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AlphaClean: Automatic Generation of Data Cleaning Pipelines
16 references·0 citing·40 second hop
AlphaClean: Automatic Generation of Data Cleaning Pipelines (2019)AlphaClean: Automatic Generation of Data …Deep Learning for Entity Matching (2018)Deep Learning for Entity Matc…Hyperband: a novel bandit-based approach to hyperparameter optimization (2017)Hyperband: a novel bandit-bas…HoloClean: Holistic Data Repairs with Probabilistic Inference (2017)HoloClean: Holistic Data Repa…Towards reliable interactive data cleaning (2016)Towards reliable interactive …Interactive and Deterministic Data Cleaning (2016)Interactive and Deterministic…Data Cleaning (2016)Data CleaningTrends in Cleaning Relational Data: Consistency and Deduplication (2015)Trends in Cleaning Relational…Taking the Human Out of the Loop: A Review of Bayesian Optimization (2015)Taking the Human Out of the L…Query-Oriented Data Cleaning with Oracles (2015)Query-Oriented Data Cleaning …BigDansing (2015)BigDansingProgressive approach to relational entity resolution (2014)Progressive approach to relat…Don't be SCAREd (2013)Don't be SCAREdGuided data repair (2011)Guided data repairPotter's Wheel: An Interactive Data Cleaning System (2001)Potter's Wheel: An Interactiv…Declarative Data Cleaning: Language, Model, and Algorithms (2001)Declarative Data Cleaning: La…Data Cleaning: Problems and Current Approaches. (2000)Data Cleaning: Problems and C…An overview of data warehousing and OLAP technology (1997)Real-world Data is Dirty: Data Cleansing and The Merge/Purge Problem (1998)TAILOR: a record linkage toolbox (2003)Record linkage (2006)NADEEF (2013)Exploratory Data Mining and Data Cleaning (2003)Fundamentals of Data Warehouses (2003)A Survey of Indexing Techniques for Scalable Record Linkage and Deduplication (2011)Social Data: Biases, Methodological Pitfalls, and Ethical Boundaries (2019)Data Quality : Concepts, Methodologies and Techniques (2006)Conditional functional dependencies for capturing data inconsistencies (2008)Functional Dependencies for Graphs (2016)Big Data Quality: A Survey (2018)HoloDetect (2019)Interactive deduplication using active learning (2002)Towards certain fixes with editing rules and master data (2010)The LLUNATIC data-cleaning framework (2013)Data Cleaning (2019)Duplicate Record Detection: A Survey (2006)Dependencies revisited for improving data quality (2008)Continuous data cleaning (2014)Combining quantitative and logical data cleaning (2015)Baran (2020)Design and Analysis of Computer Experiments (1989)Practical Bayesian Optimization of Machine Learning Algorithms (2012)A Tutorial on Bayesian Optimization (2018)Bayesian Optimization (2018)Bayesian Optimization for Adaptive Experimental Design: A Review (2020)CrowdER (2012)Data quality in internet of things: A state-of-the-art survey (2016)Automating large-scale data quality verification (2018)REFORMS: Consensus-based Recommendations for Machine-learning-based Science (2024)Adaptive duplicate detection using learnable string similarity measures (2003)Distributed representations of tuples for entity resolution (2018)An Overview of End-to-End Entity Resolution for Big Data (2020)Deep entity matching with pre-trained language models (2020)A Comparison of String Metrics for Matching Names and Records (2003)Deep neural networks for choice analysis: Extracting complete economic information for interpretation (2020)Survey on Applications of Multi-Armed and Contextual Bandits (2020)Bayesian Optimization is Superior to Random Search for Machine Learning Hyperparameter Tuning: Analysis of the Black-Box Optimization Challenge 2020 (2021)
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References

  • 2015Taking the Human Out of the Loop: A Review of Bayesian Optimization6,126 cited
  • 2000Data Cleaning: Problems and Current Approaches.1,467 cited
  • 2017Hyperband: a novel bandit-based approach to hyperparameter optimization930 cited
  • 2018Deep Learning for Entity Matching554 cited
  • 2001Potter's Wheel: An Interactive Data Cleaning System510 cited
  • 2016Data Cleaning488 cited
  • 2001Declarative Data Cleaning: Language, Model, and Algorithms320 cited
  • 2011Guided data repair224 cited
  • 2015BigDansing152 cited
  • 2013Don't be SCAREd150 cited
  • 2015Trends in Cleaning Relational Data: Consistency and Deduplication81 cited
  • 2016Interactive and Deterministic Data Cleaning79 cited
  • 2014Progressive approach to relational entity resolution64 cited
  • 2017HoloClean: Holistic Data Repairs with Probabilistic Inference58 cited
  • 2016Towards reliable interactive data cleaning57 cited
  • 2015Query-Oriented Data Cleaning with Oracles53 cited

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