Methods and apparatus to detect user attentiveness to handheld computing devices
View Patent ↗Methods and apparatus to detect user attentiveness to handheld computing devices are disclosed. An example method includes detecting a change of a handheld computing device from a first starting spatial condition to a first ending spatial condition, wherein the first starting spatial condition and the first ending spatial condition are angular orientations of the handheld computing device relative to a reference; and querying an index associating a plurality of spatial condition changes with respective likelihoods indicative of user attentiveness to determine if the index includes an entry having the first starting spatial condition and the first ending spatial condition of the detected change.
1. A method, comprising:
determining a change of a handheld computing device from a first starting spatial condition to a first ending spatial condition, wherein the first starting spatial condition and the first ending spatial condition are angular orientations of the handheld computing device relative to a reference; and
querying, via a logic circuit, an index associating a plurality of spatial condition changes with respective likelihoods indicative of user attentiveness to determine if the index includes a first entry having the first starting spatial condition and the first ending spatial condition of the change, wherein a first plurality of the spatial condition changes of the index are associated with respective disengagement likelihoods representing how likely a respective one of the first plurality of spatial condition changes corresponds to a user beginning to disengage from a presentation on the handheld computing device.
2. A method as defined in claim 1 , wherein a second plurality of the spatial condition changes of the index are associated with corresponding engagement likelihoods representing how likely a respective one of the second plurality of spatial condition changes corresponds to the user beginning to pay attention to the presentation on the handheld computing device.
3. A method as defined in claim 1 , wherein:
a second plurality of the spatial condition changes of the index are associated with respective engagement likelihoods representing how likely a respective one of a third plurality of spatial condition changes coinciding with a respective one of a fourth plurality of spatial condition changes corresponds to the user beginning to engage with the presentation on the handheld computing device,
the third plurality of the spatial condition changes of the index are associated with corresponding engagement likelihoods representing how likely a respective one of the third plurality of spatial condition changes corresponds to the user beginning to pay attention to the presentation on the handheld computing device, and
the fourth plurality of the spatial condition changes of the index are associated with respective disengagement likelihoods representing how likely a respective one of the fourth plurality of spatial condition changes corresponds to the user beginning to disengage from the presentation on the handheld computing device.
4. A method as defined in claim 1 , wherein:
a second plurality of the spatial condition changes of the index are associated with respective disengagement likelihoods representing how likely a respective one of a third plurality of spatial condition changes coinciding with a respective one of a fourth plurality of spatial condition changes corresponds to the user beginning to disengage from the presentation on the handheld computing device,
the third plurality of the spatial condition changes of the index are associated with corresponding engagement likelihoods representing how likely a respective one of the third plurality of spatial condition changes corresponds to the user beginning to pay attention to the presentation on the handheld computing device, and
the fourth plurality of the spatial condition changes of the index are associated with respective disengagement likelihoods representing how likely a respective one of the fourth plurality of spatial condition changes corresponds to the user beginning to disengage from the presentation on the handheld computing device.
5. A method as defined in claim 1 , further comprising, when the index includes the first entry having the first starting spatial condition and the first ending spatial condition of the change, selecting a likelihood associated with the first entry as a measure of user attentiveness to the handheld computing device.
6. A method as defined in claim 1 , wherein the change includes the handheld computing device changing from a second starting spatial condition to a second ending spatial condition, and further comprising querying the index to determine if the index includes a second entry having the second starting spatial condition and the second ending spatial condition of the change.
7. A method as defined in claim 6 , further comprising, when the index includes the first entry having the first starting spatial condition and the first ending spatial condition of the change and the second entry having the second starting spatial condition and the second ending spatial condition of the change, aggregating a first likelihood associated with the first entry with a second likelihood associated with the second entry to form a measure of user attentiveness to the handheld computing device.
8. A tangible computer readable storage medium comprising instructions that, when executed, cause a machine to at least:
determine a change of a handheld computing device from a first starting spatial condition to a first ending spatial condition, wherein the first starting spatial condition and the first ending spatial condition are angular orientations of the handheld computing device relative to a reference; and
query, via a logic circuit, an index associating a plurality of spatial condition changes with respective likelihoods indicative of user attentiveness to determine if the index includes a first entry having the first starting spatial condition and the first ending spatial condition of the change, wherein a first plurality of the spatial condition changes of the index are associated with respective disengagement likelihoods representing how likely a respective one of the first plurality of spatial condition changes corresponds to a user beginning to disengage from a presentation on the handheld computing device.
9. A computer readable storage medium method as defined in claim 8 , wherein a second plurality of the spatial condition changes of the index are associated with corresponding engagement likelihoods representing how likely a respective one of the second plurality of spatial condition changes corresponds to the user beginning to pay attention to the presentation on the handheld computing device.
10. A computer readable storage medium method as defined in claim 8 , wherein:
a second plurality of the spatial condition changes of the index are associated with respective engagement likelihoods representing how likely a respective one of a third plurality of spatial condition changes coinciding with a respective one of a fourth plurality of spatial condition changes corresponds to the user beginning to engage with the presentation on the handheld computing device,
the third plurality of the spatial condition changes of the index are associated with corresponding engagement likelihoods representing how likely a respective one of the third plurality of spatial condition changes corresponds to the user beginning to pay attention to the presentation on the handheld computing device,
the fourth plurality of the spatial condition changes of the index are associated with respective disengagement likelihoods representing how likely a respective one of the fourth plurality of spatial condition changes corresponds to the user beginning to disengage from the presentation on the handheld computing device.
11. A computer readable storage medium method as defined in claim 8 , wherein:
a second plurality of the spatial condition changes of the index are associated with respective disengagement likelihoods representing how likely a respective one of a third plurality of spatial condition changes coinciding with a respective one of a fourth plurality of spatial condition changes corresponds to the user beginning to disengage from the presentation on the handheld computing device,
the third plurality of the spatial condition changes of the index are associated with corresponding engagement likelihoods representing how likely a respective one of the plurality of spatial condition changes corresponds to the user beginning to pay attention to the presentation on the handheld computing device,
the fourth plurality of the spatial condition changes of the index are associated with respective disengagement likelihoods representing how likely a respective one of the fourth plurality of spatial condition changes corresponds to the user beginning to disengage from the presentation on the handheld computing device.
12. A computer readable storage medium method as defined in claim 8 , wherein the instructions, when executed, cause the machine to, when the index includes the first entry having the first starting spatial condition and the first ending spatial condition of the change, select a likelihood associated with the first entry as a measure of user attentiveness to the handheld computing device.
13. A computer readable storage medium method as defined in claim 8 , wherein the change includes the handheld computing device changing from a second starting spatial condition to a second ending spatial condition, and the instructions, when executed, cause the machine to query the index to determine if the index includes a second entry having the second starting spatial condition and the second ending spatial condition of the change.
14. A computer readable storage medium method as defined in claim 13 , wherein the instructions, when executed, cause the machine to, when the index includes the first entry having the first starting spatial condition and the first ending spatial condition of the change and the second entry having the second starting spatial condition and the second ending spatial condition of the change, aggregate a first likelihood associated with the first entry with a second likelihood associated with the second entry to form a measure of user attentiveness to the handheld computing device.
15. An apparatus, comprising:
a detector to identify a change of a handheld computing device from a first starting spatial condition to a first ending spatial condition, the first starting spatial condition and the first ending spatial condition being angular orientations of the handheld computing device relative to a reference;
an index having a plurality of spatial condition changes associated with likelihoods indicative of user attentiveness; and
a comparator to determine whether the index includes a first entry having the first starting spatial condition and the first ending spatial condition of the identified change, a first plurality of the spatial condition changes of the index being associated with respective disengagement likelihoods representing how likely a respective one of the first plurality of spatial condition changes corresponds to a user beginning to disengage from the presentation on the handheld computing device.
16. An apparatus as defined in claim 15 , wherein the detector communicates with a sensor to determine the angular orientations of the handheld computing device.
17. An apparatus as defined in claim 15 , wherein a second plurality of the spatial condition changes of the index are associated with corresponding engagement likelihoods representing how likely a respective one of the second plurality of spatial condition changes corresponds to the user beginning to pay attention to the presentation on the handheld computing device.
18. An apparatus as defined in claim 15 , wherein:
a second plurality of the spatial condition changes of the index are associated with respective engagement likelihoods representing how likely a respective one of a third plurality of spatial condition changes coinciding with a respective one of a fourth plurality of spatial condition changes corresponds to a user beginning to engage with a presentation on the handheld computing device,
the third plurality of the spatial condition changes of the index are associated with corresponding engagement likelihoods representing how likely a respective one of the third plurality of spatial condition changes corresponds to the user beginning to pay attention to the presentation on the handheld computing device,
the fourth plurality of the spatial condition changes of the index are associated with respective disengagement likelihoods representing how likely a respective one of the fourth plurality of spatial condition changes corresponds to the user beginning to disengage from the presentation on the handheld computing device.
19. An apparatus as defined in claim 15 , wherein:
a second plurality of the spatial condition changes of the index are associated with respective disengagement likelihoods representing how likely a respective one of a third plurality of spatial condition changes coinciding with a respective one of a fourth plurality of spatial condition changes corresponds to the user beginning to disengage from the presentation on the handheld computing device,
the third plurality of the spatial condition changes of the index are associated with corresponding engagement likelihoods representing how likely a respective one of the third plurality of spatial condition changes corresponds to the user beginning to pay attention to the presentation on the handheld computing device,
the fourth plurality of the spatial condition changes of the index are associated with respective disengagement likelihoods representing how likely a respective one of the fourth plurality of spatial condition changes corresponds to the user beginning to disengage from the presentation on the handheld computing device.
20. An apparatus as defined in claim 15 , wherein the comparator is to, when the index includes the first entry having the first starting spatial condition and the first ending spatial condition of the change, select a likelihood associated with the first entry as a measure of user attentiveness to the handheld computing device.
21. An apparatus as defined in claim 15 , further comprising an aggregator to, when the index includes the first entry having the first starting spatial condition and the first ending spatial condition of the change and a second entry having a second detected starting spatial condition and a second detected ending spatial condition of a second identified change, combine a first likelihood associated with the first entry with a second likelihood associated with the second entry to form a measure of user attentiveness to the handheld computing device.