Publications [#288961] of David L. Banks
Papers Published
- Karr, AF; Sanil, AP; Banks, DL. "Data quality: A statistical perspective." Statistical Methodology 3.2 (April, 2006): 137-173. [doi]
(last updated on 2024/04/23)Abstract:
We present the old-but-new problem of data quality from a statistical perspective, in part with the goal of attracting more statisticians, especially academics, to become engaged in research on a rich set of exciting challenges. The data quality landscape is described, and its research foundations in computer science, total quality management and statistics are reviewed. Two case studies based on an EDA approach to data quality are used to motivate a set of research challenges for statistics that span theory, methodology and software tools. © 2005 Elsevier B.V. All rights reserved.