Non-transitory computer-readable recording medium, encephalopathy determination method, and information processing apparatus
A detection device generates plural attractors based on brainwave data. Subsequently, the detection device calculates a Betti number by subjecting the attractors to persistent homology transform. The detection device determines an onset of encephalopathy based on a first order component of a Betti sequence calculated based on the Betti number.
1. A non-transitory computer-readable recording medium having stored therein an encephalopathy determination program that causes a computer to execute a process comprising:
acquiring brainwave data of a patient;
generating a plurality of attractors based on the brainwave data;
calculating a Betti number based on time periods of existence of first order holes occurring by subjecting the plurality of attractors to persistent homology transform;
determining that an onset of encephalopathy of the patient is developed when an area of a first order component is equal to or larger than a threshold in a Betti sequence indicated by a graph of the Betti number against time; and
when encephalopathy is detected based on the result of the determining, notifying that the encephalopathy is detected to the medical staff, and displaying the determined result of the onset of the encephalopathy.
2. The non-transitory computer-readable recording medium according to claim 1 , wherein
the determining includes calculating an area of the first order component of the Betti sequence, and determining that the encephalopathy is developed when the area of the first order component is equal to or larger than a threshold.
3. The non-transitory computer-readable recording medium according to claim 2 , wherein
the generating includes the generating a plurality of pseudo-attractors per segment obtained by dividing the brainwave data at predetermined time intervals;
the calculating includes calculating the Betti number per segment;
the calculating includes calculating the Betti sequence per segment; and
determining includes determining that the encephalopathy is developed when an average value of areas of a first order component of the Betti sequence per segment is equal to or larger than the threshold.
4. The non-transitory computer-readable recording medium according to claim 2 , wherein
the determining includes determining that delirium is developed when an area of a first order component of the Betti sequence is equal to or larger than the threshold.
5. The non-transitory computer-readable recording medium according to claim 1 , wherein
the determining includes determining a probability of the encephalopathy according to a size of the area when it is determined that the area of the first order component is equal to or larger than a threshold and the encephalopathy is developed.
6. An encephalopathy determination method comprising:
acquiring brainwave data of a patient;
generating a plurality of attractors based on the brainwave data acquired, using a processor;
calculating a Betti number based on time periods of existence of first order holes occurring by subjecting the plurality of attractors to persistent homology transform, using the processor;
determining that an onset of encephalopathy of the patient is developed when an area of a first order component is equal to or larger than a threshold in a Betti sequence indicated by a graph of the Betti number against time, using the processor; and
when the encephalopathy is detected based on the result of the determining, notifying that the encephalopathy is detected to the medical staff, and displaying the determined result of the onset of the encephalopathy.
7. An information processing apparatus comprising:
a processor configured to:
acquire brainwave data of a patient;
generate a plurality of pseudo-attractors based on the brainwave data;
calculate a Betti number based on time periods of existence of first order holes occurring by subjecting the plurality of attractors to persistent homology transform;
determine that an onset of encephalopathy of the patient is developed when an area of a first order component is equal to or larger than a threshold in a Betti sequence indicated by a graph of the Betti number against time; and
notify that the encephalopathy is detected to a medical staff, and display the determined result of the onset of the encephalopathy when the encephalopathy is detected based on the determined result.