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A Bayesian approach to discovering truth from conflicting sources for data integration

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What this work says

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

inferredcites →https://doi.org/10.1007/978-3-642-13094-6_8openalex-snapshot
Probabilistic Models to Reconcile Complex Data from Inaccurate Data Sources
inferredcites →https://doi.org/10.1145/1281192.1281309openalex-snapshot
Truth discovery with multiple conflicting information providers on the web
inferredcites →https://doi.org/10.1145/1718487.1718504openalex-snapshot
Corroborating information from disagreeing views
inferredcites →https://doi.org/10.1145/1772690.1772801openalex-snapshot
SourceRank
inferredcites →https://doi.org/10.1145/1935826.1935896openalex-snapshot
CoBayes
inferredcites →https://doi.org/10.1145/1963405.1963439openalex-snapshot
Semi-supervised truth discovery
inferredcites →https://doi.org/10.1145/1963405.1963440openalex-snapshot
SourceRank
inferredcites →https://doi.org/10.1145/303976.303983openalex-snapshot
Consistent query answers in inconsistent databases
inferredcites →https://doi.org/10.1145/324133.324140openalex-snapshot
Authoritative sources in a hyperlinked environment
inferredcites →https://doi.org/10.14778/1687627.1687690openalex-snapshot
Integrating conflicting data
inferredcites →https://doi.org/10.14778/1687627.1687691openalex-snapshot
Truth discovery and copying detection in a dynamic world
inferredcites →https://doi.org/10.5860/choice.33-1577openalex-snapshot
Artificial intelligence: a modern approach

What points at this work

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

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Securing the Sensitive Data in Cloud Like Environment: An Approach of DNA Encryption
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Data Fusion
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On the Discovery of Continuous Truth: A Semi-supervised Approach with Partial Ground Truths
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Novel Approach for Multi-valued Truth Discovery
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Unsupervised Deep Learning for Conflict Resolution in Big Data Analysis
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Data from Multiple Web Sources: Crawling, Integrating, Preprocessing, and Designing Applications
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Bayesian Modeling for Simultaneous Regression and Record Linkage
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An End-to-End Deep Neural Network for Truth Discovery
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Joint Location-Value Privacy Protection for Spatiotemporal Data Collection via Mobile Crowdsensing
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Big Data Integration
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Quality of Web Data and Quality of Big Data: Open Problems
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An Ensemble Approach for Better Truth Discovery
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Designing Intelligent Sleep Analysis Systems for Automated Contextual Exploration on Personal Sleep-Tracking Data
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Exploiting Source-Object Networks to Resolve Object Conflicts in Linked Data
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Leveraging Data Relationships to Resolve Conflicts from Disparate Data Sources
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Data Fusion: Resolving Conflicts from Multiple Sources
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Incremental Truth Discovery for Information from Multiple Data Sources
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Pay-as-you-go Data Integration: Experiences and Recurring Themes
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Introduction
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Functional-Dependency-Based Truth Discovery for Isomorphic Data
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Approximating Global Optimum for Probabilistic Truth Discovery
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RETRACTED ARTICLE: A novel truth prediction algorithm for ascertaining the truthfulness of the data and reliability of the users in crowdsourcing application
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Generalizing truth discovery by incorporating multi-truth features
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A survey on data fusion: what for? in what form? what is next?
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Efficient accuracy evaluation for multi-modal sensed data
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A Holistic Approach for Designing Human-Centric Trust Systems
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Conflicts to Harmony: A Framework for Resolving Conflicts in Heterogeneous Data by Truth Discovery
inferred← citeshttps://doi.org/10.1109/tkde.2016.2598561openalex-snapshot
A survey of heterogeneous information network analysis
inferred← citeshttps://doi.org/10.1109/tkde.2017.2684804openalex-snapshot
Profiling Entities over Time in the Presence of Unreliable Sources
inferred← citeshttps://doi.org/10.1109/tkde.2017.2750683openalex-snapshot
Computing Crowd Consensus with Partial Agreement
inferred← citeshttps://doi.org/10.1109/tkde.2018.2837026openalex-snapshot
Towards Confidence Interval Estimation in Truth Discovery
inferred← citeshttps://doi.org/10.1109/tkde.2019.2936189openalex-snapshot
Truth Discovery by Claim and Source Embedding
inferred← citeshttps://doi.org/10.1109/tkde.2019.2954087openalex-snapshot
Improving the Quality of Web-Based Data Imputation With Crowd Intervention
inferred← citeshttps://doi.org/10.1109/tkde.2020.2982393openalex-snapshot
Constrained Truth Discovery
inferred← citeshttps://doi.org/10.1109/tkde.2021.3054409openalex-snapshot
Achieving Privacy-Preserving and Lightweight Truth Discovery in Mobile Crowdsensing
inferred← citeshttps://doi.org/10.1109/tkde.2021.3054853openalex-snapshot
An Unsupervised Bayesian Neural Network for Truth Discovery in Social Networks
inferred← citeshttps://doi.org/10.1109/tkde.2022.3173911openalex-snapshot
A Joint Maximum Likelihood Estimation Framework for Truth Discovery: A Unified Perspective
inferred← citeshttps://doi.org/10.1109/tkde.2023.3267821openalex-snapshot
Unsupervised Rumor Detection Based on Propagation Tree VAE
inferred← citeshttps://doi.org/10.1109/tmc.2019.2955688openalex-snapshot
Expertise-Aware Truth Analysis and Task Allocation in Mobile Crowdsourcing
inferred← citeshttps://doi.org/10.1109/tmc.2020.3003673openalex-snapshot
Towards Personalized Privacy-Preserving Incentive for Truth Discovery in Mobile Crowdsensing Systems
inferred← citeshttps://doi.org/10.1109/tmc.2021.3062775openalex-snapshot
Privacy-Preserving Streaming Truth Discovery in Crowdsourcing With Differential Privacy
inferred← citeshttps://doi.org/10.1109/tnet.2021.3085000openalex-snapshot
Seeking the Truth in a Decentralized Manner
inferred← citeshttps://doi.org/10.1109/tpds.2016.2515092openalex-snapshot
Parallel and Streaming Truth Discovery in Large-Scale Quantitative Crowdsourcing
inferred← citeshttps://doi.org/10.1109/tsipn.2019.2914610openalex-snapshot
Using Social Network Information in Community-Based Bayesian Truth Discovery
inferred← citeshttps://doi.org/10.1109/wcncw49093.2021.9420031openalex-snapshot
DAST: An aggregation scheme for crowdsensed indoor data exploiting sequential long-tail features
inferred← citeshttps://doi.org/10.1109/wisa.2015.76openalex-snapshot
A Method to Discover Truth with Two Source Quality Metrics
inferred← citeshttps://doi.org/10.1109/wisa.2016.28openalex-snapshot
MOSTER: A Novel Truth Discovery Method for Multiple Conflicting Information
inferred← citeshttps://doi.org/10.1111/deci.12516openalex-snapshot
Three cobblers worth the mastermind? The potential of ensemble in crowdsourced classification problems
inferred← citeshttps://doi.org/10.1145/2463676.2465309openalex-snapshot
Determining the relative accuracy of attributes
inferred← citeshttps://doi.org/10.1145/2481244.2481248openalex-snapshot
Mining heterogeneous information networks
inferred← citeshttps://doi.org/10.1145/2488388.2488422openalex-snapshot
Compact explanation of data fusion decisions
inferred← citeshttps://doi.org/10.1145/2488388.2488476openalex-snapshot
Latent credibility analysis
inferred← citeshttps://doi.org/10.1145/2488388.2488479openalex-snapshot
Mining collective intelligence in diverse groups
inferred← citeshttps://doi.org/10.1145/2505515.2507844openalex-snapshot
Reconciliation of categorical opinions from multiple sources
inferred← citeshttps://doi.org/10.1145/2530289openalex-snapshot
Maximum likelihood analysis of conflicting observations in social sensing
inferred← citeshttps://doi.org/10.1145/2588555.2593674openalex-snapshot
Fusing data with correlations
inferred← citeshttps://doi.org/10.1145/2588555.2610504openalex-snapshot
Characterizing and selecting fresh data sources
inferred← citeshttps://doi.org/10.1145/2588555.2610509openalex-snapshot
Resolving conflicts in heterogeneous data by truth discovery and source reliability estimation
inferred← citeshttps://doi.org/10.1145/2656344openalex-snapshot
Merging Query Results From Local Search Engines for Georeferenced Objects
inferred← citeshttps://doi.org/10.1145/2661829.2661892openalex-snapshot
Truth Discovery in Data Streams
inferred← citeshttps://doi.org/10.1145/2661829.2662003openalex-snapshot
Truth Discovery in Crowdsourced Detection of Spatial Events
inferred← citeshttps://doi.org/10.1145/2723372.2723731openalex-snapshot
Minimizing Efforts in Validating Crowd Answers
inferred← citeshttps://doi.org/10.1145/2723372.2747649openalex-snapshot
Authenticated Online Data Integration Services
inferred← citeshttps://doi.org/10.1145/2723372.2749430openalex-snapshot
QASCA
inferred← citeshttps://doi.org/10.1145/2723372.2750549openalex-snapshot
Data X-Ray
inferred← citeshttps://doi.org/10.1145/2737095.2737116openalex-snapshot
Debiasing crowdsourced quantitative characteristics in local businesses and services
inferred← citeshttps://doi.org/10.1145/2744680.2744687openalex-snapshot
Generating Actionable Knowledge from Big Data
inferred← citeshttps://doi.org/10.1145/2767109.2767118openalex-snapshot
Truth Finding with Attribute Partitioning
inferred← citeshttps://doi.org/10.1145/2783258.2783277openalex-snapshot
On the Discovery of Evolving Truth
inferred← citeshttps://doi.org/10.1145/2783258.2783314openalex-snapshot
FaitCrowd
inferred← citeshttps://doi.org/10.1145/2783258.2783339openalex-snapshot
Modeling Truth Existence in Truth Discovery
inferred← citeshttps://doi.org/10.1145/2806416.2806443openalex-snapshot
An Integrated Bayesian Approach for Effective Multi-Truth Discovery
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