Thresholding functions¶
The thresholding
helper module implements the most popular signal
thresholding functions.
Hard thresholding¶
-
hard
(data, value[, substitute=0])¶ Hard thresholding. Replace all data values with substitute where their absolute value is less than the value param.
Data values with absolute value greater or equal to the thresholding value stay untouched.
Parameters: - data – numeric data
- value – thresholding value
- substitute – substitute value
Returns: array
Soft thresholding¶
-
soft
(data, value[, substitute=0])¶ Soft thresholding.
Parameters: - data – numeric data
- value – thresholding value
- substitute – substitute value
Returns: array
Greater¶
-
greater
(data, value[, substitute=0]) Replace data with substitute where data is below the thresholding value.
Greater data values pass untouched.
Parameters: - data – numeric data
- value – thresholding value
- substitute – substitute value
Returns: array
Less¶
-
less
(data, value[, substitute=0]) Replace data with substitute where data is above the thresholding value.
Less data values pass untouched.
Parameters: - data – numeric data
- value – thresholding value
- substitute – substitute value
Returns: array