Machine learning system for networking
A system and method provides a platform to connect individuals for networking among professionals based on interest.
1. A method comprising:
providing a social networking service comprising a content spreading engine;
for the content spreading engine, using an electronic processor, calculating a spreadability (Si) component of a given content using an equation Si=f(w s T ), where f(x)=1/(1+e −x ), wherein w comprises a vector of weights, s comprises a vector of factors affecting spreadability Si, and T represents a transpose operation;
calculating a reaction (Rij) component of the given content using an equation Rij=f(w t T ), where f(x)=1/(1+e −x ), wherein t comprises a vector of factors affecting reaction Rij; and
based on the spreadability and reaction components, making a determination whether to deliver the given content to other users of the social networking service or killing the given content, preventing its delivery to other users of the social networking service.
2. The method of claim 1 wherein s comprises a factor comprising a total number of spread or kill votes in a given time period.
3. The method of claim 1 wherein s comprises a factor comprising a total number of commenting and then voting.
4. The method of claim 1 wherein s comprises a factor comprising a total number of just viewing comments and then voting.
5. The method of claim 1 wherein s comprises a factor comprising a total number of comments in a given content Ci.
6. The method of claim 1 wherein s comprises a factor comprising an average time each user viewed a given content Ci.
7. The method of claim 1 wherein s comprises a factor comprising a total number of shares in other social networking platforms.
8. The method of claim 1 wherein s comprises a factor comprising a total number of screen shots.
9. The method of claim 1 wherein s comprises a factor comprising a total number of reporting or flagging.
10. The method of claim 1 wherein s comprises a factor comprising a ratio of spreads to total votes.
11. The method of claim 1 wherein t comprises a factor comprising a spread or kill vote.
12. The method of claim 1 wherein t comprises a factor comprising a commenting and then voting.
13. The method of claim 1 wherein t comprises a factor comprising a just viewing comments and then voting.
14. The method of claim 1 wherein t comprises a factor comprising a time a user viewed a given content Ci.
15. The method of claim 1 wherein t comprises a factor comprising a number of shares in other social networking platforms.
16. The method of claim 1 wherein t comprises a factor comprising a user saving a screen shot.
17. The method of claim 1 wherein t comprises a factor comprising a user reporting or flagging a content.
18. The method or claim 1 wherein s comprises at least one of a factor comprising
a total number of spread votes in a given time period,
a total number of kill votes in a given time period,
a total number of commenting and then voting,
a total number of just viewing comments and then voting,
a total number of comments in a given content Ci,
an average time each user viewed a given content Ci,
a total number of shares in other social networking platforms,
a total number of screen shots,
a total number of reporting or flagging, or
a ratio of spreads to total votes.
19. The method or claim 1 wherein t comprises at least one of a factor comprising
a spread vote,
a kill vote,
a commenting and then voting,
a just viewing comments and then voting,
a time a user viewed a given content Ci,
a number of shares in other social networking platforms,
a user saving a screen shot,
a user reporting content, or
a user flagging a content.
20. The method or claim 1 wherein s comprises at least one of a factor comprising
a total number of spread votes in a given time period,
a total number of kill votes in a given time period,
a total number of commenting and then voting,
a total number of just viewing comments and then voting,
a total number of comments in a given content Ci,
an average time each user viewed a given content Ci,
a total number of shares in other social networking platforms,
a total number of screen shots,
a total number of reporting or flagging, or
a ratio of spreads to total votes, and t comprises at least one of a factor comprising
a spread vote,
a kill vote,
a commenting and then voting,
a just viewing comments and then voting,
a time a user viewed a given content Ci,
a number of shares in other social networking platforms,
a user saving a screen shot,
a user reporting content, or
a user flagging a content.