Identifying domain-specific accounts
AssigneeFujitsu Limited
InventorsJun Wang, Kanji Uchino
Life of this patent
Estimating the term…
Abstract
A method of identifying domain-specific accounts is provided. A method may include identifying a plurality of candidate accounts based on a plurality of seed accounts. The method may further include identifying a subset of candidate accounts of the plurality of candidate accounts based on one more account statistics. Further, the method may include clustering each candidate account of the subset of candidate accounts into either a non-domain-specific cluster or a domain-specific cluster based on a plurality of account statistics. The method may also include updating, at least one of the plurality of candidate accounts and the plurality of seed accounts based on at least one of the non-domain-specific cluster and the domain-specific cluster.
Claims20
A method of identifying domain-specific accounts, the method comprising:
- identifying, via at least one processor, a plurality of candidate accounts that are followed by a plurality of seed accounts, the seed accounts representative of accounts identified as including knowledge for a particular domain;
- identifying, via the at least one processor, a subset of candidate accounts of the plurality of candidate accounts based on account statistics, the account statistics comprising, for a given candidate account:
- a ratio between a number of followers from among the seed accounts following the given candidate account and a total number of all followers following the given candidate account;
- clustering, via the at least one processor, each candidate account of the subset of candidate accounts into either a first cluster or a second cluster of candidate accounts, the clustering performed based on the account statistics comprising, for the given candidate account:
- the ratio between the number of followers from among the seed accounts following the given candidate account and the total number of all followers following the given candidate account;
- identifying the first cluster as a non-domain-specific cluster and the second cluster as a domain-specific cluster based on a second cluster mean value of the account statistics of accounts of the second cluster being higher than a first cluster mean value of the account statistics of accounts of the first cluster, the account statistics comprising, for the given candidate account:
- the ratio between the number of followers from among the seed accounts following the given candidate account and the total number of all followers following the given candidate account;
- and
- identifying each account of the domain-specific cluster as a domain-specific account for the particular domain.
A system, comprising:
- at least one processor;
- and
- at least one non-transitory computer-readable medium containing instructions that, when executed by the at least one processor, are configured to cause the system to perform operations, the operations comprising:
- identifying a plurality of candidate accounts that are followed by a plurality of seed accounts, the seed accounts representative of accounts identified as including knowledge for a particular domain;
- identifying a subset of candidate accounts of the plurality of candidate accounts based on account statistics, the account statistics comprising, for a given candidate account:
- a ratio between a number of followers from among the seed accounts following the given candidate account and a total number of all followers following the given candidate account;
- clustering each candidate account of the subset of candidate accounts into either a first cluster or a second cluster of candidate accounts, the clustering performed based on the account statistics comprising, for the given candidate account:
- the ratio between the number of followers from among the seed accounts following the given candidate account and the total number of all followers following the given candidate account;
- identifying the first cluster as a non-domain-specific cluster and the second cluster as a domain-specific cluster based on a second cluster mean value of the account statistics of accounts of the second cluster being higher than a first cluster mean value of the account statistics of accounts of the first cluster, the account statistics comprising, for the given candidate account:
- the ratio between the number of followers from among the seed accounts following the given candidate account and the total number of all followers following the given candidate account;
- and
- identifying each account of the domain-specific cluster as a domain-specific account for the particular domain.
One or more non-transitory computer-readable media that include instructions that, when executed by one or more processing systems, are configured to cause the processing system to perform operations, the operations comprising:
- identifying a plurality of candidate accounts that are followed by a plurality of seed accounts, the seed accounts representative of accounts identified as including knowledge for a particular domain;
- identifying a subset of candidate accounts of the plurality of candidate accounts based on account statistics, the account statistics comprising, for a given candidate account:
- a ratio between a number of followers from among the seed accounts following the given candidate account and a total number of all followers following the given candidate account;
- clustering each candidate account of the subset of candidate accounts into either a first cluster or a second cluster of candidate accounts, the clustering performed based on the account statistics comprising, for the given candidate account:
- the ratio between the number of followers from among the seed accounts following the given candidate account and the total number of all followers following the given candidate account;
- identifying the first cluster as a non-domain-specific cluster and the second cluster as a domain-specific cluster based on a second cluster mean value of the account statistics of accounts of the second cluster being higher than a first cluster mean value of the account statistics of accounts of the first cluster, the account statistics comprising, for the given candidate account:
- the ratio between the number of followers from among the seed accounts following the given candidate account and the total number of all followers following the given candidate account;
- and identifying each account of the domain-specific cluster as a domain-specific account for the particular domain.
Dependencies are inferred from the claim text.