttps://doi.org/10.1109/access.2020.2981447openalex-snapshot
On the Convergence of Artificial Intelligence and Distributed Ledger Technology: A Scoping Review and Future Research Agenda
inferred← citeshttps://doi.org/10.1109/blockchain50366.2020.00080openalex-snapshot
Blockchain-orchestrated machine learning for privacy preserving federated learning in electronic health data
inferred← citeshttps://doi.org/10.1109/ic2sdt62152.2024.10696712openalex-snapshot
Blockchain Security and Privacy using Machine Learning and Internet of Things-A Review
inferred← citeshttps://doi.org/10.1109/icccnt51525.2021.9579630openalex-snapshot
Scalability in Blockchain
inferred← citeshttps://doi.org/10.1109/icsc60084.2023.10349994openalex-snapshot
Integrating Artificial Intelligence and Blockchain Technology for Enhanced US Homeland Security
inferred← citeshttps://doi.org/10.1109/iicc69623.2026.11582737openalex-snapshot
A Blockchain-Enabled Federated Learning Framework for Privacy-Preserving Healthcare Data Management
inferred← citeshttps://doi.org/10.1109/ojcs.2021.3053032openalex-snapshot
A Survey on Privacy-Preserving Blockchain Systems (PPBS) and a Novel PPBS-Based Framework for Smart Agriculture
inferred← citeshttps://doi.org/10.1109/sds59856.2023.10329007openalex-snapshot
Software Engineering Approaches Adopted By Blockchain Developers
inferred← citeshttps://doi.org/10.1109/seb4sdg60871.2024.10629680openalex-snapshot
Application of Blockchain Technology for Data Privacy and Secured Sharing in Electronic Medical Records: A Systematic Literature Review
inferred← citeshttps://doi.org/10.1109/sist58284.2023.10223536openalex-snapshot
Exploring the Privacy Concerns in Permissionless Blockchain Networks and Potential Solutions
inferred← citeshttps://doi.org/10.1145/3447774openalex-snapshot
Recent Developments in Privacy-preserving Mining of Clinical Data
inferred← citeshttps://doi.org/10.19101/ijatee.2019.650071openalex-snapshot
Performance enhancement of the internet of things with the integrated blockchain technology using RSK sidechain
inferred← citeshttps://doi.org/10.2196/13601openalex-snapshot
Building a Secure Biomedical Data Sharing Decentralized App (DApp): Tutorial
inferred← citeshttps://doi.org/10.2196/16810openalex-snapshot
Blockchain-Authenticated Sharing of Genomic and Clinical Outcomes Data of Patients With Cancer: A Prospective Cohort Study
inferred← citeshttps://doi.org/10.2196/17199openalex-snapshot
Blockchain in Health Care: Hope or Hype?
inferred← citeshttps://doi.org/10.2196/20477openalex-snapshot
Applying Blockchain Technology to Address the Crisis of Trust During the COVID-19 Pandemic
inferred← citeshttps://doi.org/10.2196/28613openalex-snapshot
Applications of Blockchain in the Medical Field: Narrative Review
inferred← citeshttps://doi.org/10.2196/46547openalex-snapshot
Architectural Design of a Blockchain-Enabled, Federated Learning Platform for Algorithmic Fairness in Predictive Health Care: Design Science Study
inferred← citeshttps://doi.org/10.23919/fruct64283.2024.10749910openalex-snapshot
Blockchain and Smart Contracts: Enabling Trustworthy and Decentralized Digital Transactions
inferred← citeshttps://doi.org/10.23977/ieim.2023.060107openalex-snapshot
Research on the Development Direction of Smart Logistics Based on Blockchain Technology
inferred← citeshttps://doi.org/10.29322/ijsrp.12.07.2022.p12744openalex-snapshot
Digital transformation in healthcare
inferred← citeshttps://doi.org/10.33168/jsms.2022.0619openalex-snapshot
Predicting Mobile Apps Performance using Machine Learning
inferred← citeshttps://doi.org/10.3389/fbloc.2021.580227openalex-snapshot
An Overview of Existing Publications and Most Relevant Projects/Platforms on the Use of Blockchain in Medicine and Neurology
inferred← citeshttps://doi.org/10.3390/data7120177openalex-snapshot
A Blockchain-Based Regulatory Framework for mHealth
inferred← citeshttps://doi.org/10.3390/electronics14234699openalex-snapshot
The Global Importance of Machine Learning-Based Wearables and Digital Twins for Rehabilitation: A Review of Data Collection, Security, Edge Intelligence, Federated Learning, and Generative AI
inferred← citeshttps://doi.org/10.3390/fi15050164openalex-snapshot
Online Privacy Fatigue: A Scoping Review and Research Agenda
inferred← citeshttps://doi.org/10.3390/fi17120547openalex-snapshot
Permissionless Blockchain Recent Trends, Privacy Concerns, Potential Solutions and Secure Development Lifecycle
inferred← citeshttps://doi.org/10.3390/healthcare9081019openalex-snapshot
A Blockchain and Artificial Intelligence-Based, Patient-Centric Healthcare System for Combating the COVID-19 Pandemic: Opportunities and Applications
inferred← citeshttps://doi.org/10.4018/978-1-7998-3632-2.ch008openalex-snapshot
Developing Use Cases of Blockchain Technology
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