Title :
Enriching employee ontology for enterprises with knowledge discovery from social networks
Author :
Hao Wu ; Chelmis, Charalampos ; Sorathia, Vikram ; Yinuo Zhang ; Patri, Om P. ; Prasanna, Viktor K.
Author_Institution :
Dept. of Comput. Sci., Univ. of Southern California, Los Angeles, CA, USA
Abstract :
To enhance human resource management and personalized information acquisition, employee ontology is used to model business concepts and relations between them for enterprises. In this paper, we propose an employee ontology that integrates user static properties from formal structures with dynamic interests and expertise extracted from informal communication signals. We mine user´s interests at both personal and professional level from informal interactions on communication platforms at the workplace. We show how complex semantic queries enable granular analysis. At the microscopic level, enterprises can utilize the results to better understand how their employees work together to complete tasks or produce innovative ideas, identify experts and influential individuals. At the macroscopic level, conclusions can be drawn, among others, about collective behavior and expertise in varying granularities (i.e. single employee to the company as a whole).
Keywords :
business data processing; data mining; human resource management; ontologies (artificial intelligence); personnel; social networking (online); business concept model; collective behavior; communication platforms; complex semantic queries; dynamic interests; employee ontology; enterprises; formal structures; granular analysis; human resource management enhancement; influential individuals; informal communication signals; innovative ideas; knowledge discovery; macroscopic level; microscopic level; personal level; personalized information acquisition; professional level; social networks; static properties; user interests; Companies; Context; Microscopy; Ontologies;
Conference_Titel :
Advances in Social Networks Analysis and Mining (ASONAM), 2013 IEEE/ACM International Conference on
Conference_Location :
Niagara Falls, ON