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Research Output 1987 2019

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Conference Paper
2019

A left-to-right algorithm for likelihood estimation in gamma-poisson factor analysis

Capdevila, J., Cerquides, J., Torres, J., Petitjean, F. & Buntine, W., 2019, Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2018 Dublin, Ireland, September 10–14, 2018 Proceedings, Part II. Berlingerio, M., Bonchi, F., Gärtner, T., Hurley, N. & Ifrim, G. (eds.). Cham Switzerland: Springer, p. 638-654 17 p. (Lecture Notes in Computer Science ; vol. 11052 ).

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

2018

Adaptive knowledge sharing in multi-task learning: improving low-resource neural machine translation

Zaremoodi, P., Buntine, W. & Haffari, G., 2018, ACL 2018 - The 56th Annual Meeting of the Association for Computational Linguistics: Proceedings of the Conference, Vol. 2 (Short Papers). Gurevych, I. & Miyao, Y. (eds.). Stroudsburg PA USA: Association for Computational Linguistics (ACL), p. 656-661 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

Open Access
File

Bayesian Multi-label Learning with Sparse Features and Labels, and Label Co-occurrences

Zhao, H., Rai, P., Du, L. & Buntine, W., 2018, 2018 Twenty-First International Conference on Artificial Intelligence and Statistics, AISTATS 2018 : 9-11 April 2018, Lanzarote, Canary Islands, Proceedings . Storkey, A. & Perez-Cruz, F. (eds.). USA: Proceedings of Machine Learning Research (PMLR), p. 1943-1951 9 p. (Proceedings of Machine Learning Research; vol. 84).

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

Open Access

Inter and intra topic structure learning with word embeddings

Zhao, H., Du, L., Buntine, W. & Zhou, M., 2018, Proceedings of Machine Learning Research: International Conference on Machine Learning, 10-15 July 2018, Stockholmsmässan, Stockholm Sweden. Dy, J. & Krause, A. (eds.). Stockholmsmässan Stockholm Sweden: Proceedings of Machine Learning Research (PMLR), Vol. 80. 10 p. (Proceedings of Machine Learning Research).

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

Open Access
File

Learning how to actively learn: a deep imitation learning approach

Liu, M., Buntine, W. & Haffari, G., 2018, ACL 2018 - The 56th Annual Meeting of the Association for Computational Linguistics: Proceedings of the Conference, Vol. 1 (Long Papers). Gurevych, I. & Miyao, Y. (eds.). Stroudsburg PA USA: Association for Computational Linguistics (ACL), p. 1874-1883 10 p.

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

Open Access
File

Learning to actively learn neural machine translation

Liu, M., Buntine, W. & Haffari, G., 2018, CoNLL 2018 - The 22nd Conference on Computational Natural Language Learning - Proceedings of the Conference: October 31 - November 1, 2018 Brussels, Belgium. Silfverberg, M. (ed.). Stroudsburg PA USA: The Association for Computational Linguistics, p. 334-344 11 p.

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

Open Access
File
2017

A Word Embeddings Informed Focused Topic Model

Zhao, H., Du, L. & Buntine, W., 2017, 2017 Ninth Asian Conference on Machine Learning, ACML 2017: 15-17 November 2017, Seoul, Korea, Proceedings. Zhang, M-L. & Noh, Y-K. (eds.). USA: Proceedings of Machine Learning Research (PMLR), p. 423-438 16 p. (Proceedings of Machine Learning Research; vol. 77).

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearch

Open Access

Leveraging linguistic resources for improving neural text classification

Liu, M., Haffari, G., Buntine, W. & Ananda-Rajah, M., 2017, Australasian Language Technology Association Workshop, ALTA 2017: 6–8 December 2017, Brisbane, Australia, Proceedings . Wong, J. S-M. & Haffari, G. (eds.). 2017 ed. Melbourne Victoria Australia: Australian Language Technology Association (ALTA), Vol. 15. p. 34-42 9 p.

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearch

Leveraging node attributes for incomplete relational data

Zhao, H., Du, L. & Buntine, W., 2017, International Conference on Machine Learning, 6-11 August 2017, International Convention Centre, Sydney, Australia. Precup, D. & Teh, Y. W. (eds.). USA: Proceedings of Machine Learning Research (PMLR), p. 4072-4081 10 p. (Proceedings of Machine Learning Research; vol. 70).

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

Open Access
File

Leveraging node attributes for incomplete relational data

Zhao, H., Du, L. & Buntine, W., 6 Aug 2017, 34th International Conference on Machine Learning (ICML 2017): Sydney, Australia - 6-11 August 2017. Precup, D. & Teh, Y. W. (eds.). Stroudsburg PA USA: International Machine Learning Society (IMLS), Vol. 8. p. 6176-6185 10 p.

Research output: Chapter in Book/Report/Conference proceedingConference PaperOtherpeer-review

MetaLDA: A topic model that efficiently incorporates meta information

Zhao, H., Du, L., Buntine, W. & Liu, G., 15 Dec 2017, Proceedings - 17th IEEE International Conference on Data Mining, ICDM 2017. Raghavan, V., Aluru, S., Karypis, G., Miele, L. & Wu, X. (eds.). Piscataway USA: IEEE, Institute of Electrical and Electronics Engineers, Vol. 2017-November. p. 635-644 10 p.

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearch

2016

PULP: A system for exploratory search of scientific literature

Medlar, A., Ilves, K., Wang, P., Buntine, W. & Głowacka, D., 7 Jul 2016, Proceedings of the 39th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2016). Aslam, J., Ruthven, I. & Zobel, J. (eds.). New York, NY, USA: Association for Computing Machinery (ACM), p. 1133-1136 4 p.

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

Research on domain-oriented latent policy lineage mining method

Liu, G., Buntine, W., Yang, X. & Fu, W., 29 Feb 2016, Eighth International Conference on Internet Computing for Science and Engineering (ICICSE 2015): 6-8 November 2015, Harbin, China, Proceedings. Ni, J. (ed.). Piscataway, NJ: IEEE, Institute of Electrical and Electronics Engineers, p. 91-97 7 p. 7422463

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearch

2015

A fusion of predicate logic and document semantic distance method orientated on data and context mapping

Liu, G., Sun, S., Buntine, W. & Yang, X., 2015, Proceedings of 2015 4th International Conference on Computer Science and Network Technology, ICCSNT 2015: December 19-20, 2015 Harbin, China. Guo, L. (ed.). Piscataway NJ USA: IEEE, Institute of Electrical and Electronics Engineers, p. 645-651 7 p. 2541

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearch

An association rules text mining algorithm fusion with K-Means improvement

Liu, G., Fu, W., Buntine, W. & Du, Y., 2015, Proceedings of 2015 4th International Conference on Computer Science and Network Technology, ICCSNT 2015: December 19-20, 2015 Harbin, China. Guo, L. (ed.). Piscataway NJ USA: IEEE, Institute of Electrical and Electronics Engineers, p. 781-785 5 p. 2540

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearch

2014

Bibliographic analysis with the citation network topic model

Lim, K. W. & Buntine, W. L., 2014, Proceedings of the Sixth Asian Conference on Machine Learning (ACML 2014). Li, H. & Phung, D. (eds.). Journal of Machine Learning Research (Online) USA: JMLR Workshop and Conference Proceedings, p. 142 - 158 17 p.

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

Experiments with non-parametric topic models

Buntine, W. L. & Mishra, S., 2014, KDD'14: Proceedings of the 20th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Leskovec, J. & Wang, W. (eds.). New York NY USA: Association for Computing Machinery (ACM), p. 881 - 890 10 p.

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

Twitter opinion topic model: Extracting product opinions from tweets by leveraging hashtags and sentiment lexicon

Lim, K. W. & Buntine, W. L., 2014, Proceedings of the 23rd ACM International Conference on Information and Knowledge Management (CIKM'14). Garofalakis, M., Soboroff, I., Suel, T. & Wang, M. (eds.). New York NY USA: Association for Computing Machinery (ACM), p. 1319 - 1328 10 p.

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

2013

Dependent normalized random measures

Chen, C., Rao, V., Buntine, W. & Teh, Y. W., 2013, Proceedings of the 30th International Conference on Machine Learning (ICML 2013): June 16 – June 21, 2013, Atlanta, Georgia, USA. Dasgupta, S. & McAllester, D. (eds.). International Machine Learning Society (IMLS), p. 2006-2014 9 p.

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

Improving LDA topic models for microblogs via tweet pooling and automatic labeling

Mehrotra, R., Sanner, S. P., Buntine, W. L. & Xie, L., 2013, Proceedings of the 36th International ACM SIGIR Conference on Research & Development in Information Retrieval (SIGIR 2013). Kelly, D., de Rijke, M. & Sakai, T. (eds.). New York NY USA: Association for Computing Machinery (ACM), p. 889 - 892 4 p.

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

Topic Segmentation with a Structured Topic Model

Du, L., Buntine, W. L. & Johnson, M., 2013, Proceedings of NAACL-HLT 2013. Daume III, H. & Kirchoff, K. (eds.). Stroudsburg PA USA: Association for Computational Linguistics, p. 190 - 200 11 p.

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

2012

Dependent hierarchical normalized random measures for dynamic topic modeling

Chen, C., Ding, N. & Buntine, W. L., 2012, Proceedings of the 29th International Conference on Machine Learning (ICML 2012). Langford, J. & Pineau, J. (eds.). Edinburgh Scotland UK: Journal of Machine Learning Research (JMLR), p. 895 - 902 8 p.

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

Modelling sequential text with an adaptive topic model

Du, L., Buntine, W. L. & Jin, H., 2012, 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning (EMNLP-CoNLL 2012): Proceedings of the Conference. Henderson, J. & Pasca, M. (eds.). Stroudsburg PA USA: Association for Computational Linguistics, p. 535 - 545 11 p.

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

Preface: Demo session

Van Leeuwen, M., Bonchi, F., Berlingerio, M., Buntine, W. L., Trasarti, R., Raïssi, C., Chau, D. H., Morik, K., Berendt, B. & Ukkonen, A., 2012, Proceedings - 12th IEEE International Conference on Data Mining Workshops, ICDMW 2012.

Research output: Chapter in Book/Report/Conference proceedingConference PaperOtherpeer-review

Score-based Bayesian skill learning

Guo, S., Sanner, S. P., Graepel, T. & Buntine, W. L., 2012, Machine Learning and Knowledge Discovery in Databases. Flach, P. A., De Bie, T. & Cristianini, N. (eds.). Heidelberg Germany: Springer, p. 106 - 121 16 p.

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

2011

Improving topic coherence with regularized topic models

Newman, D., Bonilla, E. V. & Buntine, W. L., 2011, Advances in Neural Information Processing Systems 24: 25th Annual Conference on Neural Information Processing Systems 2011 (NIPS 2011): Volume 1 of 3. Shawe-Taylor, J., Zemel, R., Bartlett, P. & Pereira, F. (eds.). LaJolla CA USA: Neural Information Processing Systems (NIPS), p. 1 - 9 9 p.

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

Sampling table configurations for the hierarchical poisson-dirichlet process

Chen, C., Du, L. & Buntine, W. L., 2011, European Conference on Machine Learning Knowledge Discovery in Databases (ECML PKDD 2011). Gunopulos, D., Hofmann, T., Malerba, D. & Vazirgiannis, M. (eds.). Berlin Germany: Springer-Verlag London Ltd., p. 296 - 311 16 p.

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

2010

Bayesian networks on dirichlet distributed vectors

Buntine, W. L., Du, L. & Nurmi, P., 2010, Proceedings of the Fifth European Workshop on Probabilistic Graphical Models. Myllymaki, P., Roos, T. & Jaakkola, T. (eds.). Helsinki Finland: Helsinki Institute for Information Technology, p. 33 - 40 8 p.

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

Sequential latent dirichlet allocation: Discover underlying topic structures within a document

Du, L., Buntine, W. L. & Jin, H., 2010, Proceedings of the 10th IEEE International Conference on Data Mining. Webb, G. I., Liu, B., Zhang, C., Gunopulos, D. & Wu, X. (eds.). Los Alamitos CA USA: IEEE, Institute of Electrical and Electronics Engineers, p. 148 - 157 10 p.

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

2009

Estimating likelihoods for topic models

Buntine, W. L., 2009, Advances in Machine Learning: First Asian Conference on Machine Learning, ACML 2009, Proceedings. Zhou, Z-H. & Washio, T. (eds.). Berlin Germany: Springer-Verlag London Ltd., p. 51 - 64 14 p.

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

Kernel conditional quantile estimation via reduction revisited

Quadrianto, N., Kersting, K., Reid, M. D., Caetano, T. S. & Buntine, W. L., 2009, Proceedings - IEEE International Conference on Data Mining, ICDM. Wang, W., Kargupta, H., Ranka, S., Yu, P. S. & Wu, X. (eds.). Piscataway NJ USA: IEEE, Institute of Electrical and Electronics Engineers, p. 938 - 943 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

2007

Open source search and research

Beigbeder, M., Buntine, W. & Yee, W. G., 1 Dec 2007, Proceedings of the International Workshop on Research Issues in Digital Libraries, IWRIDL-2006, in Association with ACM SIGIR. 1364748

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

2006

ALVIS - Superpeer semantic search engine - ECDL 2006 demo submission

Pedersen, G. S., Ardö, A., Cromme, M., Taylor, M. & Buntine, W., 1 Jan 2006, 2nd International Workshop on Parameterized and Exact Computation, IWPEC 2006. Springer-Verlag London Ltd., p. 461-462 2 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 4172 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

Discrete component analysis

Buntine, W. & Jakulin, A., 1 Jan 2006, Subspace, Latent Structure and Feature Selection - Statistical and Optimization Perspectives Workshop, SLSFS 2005, Revised Selected Papers. Springer-Verlag London Ltd., p. 1-33 33 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 3940 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

2005

A temporally adaptive content-based relevance ranking algorithm

Perkiö, J., Buntine, W. & Tirri, H., 1 Dec 2005, SIGIR 2005 - Proceedings of the 28th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval. Association for Computing Machinery (ACM), p. 647-648 2 p. (SIGIR 2005 - Proceedings of the 28th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval).

Research output: Chapter in Book/Report/Conference proceedingConference PaperOtherpeer-review

Multi-faceted information retrieval system for large scale email archives

Perkiö, J., Tuulos, V., Buntine, W. & Tirri, H., 1 Dec 2005, Proceedings - 2005 IEEE/WIC/ACM InternationalConference on Web Intelligence, WI 2005. Vol. 2005. p. 557-564 8 p. 1517908

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

Opportunities from open source search

Buntine, W., Aberer, K., Podnar, I. & Rajman, M., 1 Dec 2005, Proceedings - 2005 IEEE/WIC/ACM InternationalConference on Web Intelligence, WI 2005. Vol. 2005. p. 2-8 7 p. 1517807

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

Topic-specific link analysis using independent components for information retrieval

Buntine, W., Löfström, J., Perttu, S. & Valtonen, K., 1 Dec 2005, AAAI Workshop - Technical Report. Vol. WS-05-07. p. 47-52 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

2004

A scalable topic-based open source search engine

Buntine, W., Löfström, J., Perkiö, J., Perttu, S., Poroshin, V., Silander, T., Tirri, H., Tuominen, A. & Tuulos, V., 1 Dec 2004, Proceedings - IEEE/WIC/ACM International Conference on Web Intelligence, WI 2004. Zhong, N., Tirri, H., Yao, Y. & Zhou, L. (eds.). p. 228-234 7 p.

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

Automated synthesis of data analysis programs: learning in logic

Buntine, W., 2004, 14th International Conference ILP 2004: Inductive Logic Programming; : Porto; Portugal; 6 September 2004 through 8 September 2004. Springer, 1 p. (Lecture Notes in Computer Science; vol. 3194).

Research output: Chapter in Book/Report/Conference proceedingConference PaperOtherpeer-review

Exploring independent trends in a topic-based search engine

Perkiö, J., Buntine, W. & Perttu, S., 2004, Proceedings - IEEE/WIC/ACM International Conference on Web Intelligence, WI 2004: Beijing; China; 20 September 2004 through 24 September 2004. Zhong, N., Tirri, H., Yao, Y. & Zhou, L. (eds.). IEEE, Institute of Electrical and Electronics Engineers, p. 664-668 5 p.

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

2003

Automatic derivation of statistical algorithms: The EM family and beyond

Gray, A. G., Fischer, B., Schumann, J. & Buntine, W., 1 Jan 2003, Advances in Neural Information Processing Systems 15 - Proceedings of the 2002 Conference, NIPS 2002. Neural information processing systems foundation

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

2002

Variational extensions to EM and multinomial PCA

Buntine, W., 1 Jan 2002, Machine Learning: ECML 2002 - 13th European Conference on Machine Learning, Proceedings. Elomaa, T., Mannila, H. & Toivonen, H. (eds.). Springer-Verlag London Ltd., p. 23-34 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 2430).

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review