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Journal of Big Data

Table 2 Types of errors addressed, along with its respective papers and total number of papers that address that error

From: Sensor data quality: a systematic review

Type of error

Papers

Total

Outliers

[7, 30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60]

32

Missing data

[7, 9, 25, 26, 31, 38, 46, 51, 61,62,63,64,65,66,67,68]

16

Bias

[30,31,32, 41, 43, 59, 60, 69,70,71,72,73]

12

Drift

[31, 32, 34, 35, 54, 60, 69, 70, 72,73,74,75]

12

Noise

[35, 52, 53, 72, 73, 75,76,77]

8

Constant value

[30, 35, 52, 53, 72, 73, 78]

7

Uncertainty

[25, 26, 68, 79,80,81]

6

Stuck-at-zero

[30, 32, 53, 72, 73, 78]

6

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