A new catalog classifying 35 data error types into missing, incorrect, and redundant categories for tabular data, with definitions and examples to improve data quality management.
Liakos, Patrizia Busato, Dimitrios Moshou, Simon Pearson, and Dionysis Bochtis
2 Pith papers cite this work, alongside 3,048 external citations. Polarity classification is still indexing.
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This design-science study proposes a layered architecture, closed-loop decision process, function-pain-point matrix, evaluation indicators and governance framework for the Zhinong AI agricultural decision-support platform without providing measured field performance.
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A Catalog of Data Errors
A new catalog classifying 35 data error types into missing, incorrect, and redundant categories for tabular data, with definitions and examples to improve data quality management.
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Zhinong AI: A Design-Science Study of an AI-Enabled Agricultural Decision-Support Platform for Smallholder Production
This design-science study proposes a layered architecture, closed-loop decision process, function-pain-point matrix, evaluation indicators and governance framework for the Zhinong AI agricultural decision-support platform without providing measured field performance.