Publication List

Liu, L.-P., Ruiz, J.R. F., Athey, S. and Blei, D.. Context Selection for Embedding Models. Accepted by: NIPS 2017. [code]

Liu, L.-P. and Blei, D.. Zero-Inflated Exponential Family Embeddings. In: Proceedings of the 34th International Conference on Machine Learning (ICML’2017). [pdf][code]

Liu, L.-P.. Machine Learning Methods for Computational Sustainability. PhD Thesis, Oregon State University, 2016. [pdf]

Liu, L.-P., Dietterich, T.G., Li, N., and Zhou, Z.-H.. Transductive Optimization of Top k Precision. In: Proceedings of the 25th International Joint Conference on Artificial Intelligence (IJCAI 2016)[pdf][code].

Pei, Y, Liu, L.-P., and Fern, X.. Bayesian Active Clustering with Pairwise Constraints. In: Proceedings of European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD’2015).

Liu, L.-P., Sheldon, D., and Dietterich, T.. Gaussian Approximation of Collective Graphical Models. In: Proceedings of the 31st International Conference on Machine Learning (ICML’2014). [pdf][code].

Liu, L.-P. and Dietterich, T.. Learnability of the Superset Label Learning Problem. In: Proceedings of the 31st International Conference on Machine Learning (ICML’2014) [pdf].

Liu, L.-P. and Dietterich, T.. A Conditional Multinomial Mixture Model for Superset Label Learning. In: 2012 Conference on Neural Information Processing Systems (NIPS’2012). [pdf][supp. marterial][code]

Liu, L.-P. and Fern, X.. Constructing Training Set for Outlier Detection. In: Proceedings of the 12th SIAM International Conference on Data Mining (SDM’12) [pdf].

Hutchinson, R., Liu, L.-P., and Dietterich, T.. Incorporating Boosted Regression Trees into Ecological Latent Variable Models. In: Proceedings of the 25th AAAI Conference on Artificial Intelligence (AAAI’2011)[pdf]

Liu, L.-P., Jiang, Y., and Zhou, Z.-H.. Least Square Incremental Linear Discriminant Analysis. In: Proceedings of the 9th IEEE International Conference on Data Mining (ICDM’09) [link].

Liu, L.-P., Yu, Y., Jiang, Y., and Zhou, Z.-H.. TEFE: A Time-Efficient Approach to Feature Extraction. In: Proceedings of the 8th IEEE International Conference on Data Mining (ICDM’08) [link]