System and method for authorship disambiguation and alias resolution in electronic data
A system, method and computer program product for authorship determination, and alias resolution, including a document collection; a Jaro-Winkler similarity module configured for performing authorship determination and alias resolution based on at least one of email addresses, user identification numbers (IDs) on social networks, names written in text, and proper names, including countries and cities in the document collection; an authorship Support Vector Machine (SVM) module configured for performing authorship determination and alias resolution based on content of documents in the document collection, including at least one of emails, and social networks information; and a Jaccard similarity module configured for performing authorship determination and alias resolution based on link networks in the document collection. One or more of the Jaro-Winkler similarity module, the authorship Support Vector Machine (SVM) module, and the Jaccard similarity module are employed for performing the authorship determination and the alias resolution in the document collection.
1. A computer implemented system for authorship determination, and alias resolution, the system comprising:
a processor and a memory executing:
a document collection;
a Jaro-Winkler similarity module configured for performing authorship determination and alias resolution based on at least one of email addresses, user identification numbers (IDs) on social networks, names written in text, and proper names, including countries and cities in the document collection;
an authorship Support Vector Machine (SVM) module configured for performing authorship determination and alias resolution based on content of documents in the document collection, including at least one of emails, and social networks information;
a Jaccard similarity module configured for performing authorship determination and alias resolution based on link networks in the document collection,
wherein the system is configured to employ the Jaro-Winkler similarity module, the authorship Support Vector Machine (SVM) module, and the Jaccard similarity module for performing the authorship determination and the alias resolution in the document collection; and
a voting Support Vector Machine (SVM) module configured to combine outputs from the Jaro-Winkler similarity module, the authorship Support Vector Machine (SVM) module, and the Jaccard similarity module using a voting algorithm,
wherein the system is configured to extract syntactic, structural, and semantic features for the authorship determination and the alias resolution in the document collection.
2. A computer implemented method for authorship determination, and alias resolution in a document collection, the method comprising:
providing a processor and a memory executing the steps of:
performing with a Jaro-Winkler similarity module authorship determination and alias resolution based on at least one of email addresses, user identification numbers (IDs) on social networks, names written in text, and proper names, including countries and cities in a document collection;
performing with an authorship Support Vector Machine (SVM) module authorship determination and alias resolution based on content of documents in the document collection, including at least one of emails, and social networks information;
performing with a Jaccard similarity module authorship determination and alias resolution based on link networks in the document collection;
employing the Jaro-Winkler similarity module, the authorship Support Vector Machine (SVM) module, and the Jaccard similarity module for performing the authorship determination and the alias resolution in the document collection;
combining with a voting Support Vector Machine (SVM) module outputs from the Jaro-Winkler similarity module, the authorship Support Vector Machine (SVM) module, and the Jaccard similarity module using a voting algorithm; and
extracting syntactic, structural, and semantic features for the authorship determination and the alias resolution in the document collection.
3. A computer program product for authorship determination, and alias resolution in a document collection and including one or more computer readable instructions embedded on a tangible, non-transitory computer readable medium and configured to cause one or more computer processors to perform the steps of:
providing a processor and a memory executing the steps of:
performing with a Jaro-Winkler similarity module authorship determination and alias resolution based on at least one of email addresses, user identification numbers (IDs) on social networks, names written in text, and proper names, including countries and cities in a document collection;
performing with an authorship Support Vector Machine (SVM) module authorship determination and alias resolution based on content of documents in the document collection, including at least one of emails, and social networks information;
performing with a Jaccard similarity module authorship determination and alias resolution based on link networks in the document collection;
employing the Jaro-Winkler similarity module, the authorship Support Vector Machine (SVM) module, and the Jaccard similarity module for performing the authorship determination and the alias resolution in the document collection;
combining with a voting Support Vector Machine (SVM) module outputs the Jaro-Winkler similarity module, the authorship Support Vector Machine (SVM) module, and the Jaccard similarity module using a voting algorithm; and
extracting syntactic, structural, and semantic features for the authorship determination and the alias.