Outlier Detection and Imputation

This area focuses on techniques for identifying outliers within datasets and methods for imputing missing data. It emphasizes the importance of ensuring data completeness and accuracy in data analysis.

data imputation
outlier detection
missing data
data analysis
machine learning

8,425 papers

Parent topic: Data Integration and Management

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Papers Over Time

1960197019801990200020102020

Top Papers

Missing Data Analysis: Making It Work In The Real World

2009 · 4,556 citations

MERRA: NASA’s Modern-Era Retrospective Analysis For Research And Applications

2011 · 3,961 citations

A Framework For Clustering Evolving Data Streams

2003 · 1,049 citations

ST-DBSCAN: An Algorithm For Clustering Spatial–Temporal Data

2007 · 1,001 citations

Calibration: The Achilles Heel Of Predictive Analytics

2019 · 956 citations

Universal Outlier Detection For PIV Data

2005 · 937 citations

Neural Factorization Machines For Sparse Predictive Analytics

2017 · 861 citations

Best-Practice Recommendations For Defining, Identifying, And Handling Outliers

2013 · 799 citations

Online Analysis Enhances Use Of NASA Earth Science Data

2007 · 663 citations

Outlier Detection For Temporal Data: A Survey

2014 · 661 citations

Clustering Data Streams: Theory And Practice

2003 · 528 citations

Angle-based Outlier Detection In High-Dimensional Data

2008 · 506 citations

A Review On Outlier/Anomaly Detection In Time Series Data

2022 · 479 citations

Facing Imbalanced Data--Recommendations For The Use Of Performance Metrics

2013 · 478 citations

A Survey On Data Preprocessing For Data Stream Mining: Current Status And Future Directions

2017 · 354 citations

Detecting Change In Data Streams

2004 · 344 citations

On-line Outlier Detection And Data Cleaning

2004 · 336 citations

A Comparative Evaluation Of Outlier Detection Algorithms: Experiments And Analyses

2018 · 335 citations

Industrial Big Data In An Industry 4.0 Environment: Challenges, Schemes, And Applications For Predictive Maintenance

2017 · 323 citations

Anomaly Detection In Streams With Extreme Value Theory

2017 · 309 citations