Incomplete (Missing) Data Data is not always available E.g., many tuples have no recorded value for several attributes, such as customer income in sales data Missing data may be due to ◆ equipment malfunction e inconsistent with other recorded data and thus deleted o data not entered due to misunderstanding certain data may not be considered important at the time of entry not register history or changes of the data a Missing data may need to be inferred 同济大学软件学院 ool of Software Engineering. Tongpi Unversity7 Incomplete (Missing) Data ◼ Data is not always available ◆ E.g., many tuples have no recorded value for several attributes, such as customer income in sales data ◼ Missing data may be due to ◆ equipment malfunction ◆ inconsistent with other recorded data and thus deleted ◆ data not entered due to misunderstanding ◆ certain data may not be considered important at the time of entry ◆ not register history or changes of the data ◼ Missing data may need to be inferred