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authorThéo de la Hogue2023-05-31 12:30:30 +0200
committerThéo de la Hogue2023-05-31 12:30:30 +0200
commit25f8a66756e7b43efa2f8b3e7fa510e5771bf544 (patch)
treed9f7558ec1ce34bdc27b6a79d910810f239c95e0
parent516ed19d801f9fe27ad3b70e72e3b0f9c057efdf (diff)
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Testing and commenting entropy analysis.
-rw-r--r--src/argaze.test/GazeAnalysis/Entropy.py41
-rw-r--r--src/argaze/GazeAnalysis/Entropy.py18
2 files changed, 54 insertions, 5 deletions
diff --git a/src/argaze.test/GazeAnalysis/Entropy.py b/src/argaze.test/GazeAnalysis/Entropy.py
new file mode 100644
index 0000000..47d5556
--- /dev/null
+++ b/src/argaze.test/GazeAnalysis/Entropy.py
@@ -0,0 +1,41 @@
+#!/usr/bin/env python
+
+""" """
+
+__author__ = "Théo de la Hogue"
+__credits__ = []
+__copyright__ = "Copyright 2023, Ecole Nationale de l'Aviation Civile (ENAC)"
+__license__ = "BSD"
+
+import unittest
+
+from argaze import GazeFeatures
+from argaze.GazeAnalysis import Entropy, TransitionMatrix
+from argaze.utils import MiscFeatures
+
+GazeFeaturesTest = MiscFeatures.importFromTestPackage('GazeFeatures')
+
+class TestAOIScanPathAnalyzer(unittest.TestCase):
+ """Test AOIScanPathAnalyzer class."""
+
+ def test_analyse(self):
+ """Test analyse method."""
+
+ aoi_scan_path = GazeFeaturesTest.build_aoi_scan_path(['Foo', 'Bar', 'Shu'], ['Bar', 'Shu', 'Foo', 'Bar', 'Shu', 'Foo', 'Bar', 'Shu', 'Foo'])
+
+ entropy_analyzer = Entropy.AOIScanPathAnalyzer()
+ transition_matrix_analyser = TransitionMatrix.AOIScanPathAnalyzer()
+
+ transition_matrix_probabilities, transition_matrix_density = transition_matrix_analyser.analyze(aoi_scan_path)
+ stationary_entropy, transition_entropy = entropy_analyzer.analyze(aoi_scan_path, transition_matrix_probabilities)
+
+ # Check aoi scan path
+ self.assertEqual(len(aoi_scan_path), 9)
+
+ # Check entropy analysis
+ self.assertAlmostEqual(stationary_entropy, 1.09, 1)
+ self.assertAlmostEqual(transition_entropy, 0, 1)
+
+if __name__ == '__main__':
+
+ unittest.main() \ No newline at end of file
diff --git a/src/argaze/GazeAnalysis/Entropy.py b/src/argaze/GazeAnalysis/Entropy.py
index 649610c..a760b32 100644
--- a/src/argaze/GazeAnalysis/Entropy.py
+++ b/src/argaze/GazeAnalysis/Entropy.py
@@ -1,6 +1,12 @@
#!/usr/bin/env python
-""" """
+"""Implementation of entropy algorithm as described in:
+
+ K Krejtz, T Szmidt, AT Duchowski. 2014.
+ Entropy-based statistical analysis of eye movement transitions.
+ In Proceedings of the Symposium on Eye Tracking Research and Applications, ETRA '14, 159-166.
+ [DOI=https://doi.org/10.1145/2578153.2578176](DOI=https://doi.org/10.1145/2578153.2578176)
+"""
__author__ = "Théo de la Hogue"
__credits__ = []
@@ -17,15 +23,17 @@ import numpy
@dataclass
class AOIScanPathAnalyzer(GazeFeatures.AOIScanPathAnalyzer):
- """Implementation of entropy algorithm as described in Krejtz et al., 2014
- """
def __post_init__(self):
pass
- def analyze(self, aoi_scan_path: GazeFeatures.AOIScanPathType, transition_matrix_probabilities: pandas.DataFrame) -> Any:
- """Analyze aoi scan path."""
+ def analyze(self, aoi_scan_path: GazeFeatures.AOIScanPathType, transition_matrix_probabilities: pandas.DataFrame) -> Tuple[float, float]:
+ """Analyze aoi scan path.
+
+ * **Returns:**
+ - stationary entropy
+ - transition entropy"""
assert(len(aoi_scan_path) > 1)