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First, the trajectory of each individual is extracted from sparse sampling of mobile phone location data after data cleansing.
The raw responses underwent rule-based data cleansing.
Section 2 summarizes the previous research on constraint-based data cleansing.
However, none of the mentioned researches can present an effective tool for general data cleansing.
"[Professionals] should not be collecting data, cleansing it and housing it; machines are infinitely better at doing that," Sarkis said.
This layer also ensures the quality of data acquired and identifies the need for necessary data harmonisation and data cleansing.
Numerous methods have already been proposed on CFD-based data cleansing [2, 3, 4, 5, 6, 7, 8].
In addition, informative patterns [17] and 'garbage patterns' of meaningless or mislabeled patterns [18] are used to perform data cleansing.
Following data cleansing, we select a set of significant records which identify the factors related to road accidents.
This layer also ensures the quality of data acquired and identifies the need for necessary data cleansing.
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The discovery of cause condition is much more difficult as we will prove, but often needed in real-world data-cleansing.
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