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Trends in Cleaning Relational Data: Consistency and Deduplication

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Quality-Aware Query Based on Relative Source Quality
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Personal Names Popularity Estimation and Its Application to Record Linkage
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Handling Uncertainty in Relational Databases with Possibility Theory - A Survey of Different Modelings
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Answering the Min-Cost Quality-Aware Query on Multi-sources in Sensor-Cloud Systems
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Revisiting Conditional Functional Dependency Discovery: Splitting the “C” from the “FD”
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A SAT-Based System for Consistent Query Answering
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Data Quality Management: An Overview of Methods and Challenges
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Multi-agent Systems for Distributed Data Mining Techniques: An Overview
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Supervised Negative Binomial Classifier for Probabilistic Record Linkage
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RDC-Repair: Towards a Relevance-Driven Approach for Data and Constraints Repair
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Formal Foundations of Consistency in Model-Driven Development
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Development of a Strategy for Duplication Search Based on Multiple Hierarchically Organized Approaches
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From Data Quality for AI to AI for Data Quality: A Systematic Review of Tools for AI-Augmented Data Quality Management in Data Warehouses
inferred← citeshttps://doi.org/10.1007/978-3-319-63962-8_3-1openalex-snapshot
Data Cleaning
inferred← citeshttps://doi.org/10.1007/978-3-319-77525-8_3openalex-snapshot
Data Cleaning
inferred← citeshttps://doi.org/10.1007/978-981-15-7504-4_48openalex-snapshot
Comparative Analysis of GUI-Based Prediction of Parkinson Disease by Speech Using Machine Learning Approach
inferred← citeshttps://doi.org/10.1007/978-981-16-8903-1_25openalex-snapshot
Classification Tree of Breast Cancer Data with Mode Value for Missing Data Replacement
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GIG: Graph Data Imputation With Graph Differential Dependencies
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Data Sources and Processing
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Data Mining Classifier for Predicting India Water Quality Status
inferred← citeshttps://doi.org/10.1007/s00778-019-00586-5openalex-snapshot
Cleaning data with Llunatic
inferred← citeshttps://doi.org/10.1007/s00778-021-00683-4openalex-snapshot
Efficient distributed discovery of bidirectional order dependencies
inferred← citeshttps://doi.org/10.1007/s00778-021-00699-wopenalex-snapshot
Picket: guarding against corrupted data in tabular data during learning and inference
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The detection algorithm for disguised missing value based on filter-Kmeans
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Four Generations in Data Engineering for Data Science
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Data Preparation: A Technological Perspective and Review
inferred← citeshttps://doi.org/10.1016/j.is.2020.101608openalex-snapshot
Privacy-aware data cleaning-as-a-service
inferred← citeshttps://doi.org/10.1016/j.is.2022.102041openalex-snapshot
Diversifying repairs of Denial constraint violations
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Guided conditional functional dependency discovery
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An incremental algorithm for repairing denial constraint violations
inferred← citeshttps://doi.org/10.1016/j.procs.2019.09.277openalex-snapshot
Restoring Consistency in Ontological Multidimensional Data Models via Weighted Repairs
inferred← citeshttps://doi.org/10.1017/s1471068421000144openalex-snapshot
Learning Distributional Programs for Relational Autocompletion
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Systematic literature review of preprocessing techniques for imbalanced data
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Empowering Data-Driven Decision Making: The Rise of Self-Service Data Wrangling in the Age of Automation
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Data quality: Experiences and lessons from operationalizing big data
inferred← citeshttps://doi.org/10.1109/bigdata62323.2024.10825257openalex-snapshot
Leveraging Structured and Unstructured Data for Tabular Data Cleaning
inferred← citeshttps://doi.org/10.1109/cbd.2017.33openalex-snapshot
Data Deduplication Based on Hadoop
inferred← citeshttps://doi.org/10.1109/cisp-bmei48845.2019.8965818openalex-snapshot
Optimization of De-duplication Technology Based on CDC Blocking Algorithm
inferred← citeshttps://doi.org/10.1109/csde59766.2023.10487758openalex-snapshot
Domain Knowledge Transfer for Feature Exploration
inferred← citeshttps://doi.org/10.1109/icde.2017.138openalex-snapshot
Cleaning Data with Forbidden Itemsets
inferred← citeshttps://doi.org/10.1109/icde48307.2020.00013openalex-snapshot
Efficient Bidirectional Order Dependency Discovery
inferred← citeshttps://doi.org/10.1109/icde48307.2020.00195openalex-snapshot
Query-driven Repair of Functional Dependency Violations
inferred← citeshttps://doi.org/10.1109/icde51399.2021.00009openalex-snapshot
CleanML: A Study for Evaluating the Impact of Data Cleaning on ML Classification Tasks
inferred← citeshttps://doi.org/10.1109/icde51399.2021.00176openalex-snapshot
Estimating the extent of the effects of Data Quality through Observations
inferred← citeshttps://doi.org/10.1109/icde51399.2021.00312openalex-snapshot
The F4U System for Understanding the Effects of Data Quality
inferred← citeshttps://doi.org/10.1109/icde55515.2023.00134openalex-snapshot
GALE: Active Adversarial Learning for Erroneous Node Detection in Graphs
inferred← citeshttps://doi.org/10.1109/icde60146.2024.00273openalex-snapshot
Discovering Denial Constraints in Dynamic Datasets
inferred← citeshttps://doi.org/10.1109/icde65448.2025.00234openalex-snapshot
ZeroED: Hybrid Zero-Shot Error Detection Through Large Language Model Reasoning
inferred← citeshttps://doi.org/10.1109/icde65706.2026.00148openalex-snapshot
Truth $\neq$ Frequency: Leveraging Dependencies for Subset Repair
inferred← citeshttps://doi.org/10.1109/icde65706.2026.00367openalex-snapshot
On Breaking the Scalability Barrier in Data Cleaning
inferred← citeshttps://doi.org/10.1109/icdew.2016.7495647openalex-snapshot
Data quality between promises and results
inferred← citeshttps://doi.org/10.1109/iihc55949.2022.10059820openalex-snapshot
Retracted: Analysis of Data cleaning Framework: Technological advancements
inferred← citeshttps://doi.org/10.1109/tkde.2019.2905548openalex-snapshot
Cleaning Data with Forbidden Itemsets
inferred← citeshttps://doi.org/10.1109/tkde.2023.3248780openalex-snapshot
Effective and Efficient Lexicographical Order Dependency Discovery
inferred← citeshttps://doi.org/10.1109/tvcg.2026.3697222openalex-snapshot
RuleScope: Semantic-Aware Authoring of Data Validation Rules
inferred← citeshttps://doi.org/10.1111/tgis.12617openalex-snapshot
Harnessing spatio‐temporal patterns in data for nominal attribute imputation
inferred← citeshttps://doi.org/10.1145/2882903.2899391openalex-snapshot
CLAMS
inferred← citeshttps://doi.org/10.1145/2882903.2899397openalex-snapshot
BART in Action
inferred← citeshttps://doi.org/10.1145/2882903.2912574openalex-snapshot
Data Cleaning
inferred← citeshttps://doi.org/10.1145/3034786.3056124openalex-snapshot
Data Integration
inferred← citeshttps://doi.org/10.1145/3035918.3035928openalex-snapshot
MacroBase
inferred← citeshttps://doi.org/10.1145/3133264.3133296openalex-snapshot
ETDC
inferred← citeshttps://doi.org/10.1145/3186549.3186559openalex-snapshot
Data Quality
inferred← citeshttps://doi.org/10.1145/3219819.3220057openalex-snapshot
Data Diff
inferred← citeshttps://doi.org/10.1145/3232852openalex-snapshot
Experience
inferred← citeshttps://doi.org/10.1145/3276463openalex-snapshot
MacroBase
inferred← citeshttps://doi.org/10.1145/3294052.3322190openalex-snapshot
Database Repairs and Consistent Query Answering
inferred← citeshttps://doi.org/10.1145/3299869.3300095openalex-snapshot
CAvSAT
inferred← citeshttps://doi.org/10.1145/3299869.3319888openalex-snapshot
HoloDetect
inferred← citeshttps://doi.org/10.1145/3299869.3320214openalex-snapshot
PIClean
inferred← citeshttps://doi.org/10.1145/3310205openalex-snapshot
Data Cleaning
inferred← citeshttps://doi.org/10.1145/3310205.3310206openalex-snapshot
Preface
inferred← citeshttps://doi.org/10.1145/3310205.3310207openalex-snapshot
Introduction
inferred← citeshttps://doi.org/10.1145/3310205.3310208openalex-snapshot
Outlier detection
inferred← citeshttps://doi.org/10.1145/3310205.3310209openalex-snapshot
Data deduplication
inferred← citeshttps://doi.org/10.1145/3310205.3310210openalex-snapshot
Data transformation
inferred← citeshttps://doi.org/10.1145/3310205.3310211openalex-snapshot
Data quality rule definition and discovery
inferred← citeshttps://doi.org/10.1145/3310205.3310212openalex-snapshot
Rule-based data cleaning
inferred← citeshttps://doi.org/10.1145/3310205.3310213openalex-snapshot
Machine learning and probabilistic data cleaning
inferred← citeshttps://doi.org/10.1145/3310205.3310214openalex-snapshot
Conclusion and future thoughts
inferred← citeshttps://doi.org/10.1145/3310205.3310215openalex-snapshot
References
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SCODED: Statistical Constraint Oriented Data Error Detection
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Sample Debiasing in the Themis Open World Database System
inferred← citeshttps://doi.org/10.1145/3318464.3389775openalex-snapshot
Cleaning Denial Constraint Violations through Relaxation
inferred← citeshttps://doi.org/10.1145/3328519.3329127openalex-snapshot
Effective and Efficient Data Cleaning for Entity Matching
inferred← citeshttps://doi.org/10.1145/3328519.3329133openalex-snapshot
Towards an End-to-End Human-Centric Data Cleaning Framework
inferred← citeshttps://doi.org/10.1145/3448016.3452749openalex-snapshot
CAvSAT: Answering Aggregation Queries over Inconsistent Databases via SAT Solving
inferred← citeshttps://doi.org/10.1145/3470918openalex-snapshot
AutoML to Date and Beyond: Challenges and Opportunities
inferred← citeshttps://doi.org/10.1145/3603709openalex-snapshot
A Data-centric AI Framework for Automating Exploratory Data Analysis and Data Quality Tasks
inferred← citeshttps://doi.org/10.1145/3712205openalex-snapshot
Cleaning data with Swipe
inferred← citeshttps://doi.org/10.1145/3743672openalex-snapshot
A Survey on Event Prediction Methods from a Systems Perspective: Bringing Together Disparate Research Areas
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Towards Realistic Error Models for Tabular Data
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Shape-Agnostic Table Overlap Discovery: A Maximum Common Subhypergraph Approach
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Study on Missing Data Filling Algorithm of Nuclear Power Plant Operation Parameters
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Enriching data analytics with incremental data cleaning and attribute domain management
inferred← citeshttps://doi.org/10.1186/s13173-017-0063-xopenalex-snapshot
Testing data-centric services using poor quality data: from relational to NoSQL document databases
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Exploring and cleaning big data with random sample data blocks
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A Mapping Approach for Fully Virtual Data Integration System Processes
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Distributed data deduplication
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Detecting data errors
inferred← citeshttps://doi.org/10.14778/3007263.3007320openalex-snapshot
Qualitative data cleaning
inferred← citeshttps://doi.org/10.14778/3137628.3137631openalex-snapshot
HoloClean
inferred← citeshttps://doi.org/10.14778/3137628.3137654openalex-snapshot
CleanM
inferred← citeshttps://doi.org/10.14778/3229863.3229867openalex-snapshot
Automating large-scale data quality verification
inferred← citeshttps://doi.org/10.14778/3358701.3358708openalex-snapshot
Selecting data to clean for fact checking
inferred← citeshttps://doi.org/10.14778/3368289.3368293openalex-snapshot
Discovery of approximate (and exact) denial constraints
inferred← citeshttps://doi.org/10.14778/3401960.3401965openalex-snapshot
Fast incremental discovery of pointwise order dependencies
inferred← citeshttps://doi.org/10.14778/3476249.3476301openalex-snapshot
Horizon
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Sparcle: Boosting the Accuracy of Data Cleaning Systems through Spatial Awareness
inferred← citeshttps://doi.org/10.14778/3675034.3675051openalex-snapshot
Automatic Data Repair: Are We Ready to Deploy?
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Incremental Detection of Denial Constraint Violations
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Autonomous, Decentralized and Privacy-Enabled Data Preparation for Evidence-Based Medicine with Brain Aneurysm as a Phenotype
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Cross-source Data Error Detection Approach Based on Federated Learning
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Water level prediction of Liuxihe Reservoir based on improved long short-term memory neural network
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Data Profiling
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IoT data cleaning techniques: A survey
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Conceptual Framework for entity integration from multiple data sources
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Guided Inductive Logic Programming: Cleaning Knowledge Bases with Iterative User Feedback
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DPIF: A Framework for Distinguishing Unintentional Quality Problems From Potential Shilling Attacks
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Ontology Based System for Prediction of Diseases
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ProBIT – prospektywna metoda tworzenia trawersowalnych indeksów cytowań a współczesne problemy organizacji przestrzeni informacji w tradycyjnych bibliograficznych bazach danych
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Overview of MERA
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A Study of Error Detection Methods for Tabular Data with a Small Number of Labelled Instances
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Integrity Constraints Revisited: From Exact to Approximate Implication
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