Publications using NetKit

2012

Sofus A. Macskassy "Mining Dynamic Networks: The Importance of Pre-processing on Downstream Analytics." Proceedings of The Second International Workshop on Mining Communities and People Recommenders (COMMPER), at ECML/PKDD 2012. [pdf].

Sofus A. Macskassy "Relational Classifiers in a Non-relational world: Using Homophily to Create Relations," The Tenth International Conference on Machine Learning and Applications, 2011.[pdf].

Sofus A. Macskassy "The many faces of guilt-by-association" Proceedings of the Workshop on Information in Networks (WIN-2009). [pdf].
Sofus A. Macskassy "Using Graph-based Metrics with Empirical Risk Minimization to Speed Up Active Learning on Networked Data" Proceedings of the 15th ACM SIGKDD Conference On Knowledge Discovery and Data Mining, 2009. [pdf].

Sofus A. Macskassy "Improving Learning in Networked Data by Combining Explicit and Mined Links," Proceedings of the Twenty-Second Conference on Artificial Intelligence (AAAI-2007), July 22-26, 2007, Vancouver, Canada. [pdf].
Sofus A. Macskassy "Improving Within-Network Classification with Local Attributes," Workshop on Text-Mining and Link Analysis (Textlink) at the Twentieth International Joint Conference on Artificial Intelligence, January 7, 2007, Hydarabad, India. [pdf].
Sofus A. Macskassy , Foster Provost "Classification in Networked Data: A toolkit and a univariate case study," Journal of Machine Learning, 8(May):935-983, 2007. [pdf].

Sofus A. Macskassy , Foster Provost "A brief survey of machine learning methods for classification in networked data and an application to suspicion scoring," E.M. Airoldi et al. (Eds.): ICML 2006 Ws, LNCS 4503, pp. 172-175. Springer-Verlag. [pdf].
Originally appeared as a poster at the Workshop on Statistical Network Learning at 23rd International Conference on Machine Learning (ICML 2006), Pittsburgh, 29 June, 2006. [pdf].

Sofus A. Macskassy, Foster Provost "Suspicion scoring based on guilt-by-association, collective inference, and focused data access," In Proceedings of the NAACSOS Conference 2005. June 2005. (this is a follow-up paper to the International Conference on Intelligence Analysis paper below with the similar title). [pdf].
Sofus A. Macskassy, Foster Provost "NetKit-SRL: A Toolkit for Network Learning and Inference," In Proceedings of the NAACSOS Conference 2005. June 2005. [pdf].
Sofus A. Macskassy, Foster Provost "Suspicion scoring based on guilt-by-association, collective inference, and focused data access," In Proceedings of the International Conference on Intelligence Analysis. May 2005. [pdf].