Method, apparatus, and computer program product for anonymizing sensor data
Embodiments described herein relate to anonymizing sensor data through the use of map data. Methods include: receiving sensor data defining a trajectory; map-matching the sensor data using a map-matching algorithm to a plurality of road segments of a map database to generate a sequence of map-matched sensor data elements; determining a first value representing anonymization associated with a start of the trajectory; determining a second value representing anonymization associated with an end of the trajectory; determining first map-matched sensor data elements at the start of the trajectory to be redacted based on the first value; determining second map-matched sensor data elements at the end of the trajectory to be redacted based on the second value; and transmitting sensor data associated with elements in the sequence of map-matched sensor data elements between the first map-matched sensor data elements and the second map-matched sensor data elements.
1. An apparatus comprising at least one processor and at least one memory including computer program code, the at least one memory and computer program code configured to, with the processor, cause the apparatus to at least:
receive sensor data defining a trajectory;
map-match the sensor data using a map-matching algorithm to a plurality of road segments of a map database to generate a sequence of map-matched sensor data elements;
determine a first value representing anonymization associated with a start of the trajectory;
determine a second value representing anonymization associated with an end of the trajectory;
determine first map-matched sensor data elements at the start of the trajectory to be redacted based on the first value;
determine second map-matched sensor data elements at the end of the trajectory to be redacted based on the second value, wherein the second value comprises an integer identifying an amount of sensor data according to a functional class of a road segment of a corresponding map-matched sensor data element to be redacted from the sequence of map-matched sensor data elements; and
transmit map-matched sensor data elements in the sequence of map-matched sensor data elements between the first map-matched sensor data elements and the second map-matched sensor data elements.
2. The apparatus of claim 1 , wherein the sequence of map-matched sensor data elements comprises a sequence of map-matched sensor data and a road segment functional class of each map-matched sensor data element of the sequence.
3. The apparatus of claim 2 , wherein the first value comprises an integer identifying an amount of sensor data to be redacted from the sequence of map-matched sensor data elements.
4. The apparatus of claim 1 , wherein the first value comprises an integer identifying an amount of sensor data according to a functional class of a road segment of a corresponding map-matched sensor data element to be redacted from the sequence of map-matched sensor data elements.
5. The apparatus of claim 1 , wherein the sensor data defining the trajectory includes time stamps associated with the sensor data, wherein the map-matched sensor data elements in the sequence of map-matched sensor data elements between the first map-matched sensor data elements and the second map-matched sensor data elements retain time stamps associated with the sensor data.
6. The apparatus of claim 1 , wherein the first value and the second value are user-configurable values.
7. The apparatus of claim 1 , wherein the first value and the second value are established based on historical preferences of a user.
8. The apparatus of claim 1 , wherein the sensor data defining the trajectory includes a starting location and an ending location, wherein the first value is based, at least in part, on the starting location, and the second value is based, at least in part, on the ending location.
9. A computer program product comprising at least one non-transitory computer-readable storage medium having computer-executable program code portions stored therein, the computer-executable program code portions comprising program code instructions configured to:
receive sensor data defining a trajectory;
map-match the sensor data using a map-matching algorithm to a plurality of road segments of a map database to generate a sequence of map-matched sensor data elements;
determine a first value representing anonymization associated with a start of the trajectory;
determine a second value representing anonymization associated with an end of the trajectory;
determine first map-matched sensor data elements at the start of the trajectory to be redacted based on the first value;
determine second map-matched sensor data elements at the end of the trajectory to be redacted based on the second value, wherein the second value comprises an integer identifying an amount of sensor data according to a functional class of a road segment of a corresponding map-matched sensor data element to be redacted from the sequence of map-matched sensor data elements; and
transmit sensor data associated with elements in the sequence of map-matched sensor data elements between the first map-matched sensor data elements and the second map-matched sensor data elements.
10. The computer program product of claim 9 , wherein the sequence of map-matched sensor data elements comprises a sequence of map-matched sensor data and a road segment functional class of each map-matched sensor data element of the sequence.
11. The computer program product of claim 10 , wherein the first value comprises an integer identifying an amount of sensor data to be redacted from the sequence of map-matched sensor data elements.
12. The computer program product of claim 9 , wherein the first value comprises an integer identifying an amount of sensor data according to a functional class of a road segment of a corresponding map-matched sensor data element to be redacted from the sequence of map-matched sensor data elements.
13. The computer program product of claim 9 , wherein the sensor data defining the trajectory includes time stamps associated with the sensor data, wherein the sensor data associated with elements in the sequence of map-matched sensor data elements between the first map-matched sensor data elements and the second map-matched sensor data elements retain time stamps associated with the sensor data.
14. The computer program product of claim 9 , wherein the first value and the second value are user-configurable values.
15. The computer program product of claim 9 , wherein the first value and the second value are established based on historical preferences of a user.
16. The computer program product of claim 9 , wherein the sensor data defining the trajectory includes a starting location and an ending location, wherein the first value is based, at least in part, on the starting location, and the second value is based, at least in part, on the ending location.
17. A method comprising:
receiving sensor data defining a trajectory;
map-matching the sensor data using a map-matching algorithm to a plurality of road segments of a map database to generate a sequence of map-matched sensor data elements;
determining a first value representing anonymization associated with a start of the trajectory;
determining a second value representing anonymization associated with an end of the trajectory;
determining first map-matched sensor data elements at the start of the trajectory to be redacted based on the first value;
determining second map-matched sensor data elements at the end of the trajectory to be redacted based on the second value, wherein the second value comprises an integer identifying an amount of sensor data according to a functional class of a road segment of a corresponding map-matched sensor data element to be redacted from the sequence of map-matched sensor data elements; and
transmitting sensor data associated with elements in the sequence of map-matched sensor data elements between the first map-matched sensor data elements and the second map-matched sensor data elements.
18. The method of claim 17 , wherein the sequence of map-matched sensor data elements comprises a sequence of map-matched sensor data and a road segment functional class of each map-matched sensor data element of the sequence.
19. The method of claim 18 , wherein the first value comprises an integer identifying an amount of sensor data to be redacted from the sequence of map-matched sensor data elements.
20. The method of claim 17 , wherein the first value comprises an integer identifying an amount of sensor data according to a functional class of a road segment of a corresponding map-matched sensor data element to be redacted from the sequence of map-matched sensor data elements.