Presentation Measure Using Neurographics
Presentation of materials such as advertising and marketing materials is evaluated and/or dynamically modified using neurographical data. User images, video, and audio, etc. are analyzed when a user is presented with stimulus materials. User data such as a user image is matched with a neurographical aggregate to identify user information and emotional state. The neurographical aggregate identifies actions and/or additional stimulus material for presentation to the user. User information and emotional state also allow evaluation of the presented materials.
1 . A system comprising:
a neurographic aggregate image database including:
a first plurality of neurographic aggregate images of a first population of persons having a first demographic attribute in common, the first plurality of neurographic aggregate images corresponding to a respective plurality of emotions of the first population of persons; and
a second plurality of neurographic aggregate images of a second population of persons having a second demographic attribute in common, the second demographic attribute being different from the first demographic attribute, the second plurality of neurographic aggregate images corresponding to a respective plurality of emotions of the second population of person; and
a processor to:
identify a subject exposed to a source material presented on a display as having the first demographic attribute;
compare a facial image of the subject to the first plurality of neurographic aggregate images based on the identification of the subject as having the first demographic attribute;
identify an emotion of the subject based on a match between the facial image and one or more of the first plurality of neurographic aggregate images;
select an advertisement or entertainment from a plurality of stimulus material based on the emotion; and
dynamically insert the advertisement or entertainment into the source material for presentation to the subject on the display.
2 . The system of claim 1 , wherein the processor is to:
identify the subject as having the second demographic attribute;
compare the facial image of the subject to the second plurality of neurographic aggregate images based on the identification of the subject as having the second demographic attribute; and
identify the emotion further based on a match between the facial image and one or more of the second plurality of neurographic aggregate images.
3 . The system of claim 1 , wherein the first and second demographic attributes include at least one of an eye color, a skin tone, a gender, an age group, a hairstyle, an eyebrow shape, a face shape, or a body shape.
4 . The system of claim 1 , wherein the neurographic aggregate image database includes an association between respective images of the first plurality of aggregated images and at least one stimulus material of the plurality of stimulus material and an association between respective images of the second plurality of aggregated images and at least one stimulus material of the plurality of stimulus material.
5 . The system of claim 1 , wherein the processor is to identify the emotion of the subject further based on electroencephalographic data from the subject.
6 . The system of claim 5 , wherein the emotion is based on an increase in activity in a first frequency band of the electroencephalographic data and a simultaneous decrease in activity in a second frequency band of the electroencephalographic data, the second frequency band different from the first frequency band.
7 . The system of claim 1 , further including a camera disposed adjacent the display to obtain the facial image of the subject.
8 . The system of claim 1 , wherein the processor is to:
determine an amount of dynamism to present to the subject based on the match; and
select the advertisement or entertainment further based on the amount of dynamism.
9 . A machine readable storage device or storage disc comprising instructions that, when executed, cause a machine to at least:
identify a subject exposed to a source material presented on a display as having a first demographic attribute;
compare a facial image of the subject to a first plurality of neurographic aggregate images of a first population of persons having the first demographic attribute, the first plurality of neurographic aggregate images corresponding to a respective plurality of emotions of the first population of persons, the first plurality of neurographic aggregate images stored in a neurographic aggregate image database, the neurographic aggregate image database including a second plurality of neurographic aggregate images of a second population of persons having a second demographic attribute in common, the second demographic attribute being different from the first demographic attribute, the second plurality of neurographic aggregate images corresponding to a respective plurality of emotions of the second population of person;
identify an emotion of the subject based on a match between the facial image and one or more of the first plurality of neurographic aggregate images;
select an advertisement or entertainment from a plurality of stimulus material based on the emotion; and
dynamically insert the advertisement or entertainment into the source material for presentation to the subject on the display.
10 . The storage device or storage disc of claim 9 , wherein the instructions, when executed, cause the machine to:
identify the subject as having the second demographic attribute;
compare the facial image of the subject to the second plurality of neurographic aggregate images based on the identification of the subject as having the second demographic attribute; and
identify the emotion further based on a match between the facial image and one or more of the second plurality of neurographic aggregate images.
11 . The storage device or storage disc of claim 9 , wherein the first and second demographic attributes include at least one of an eye color, a skin tone, a gender, an age group, a hairstyle, an eyebrow shape, a face shape, or a body shape.
12 . The storage device or storage disc of claim 9 , wherein the neurographic aggregate image database includes an association between respective images of the first plurality of aggregated images and at least one stimulus material of the plurality of stimulus material and an association between respective images of the second plurality of aggregated images and at least one stimulus material of the plurality of stimulus material.
13 . The storage device or storage disc of claim 9 , wherein the instructions, when executed, cause the machine to identify the emotion of the subject further based on electroencephalographic data from the subject.
14 . The storage device or storage disc of claim 13 , wherein the emotion is based on an increase in activity in a first frequency band of the electroencephalographic data and a simultaneous decrease in activity in a second frequency band of the electroencephalographic data, the second frequency band different from the first frequency band.
15 . The storage device or storage disc of claim 9 , wherein the instructions, when executed, cause the machine to:
determine an amount of dynamism to present to the subject based on the match; and
select the advertisement or entertainment further based on the amount of dynamism.
16 . A system comprising:
means for storing neurographic aggregate images including:
a first plurality of neurographic aggregate images of a first population of persons having a first demographic attribute in common, the first plurality of neurographic aggregate images corresponding to a respective plurality of emotions of the first population of persons; and
a second plurality of neurographic aggregate images of a second population of persons having a second demographic attribute in common, the second demographic attribute being different from the first demographic attribute, the second plurality of neurographic aggregate images corresponding to a respective plurality of emotions of the second population of person; and
means for analyzing neurographic aggregate images, the analyzing means to:
identify a subject exposed to a source material presented on a display as having the first demographic attribute;
compare a facial image of the subject to the first plurality of neurographic aggregate images based on the identification of the subject as having the first demographic attribute;
identify the subject as having the second demographic attribute;
compare the facial image of the subject to the second plurality of neurographic aggregate images based on the identification of the subject as having the second demographic attribute;
identify an emotion of the subject based on (1) a match between the facial image and one or more of the first plurality of neurographic aggregate images and (2) a match between the facial image and one or more of the second plurality of neurographic aggregate images;
select an advertisement or entertainment from a plurality of stimulus material based on the emotion; and
dynamically insert the advertisement or entertainment into the source material for presentation to the subject on the display.
17 . The system of claim 16 , wherein the storing means includes an association between respective images of the first plurality of aggregated images and at least one stimulus material of the plurality of stimulus material and an association between respective images of the second plurality of aggregated images and at least one stimulus material of the plurality of stimulus material.
18 . The system of claim 16 , wherein the analyzing means is to identify the emotion based on an increase in activity in a first frequency band of the electroencephalographic data from the subject and a simultaneous decrease in activity in a second frequency band of the electroencephalographic data, the second frequency band different from the first frequency band,
19 . The system of claim 16 , further including means for obtaining the facial image of the subject.
20 . The system of claim 16 , wherein the analyzing means is to:
determine an amount of dynamism to present to the subject based on the match; and
select the advertisement or entertainment further based on the amount of dynamism.