Knowledge discovery based on brainwave response to external stimulation
Techniques are disclosed for detecting knowledge based on brainwave response to external stimulation. A subject can be exposed to stimuli and brainwave responses indicating a p-300 signal can be detected. Further stimuli or sequences of stimuli can be selected be presented to the subject based on the category correlated with the stimuli that indicate a p-300 response.
1. A method comprising:
exposing, via a presentation device, a subject to a first sequence of stimuli;
detecting, by a processor, a first brainwave response of the subject to at least one stimulus of the first sequence of stimuli;
determining, by the processor, an existence of a correlation between the first brainwave response and a knowledge category, the knowledge category being represented in the first sequence of stimuli, the knowledge category being a first node of a hierarchical tree structure for categories of knowledge;
selecting, by the processor after a determination of the existence of the correlation, a second sequence of stimuli, the second sequence of stimuli related to the knowledge category;
exposing, via the presentation device, the subject to the second sequence of stimuli;
detecting, by the processor, a second brainwave response of the subject to at least one stimulus of the second sequence of stimuli; and
determining, by the processor, an existence of a correlation between the second brainwave response and a sub-category of the knowledge category, the sub-category being represented in the second sequence of stimuli, the sub-category being a second node of the hierarchical tree structure for the categories of knowledge.
2. The method of claim 1 , wherein the first brainwave response is a p-300 signal.
3. The method of claim 1 , wherein the at least one stimulus of the first sequence of stimuli is selected from the group consisting of: a sight stimulus, a sound stimulus, a touch stimulus, a smell stimulus, and a taste stimulus.
4. The method of claim 1 , wherein the knowledge category is an occupational category.
5. The method of claim 1 , wherein the exposing the subject to the first sequence of stimuli occurs at a rate of at least 3 stimuli per second.
6. The method of claim 1 , wherein the first sequence of stimuli is a baseline sequence.
7. The method of claim 1 , wherein the detecting the first brainwave response is performed through an electroencephalograph (EEG).
8. The method of claim 1 , wherein each stimulus of the first sequence of stimuli is correlated with the knowledge category.
9. The method of claim 1 , wherein the exposing the subject to the first sequence of stimuli includes presenting the first sequence of stimuli without verbal questions.
10. The method of claim 1 , wherein the at least one stimulus of the second sequence of stimuli is correlated with the sub-category of the knowledge category.
11. The method of claim 1 , wherein the knowledge category is related to knowledge indicative of an aptitude for a skill or a profession.
12. The method of claim 1 , wherein the first brainwave response is indicative of an aptitude of the subject for a skill or a profession.
13. The method of claim 1 , wherein at least one of the first sequence of stimuli or the second sequence of stimuli comprises images of at least one of people, places, things, numbers, letters, words, or symbols.
14. The method of claim 13 , wherein the images within the at least one of the first sequence of stimuli or the second sequence of the stimuli are randomly selected.
15. A system comprising:
at least one sensor;
a presentation device; and
a processor in communication with the presentation device and the at least one sensor and configured to:
send a first sequence of stimuli to the presentation device,
receive a first signal from the at least one sensor based upon a first brainwave response of a subject to at least one stimulus of the first sequence of stimuli,
determine an existence of a correlation between the first brainwave response and a knowledge category, the knowledge category being represented in the first sequence of stimuli, the knowledge category being a first node of a hierarchical tree structure for categories of knowledge,
select, after a determination of the existence of the correlation, a second sequence of stimuli, the second sequence of stimuli related to the knowledge category;
send a second sequence of stimuli to the presentation device,
receive a second signal from the at least one sensor based on a second brainwave response of the subject to at least one stimulus of the second sequence of stimuli,
determine an existence of a correlation between the second brainwave response and a sub-category of the knowledge category, the sub-category being represented in the second sequence of stimuli, the sub-category being a second node of the hierarchical tree structure for the categories of knowledge.
16. The system of claim 15 , wherein the first brainwave response is a p-300 signal.
17. The system of claim 15 , wherein the at least one stimulus of the first sequence of stimuli is selected from the group consisting of: a sight stimulus, a sound stimulus, a touch stimulus, a smell stimulus, and a taste stimulus.
18. The system of claim 15 , wherein the knowledge category is an occupational category.
19. The system of claim 15 , wherein the presentation device is configured to expose the subject to the first sequence of stimuli at a rate of at least 3 stimuli per second.
20. The system of claim 15 , wherein the first sequence of stimuli is a baseline sequence.
21. The system of claim 15 , wherein the at least one sensor is an electrode of an electroencephalograph (EEG).
22. The system of claim 15 , wherein each stimulus of the first sequence of stimuli is correlated with the knowledge category.
23. The system of claim 15 , wherein the presentation device is configured to present the first sequence of stimuli without verbal questions.
24. The system of claim 15 , wherein the at least one stimulus of the second sequence of stimuli is correlated with the sub-category of the knowledge category.
25. The system of claim 15 , wherein the knowledge category is related to knowledge indicative of an aptitude for a skill or a profession.
26. The system of claim 15 , wherein the first brainwave response is indicative of an aptitude of the subject for a skill or a profession.
27. The system of claim 15 , wherein at least one of the first sequence of stimuli or the second sequence of stimuli comprises images of at least one of people, places, things, numbers, letters, words, or symbols.
28. The system of claim 27 , wherein the images within the at least one of the first sequence of stimuli or the second sequence of the stimuli are randomly selected.
29. A method comprising:
exposing, via a presentation device, a subject to a first sequence of stimuli, at least one stimulus of the first sequence of stimuli correlated with a category defining an occupation;
detecting, by a processor, a brainwave response of the subject to the at least one stimulus of the first sequence of stimuli;
correlating, by the processor, the brainwave response to a target category, the target category being the occupation, wherein an interest of the subject in the occupation is previously unknown to the subject;
characterizing, by the processor, a set of potential stimuli, at least one of the potential stimuli characterized as a potential target stimulus, the potential target stimulus defined as being related to the target category and of interest to the subject, the at least one of the potential stimuli characterized as a potential non-target stimulus, the potential non-target stimulus defined as being related to the target category but of less or no interest to the subject, the potential target stimulus correlated with a sub-category of the target category, the target category having at least three sub-categories, the sub-categories further defining more specific occupations, the characterizing based upon an existence of a correlation between the brainwave response and the target category, the characterizing performed for each potential stimulus in the set of potential stimuli; and
generating, by the processor and from the set of potential stimuli, a second sequence of stimuli.
30. A system comprising:
at least one sensor,
a presentation device; and
a processor in communication with the presentation device and the at least one sensor and configured to:
send at least one stimulus, of a first sequence of stimuli correlated with a category defining an occupation, to the presentation device,
receive a signal from the at least one sensor based upon a brainwave response of a subject to the at least one stimulus,
correlate the brainwave response to a target category, the target category being the occupation, wherein an interest of the subject in the occupation is previously unknown to the subject,
characterize a set of potential stimuli, at least one of the potential stimuli characterized as a potential target stimulus, the potential target stimulus defined as being related to the target category and of interest to the subject, the at least one of the potential stimuli characterized as a potential non-target stimulus, the potential non-target stimulus defined as being related to the target category but of less or no interest to the subject, the potential target stimulus correlated with a sub-category of the target category, the target category having at least three sub-categories, the sub-categories further defining more specific occupations, and
perform, for each potential stimulus in the set of potential stimuli, a characterization based upon an existence of a correlation between the brainwave response and the target category, and
generate, from the set of potential stimuli, a second sequence of stimuli.