![]() ![]() In: Proceedings of the 21st Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, pp. Ponte, J.M., Croft, W.B.: A language modeling approach to information retrieval. In: Proceedings of the 2013 Conference on Computer Supported Cooperative Work, pp. Marlow, J., Dabbish, L., Herbsleb, J.: Impression formation in online peer production: activity traces and personal profiles in github. In: Proceedings of the 18th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. Majumder, A., Datta, S., Naidu, K.: Capacitated team formation problem on social networks. In: Proceedings of the 15th ACM International Conference on Information and Knowledge Management, pp. Macdonald, C., Ounis, I.: Voting for candidates: adapting data fusion techniques for an expert search task. Lima, A., Rossi, L., Musolesi, M.: Coding together at scale: github as a collaborative social network. In: 20th Working Conference on Reverse Engineering (WCRE), 2013, pp. Jiang, J., Zhang, L., Li, L.: Understanding project dissemination on a social coding site. In: Proceedings of the 22nd Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, pp. Hofmann, T.: Probabilistic latent semantic indexing. In: Proceedings of the 12th Working Conference on Mining Software Repositories, pp. Hauff, C., Gousios, G.: Matching github developer profiles to job advertisements. In: Computational Science and Its Applications–ICCSA 2015, pp. Gyimesi, P., Gyimesi, G., Tóth, Z., Ferenc, R.: Characterization of source code defects by data mining conducted on github. In: Proceedings of the 33rd International ACM SIGIR Conference on Research and Development in Information Retrieval, pp. Springer, Berlin (2007)įang, Y., Si, L., Mathur, A.P.: Discriminative models of integrating document evidence and document-candidate associations for expert search. ACM (2012)įang, H., Zhai, C.: Probabilistic Models for Expert Finding. ![]() In: Proceedings of the 12th ACM/IEEE-CS Joint Conference on Digital Libraries, pp. ACM (2012)ĭeng, H., Han, J., Lyu, M.R., King, I.: Modeling and exploiting heterogeneous bibliographic networks for expertise ranking. In: Proceedings of the ACM 2012 Conference on Computer Supported Cooperative Work, pp. American Mathematical Society, Providence (1997)ĭabbish, L., Stuart, C., Tsay, J., Herbsleb, J.: Social coding in github: transparency and collaboration in an open software repository. ![]() ACM (2004)Ĭhung, F.R.: Spectral Graph Theory, vol. In: Proceedings of the 27th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, pp. 3, 993–1022 (2003)īuckley, C., Voorhees, E.M.: Retrieval evaluation with incomplete information. 34(1-3), 177–210 (1999)īegel, A., Bosch, J., Storey, M.-A.: Social networking meets software development: perspectives from github, msdn, stack exchange, and topcoder. 6(2–3), 127–256 (2012)īeeferman, D., Berger, A., Lafferty, J.: Statistical models for text segmentation. ACM (2006)īalog, K., Fang, Y., de Rijke, M., Serdyukov, P., Si, L.: Expertise retrieval. In: Proceedings of the 29th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, pp. Finally, a prototype system, SCSMiner, which provides expert search service based on a real-world dataset crawled from GitHub is implemented and demonstrated.īalog, K., Azzopardi, L., De Rijke, M.: Formal models for expert finding in enterprise corpora. For evaluation, StackOverflow is leveraged to complement the ground truth of expert. To achieve this goal, we devise a generativ e probabilistic expert ranking model upon which a consistency among projects is incorporated as graph regularization to enhance the expert ranking and a perspective of relevance propagation illustration is introduced. Motivated by this intuition, we aim to develop a framework to effectively locate the developers with right coding skills. One unique characteristic of such sites is that the past development experiences of developers provided on the sites convey the implicit metrics of developer’s programming capability and expertise, which can be applied in many areas, such as software developer recruitment for IT corporations. ![]() Social coding sites (e.g., GitHub) can integrate social networking and distributed version control in a unified platform to facilitate collaborative developments over the world. With the advent of social coding sites, software development has entered a new era of collaborative work. ![]()
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