System, method, and service for inducing a pattern of communication among various parties
First Claim
1. A computer program product for inducing a pattern of communication among a plurality of parties communicating information, the computer program product comprising:
- a non-transitory storage medium readable by a processing circuit and storing instructions for execution by the processing circuit for performing a method comprising;
receiving during a first episode, for each party of a plurality of parties information that describes a topic that is discussed by at least some parties of the plurality of parties and a time of occurrence of discussion;
preparing a transmission graph illustrative of the pattern of communication, wherein the transmission graph illustrates at least some of the parties as nodes and a plurality of edges that interconnect at least some of the nodes, and wherein the transmission graph establishes a pattern of distribution of propagation of discussion of the topic among the plurality of parties; and
storing the transmission graph on a storage repository;
predicting a propagation pattern of a second episode using the pattern of distribution of propagation established for the first episode and an initial fragment of propagation of discussion of a subsequent second episode; and
outputting on a display of a computer system the propagation pattern of the second episode.
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Abstract
A communication pattern inducing system focuses on the propagation of topics amongst a plurality of nodes based on the text of the node rather than hyperlinks of the node. A node could represent a weblog or any other source of information such as person, a conversation, images, etc. The system utilizes a model for information diffusion, wherein the parameters of the model capture how a new topic spreads from node to node. The system further comprises a process to learn the parameters of the model based on real data and to apply the process to real (or synthetic) node data. Consequently, the system is able to identify particular individuals that are highly effective at contributing to the spread of topics.
16 Citations
10 Claims
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1. A computer program product for inducing a pattern of communication among a plurality of parties communicating information, the computer program product comprising:
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a non-transitory storage medium readable by a processing circuit and storing instructions for execution by the processing circuit for performing a method comprising; receiving during a first episode, for each party of a plurality of parties information that describes a topic that is discussed by at least some parties of the plurality of parties and a time of occurrence of discussion; preparing a transmission graph illustrative of the pattern of communication, wherein the transmission graph illustrates at least some of the parties as nodes and a plurality of edges that interconnect at least some of the nodes, and wherein the transmission graph establishes a pattern of distribution of propagation of discussion of the topic among the plurality of parties; and storing the transmission graph on a storage repository; predicting a propagation pattern of a second episode using the pattern of distribution of propagation established for the first episode and an initial fragment of propagation of discussion of a subsequent second episode; and outputting on a display of a computer system the propagation pattern of the second episode. - View Dependent Claims (2, 3, 4, 5, 6)
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7. A system of inducing a pattern of communication among a plurality of parties communicating information, comprising:
a soft assignment processor configured to; receive, for each party of a plurality of parties, information that describes a topic that is discussed by at least some parties of the plurality of parties and a time of occurrence of discussion; prepare a transmission graph illustrative of the pattern of communication, wherein the transmission graph illustrates at least some of the parties as nodes and a plurality of edges that interconnect at least some of the nodes; output the transmission graph on a display of a computer system; and provide an initial guess for beginning preparation of the transmission graph by computing a frequency of transmission of the topic and a probability that a node communicates the topic to another node. - View Dependent Claims (8, 9, 10)
Specification