Search activity prediction
Disclosed, in one general aspect, is a computer-based method and apparatus for extracting predictive information from a collection of stored, machine-readable electronic documents. The method includes accessing at least a subset of the electronic documents each including different machine-readable predictive information about one or more future facts occurring after a publication time for that document. The method also includes extracting the predictive information about the one or more future facts from the accessed documents, and deriving one or more predicted query information items based on the predictive information extracted in the step of extracting.
1. A computer-based search engine method for a processor and a storage device including instructions configured to run on the processor to electronically extract predicted machine-readable search engine query information items from a collection of stored, machine-readable electronic documents along with timing for the machine-readable query information items, comprising:
electronically accessing linguistic content of at least a subset of the stored electronic documents using an electronically accessed interface, wherein each particular electronic document in the subset has a publication time and includes different machine-readable predictive information about one or more future facts occurring after the publication time,
electronically extracting the predictive information including a predicted time of occurrence for one or more of the future facts from linguistic analysis of the linguistic content of the accessed documents, and
electronically deriving one or more predicted machine-readable search engine query information items formatted in such a way as to electronically search stored, machine-readable electronic documents using a search engine and timing for the predicted machine-readable search engine query information items based on the predictive information extracted electronically in the step of extracting.
2. The method of claim 1 wherein the step of deriving predicted query information derives search engine queries.
3. The method of claim 1 further including the step of deriving advertising selections based on the step of deriving predicted query information.
4. The method of claim 1 wherein the step of deriving predicted query information derives result pages for the queries.
5. The method of claim 4 further including the step of deriving advertising selections for the result pages based on the step of deriving predicted query information.
6. The method of claim 1 wherein the step of deriving predicted query information derives keywords for queries.
7. The method of claim 1 wherein the step of deriving one or more predicted query information items derives results for queries.
8. The method of claim 1 wherein the step of extracting information includes extracting a predicted likelihood of occurrence for one or more of the facts.
9. The method of claim 1 wherein the step of accessing content includes at least:
accessing a first document that includes predictive information about a first fact, and
accessing a second document that includes predictive information about the first fact, and
wherein the step of extracting includes at least:
extracting predictive information about the first fact from the first document, and
extracting predictive information about the first fact from the second document, and
wherein the step of deriving predicted query information items derives the predicted query information items and timing based on the timing of the predictive information extracted in the step of extracting for the first fact from the first and second documents.
10. The method of claim 1 , wherein the step of electronically accessing linguistic content of at least a subset of the stored electronic documents includes applying an event-based query to at least the subset of the stored electronic documents, and wherein the step of electronically extracting extracts the predictive information including the predicted time of occurrence based on the event-based query.
11. The method of claim 1 wherein the step of electronically accessing linguistic content of at least a subset of stored electronic documents includes accessing documents that are received from the Internet and wherein queries derived in the step of electronically deriving are used to search the Internet.
12. The method of claim 1 wherein the step of electronically accessing linguistic content of at least a subset of stored electronic documents includes accessing documents that are received incrementally in real time.
13. An apparatus including a processor and a storage device including instructions configured to run on the processor for electronically extracting predicted machine-readable search engine query information items from a collection of stored, machine-readable electronic documents along with timing for the machine-readable query information items, comprising:
an electronic interface operative to electronically access linguistic content of at least a subset of the stored electronic documents, wherein each particular document in the subset has a publication time and includes different machine-readable predictive information about one or more future facts occurring after the publication time,
a predictive information extraction subsystem operative to electronically extract the predictive information including a predicted time of occurrence for the one or of the more future facts from linguistic analysis of the linguistic content of accessed documents, and
a predictive query information derivation subsystem operative to electronically derive one or more predicted machine-readable search engine query information items formatted in such a way as to electronically search stored, machine-readable electronic documents using a search engine based on the predictive information extracted electronically by the predictive information extraction subsystem.
14. The apparatus of claim 13 wherein the predictive query information derivation subsystem is operative to derive search engine queries.
15. The apparatus of claim 13 further including an advertising selection derivation subsystem responsive to the predictive query information derivation subsystem.
16. The apparatus of claim 13 wherein the predictive query information derivation subsystem is operative to derive result pages for the queries.
17. The apparatus of claim 16 further including an advertising selection derivation subsystem for the result pages responsive to the predictive query information derivation subsystem.
18. The apparatus of claim 13 wherein the predictive query information derivation subsystem is operative to derive keywords for queries.
19. The apparatus of claim 13 wherein the predictive query information derivation subsystem is operative to derive results for queries.
20. The apparatus of claim 13 wherein the information extraction subsystem is operative to extract a predicted time of occurrence for one or more of the facts.
21. The apparatus of claim 13 wherein the information extraction subsystem is operative to extract a predicted likelihood of occurrence for one or more of the facts.
22. The apparatus of claim 13 wherein the electronic interface includes an application programming interface that is operative to receive and apply an event-based query to at least the subset of the stored electronic documents, and wherein the a predictive information extraction subsystem operative to electronically extract the predictive information including the predicted time of occurrence based on the event-based query.
23. The apparatus of claim 13 wherein the stored electronic documents include documents that are received incrementally in real time.
24. An apparatus including a processor and a storage device including instructions configured to run on the processor for electronically extracting predicted machine-readable search engine query information items from a collection of stored, machine-readable electronic documents along with timing for the machine-readable query information items, comprising:
electronically accessed means for electronically accessing linguistic content of at least a subset of the stored electronic documents, wherein each particular document in the subset has a publication time and includes different machine-readable predictive information about one or more future facts occurring after the publication time,
means for electronically extracting the predictive information including a predicted time of occurrence for the one or more of the future facts from linguistic analysis of the linguistic content of the accessed documents, and
means for electronically deriving one or more predicted machine-readable search query information items formatted in such a way as to electronically search stored, machine-readable electronic documents using a search engine based on the predictive information extracted electronically by the means for extracting.