Methods and apparatus to adjust content presented to an individual
View Patent ↗Methods, apparatus, systems and articles of manufacture to adjust content presented to an individual are disclosed. An example system includes a first modality sensor to measure a first response of an individual to first content during a first time frame and a second modality sensor to measure a second response of the individual to the first content during the first time frame. The first modality sensor is to measure a third response of the individual to first content during a second time frame, and the second modality sensor is to measure a fourth response of the individual to the first content during the second time frame. The example system also includes a mental classifier executing instructions to determine a first mental classification of the individual based on a first comparison of the first response to a first threshold and a second comparison of the second response to a second threshold. The mental classifier also is to determine a second mental classification of the individual based on a third comparison of the third response to a third threshold and a fourth comparison of the fourth response to a fourth threshold. In addition, the mental classified is to determine a mental state of the individual based on a degree of similarity between the first mental classification and the second mental classification. The example system also includes a content modifier to at least one of modify the first content to include second content or replace the first content with second content based on the mental state.
1. A system comprising:
a first sensor to measure a first response of an individual to first content during a first time frame and a second response of the individual to the first content during a second time frame, the first sensor including a pupil dilation sensor;
a second sensor to measure a third response of the individual to the first content during the first time frame and a fourth response of the individual to the first content during the second time frame; and
a processor to:
generate a cognitive load index based on data from the pupil dilation sensor, the cognitive load index representative of how much of an information processing capacity of the individual is being used;
determine a first mental classification of the individual based on (1) a first comparison of the first response to a first threshold and (2) a second comparison of the third response to a second threshold;
determine a second mental classification of the individual based on (1) a third comparison of the second response to a third threshold and (2) a fourth comparison of the fourth response to a fourth threshold;
determine a mental state of the individual based on a degree of similarity between the first mental classification and the second mental classification; and
at least one of modify the first content to include second content or replace the first content with the second content based on the mental state.
2. The system of claim 1 , wherein the second sensor includes a galvanic skin response sensor.
3. The system of claim 1 , wherein the processor is to modify the first content based on the cognitive load index.
4. The system of claim 1 , wherein the second time frame partially overlaps the first time frame.
5. The system of claim 1 further including a third sensor to:
measure a fifth response of the individual to the first content during the first time frame; and
measure a sixth response of the individual to the first content during the second time frame;
the processor to:
determine the first mental classification of the individual based, in part, on a fifth comparison of the fifth response with a fifth threshold; and
determine the second mental classification of the individual based, in part, on a sixth comparison of the sixth response with a sixth threshold.
6. The system of claim 5 , wherein the third sensor includes at least one of a facial action coding sensor or an eye tracking sensor.
7. The system of claim 1 , wherein the second content is to increase a positivity level of the mental state.
8. The system of claim 1 , wherein the second content is to at least one of induce a purchase by the individual or increase a total spend amount by the individual.
9. The system of claim 1 , wherein the first content is a website and the second content is to increase a time spent by the individual at the website.
10. The system of claim 1 , wherein the first content is a website and the second content is to change the mental state to decrease a level of frustration experienced by the individual.
11. The system of claim 1 , wherein the processor is to adjust at least one of the first threshold, the second threshold, the third threshold, or the fourth threshold over time.
12. The system of claim 1 , wherein the processor is to generate at least one of the first threshold, the second threshold, the third threshold, or the fourth threshold based on at least one of the first response, the second response, the third response, or the fourth response.
13. A tangible computer readable storage medium comprising instructions that, when executed, cause a machine to at least:
determine a first mental classification of an individual based on (1) a first comparison of a first response of the individual to first content to a first threshold and (2) a second comparison of a second response of the individual to the first content to a second threshold, the first response measured via a first modality during a first time frame, and the second response measured via a second modality during the first time frame, the second modality including sensing pupil dilation;
generate a cognitive load index based on pupil dilation data, the cognitive load index representative of how much of an information processing capacity of the individual is being used;
determine a second mental classification of the individual based on (1) a third comparison of a third response of the individual to the first content to a third threshold and (2) a fourth comparison of a fourth response of the individual to the first content to a fourth threshold, the third response measured via the first modality during a second time frame, and the fourth response measured during the second time frame;
determine a mental state of the individual based on a degree of similarity between the first mental classification and the second mental classification; and
at least one of modify the first content to include second content or replace the first content with the second content based on the mental state.
14. The tangible computer readable storage medium of claim 13 wherein the instructions, when executed, further cause the machine to modify the first content based on the cognitive load index and the mental state.
15. The tangible computer readable storage medium of claim 13 , wherein the first content is a website and the second content is to at least one of an increase in time spent by the individual at the website or a change in the mental state to decrease a level of frustration experience by the individual.
16. The tangible computer readable storage medium of claim 13 , wherein the instructions, when executed, further cause the machine to adjust at least one of the first threshold, the second threshold, the third threshold, or the fourth threshold over time.
17. The tangible computer readable storage medium of claim 13 , wherein the instructions, when executed, further cause the machine to generate at least one of the first threshold, the second threshold, the third threshold, or the fourth threshold based on at least one of the first response, the second response, the third response, or the fourth response.
18. An apparatus comprising:
means for measuring a first response of an individual to first content during a first time frame and a second response of the individual to the first content during a second time frame, the means for measuring the first response and the second response including sensing pupil dilation;
means for measuring a third response of the individual to the first content during the first time frame and a fourth response of the individual to the first content during the second time frame;
means for analyzing responses, the response analyzing means to:
generate a cognitive load index based on pupil dilation data, the cognitive load index representative of how much of an information processing capacity of the individual is being used;
determine a first mental classification of the individual based on (1) a first comparison of the first response to a first threshold and (2) a second comparison of the third response to a second threshold; and
determine a second mental classification of the individual based on (1) a third comparison of the second response to a third threshold and (2) a fourth comparison of the fourth response to a fourth threshold;
means for determining a mental state of the individual based on a degree of similarity between the first mental classification and the second mental classification; and
means for at least one of modifying the first content to include second content or replacing the first content with the second content based on the mental state.