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2019

Restricted Recurrent Neural Networks

DIao, E., DIng, J. & Tarokh, V., Dec 2019, Proceedings - 2019 IEEE International Conference on Big Data, Big Data 2019. Baru, C., Huan, J., Khan, L., Hu, X. T., Ak, R., Tian, Y., Barga, R., Zaniolo, C., Lee, K. & Ye, Y. F. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 56-63 8 p. 9006257. (Proceedings - 2019 IEEE International Conference on Big Data, Big Data 2019).

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

2018

A Penalized Method for the Predictive Limit of Learning

Ding, J., Diao, E., Zhou, J. & Tarokh, V., Sep 10 2018, 2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 4414-4418 5 p. 8461832. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2018-April).

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

Detecting structural changes in dependent data

DIng, J., Xiang, Y., Shen, L. & Tarokh, V., Mar 7 2018, 2017 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2017 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 750-754 5 p. (2017 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2017 - Proceedings; vol. 2018-January).

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

Evolutionary Spectra Based on the Multitaper Method with Application to Stationarity Test

Xiang, Y., Ding, J. & Tarokh, V., Sep 10 2018, 2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 3994-3998 5 p. 8461443. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2018-April).

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

1 Scopus citations

Graphical nonconvex optimization via an adaptive convex relaxation

Sun, Q., Tan, K. M., Liu, H. & Zhang, T., Jan 1 2018, 35th International Conference on Machine Learning, ICML 2018. Krause, A. & Dy, J. (eds.). International Machine Learning Society (IMLS), Vol. 11. p. 7638-7645 8 p.

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

Modeling nonlinearity in multi-dimensional dependent data

Han, Q., Ding, J., Airoldi, E. & Tarokh, V., Mar 7 2018, 2017 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2017 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 206-210 5 p. (2017 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2017 - Proceedings; vol. 2018-January).

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

Optimal prediction of data with unknown abrupt change points

Ding, J., Zhou, J. & Tarokh, V., Mar 7 2018, 2017 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2017 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 928-932 5 p. (2017 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2017 - Proceedings; vol. 2018-January).

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

1 Scopus citations
2017

Anomaly detection for categorical observations using latent gaussian process

Lv, F., Yang, G., Wu, J., Liu, C. & Yang, Y., Jan 1 2017, Neural Information Processing - 24th International Conference, ICONIP 2017, Proceedings. Zhao, D., Li, Y., El-Alfy, E-S. M., Liu, D. & Xie, S. (eds.). Springer Verlag, p. 285-296 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10638 LNCS).

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

Tripoles: A new class of relationships in time series data

Agrawal, S., Atluri, G., Karpatne, A., Haltom, W., Liess, S., Chatterjee, S. B. & Kumar, V., Aug 13 2017, KDD 2017 - Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 697-706 10 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining; vol. Part F129685).

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

4 Scopus citations
2016

Absolute fused lasso and its application to genome-wide association studies

Yang, T., Liu, J., Gong, P., Zhang, R., Shen, X. & Ye, J., Aug 13 2016, KDD 2016 - Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 1955-1964 10 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining; vol. 13-17-August-2016).

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

3 Scopus citations

A general framework to increase the robustness of model-based change point detection algorithms to outliers and noise

Chen, X. C., Yao, Y., Shi, S., Chatterjee, S., Kumar, V. & Faghmous, J. H., Jan 1 2016, 16th SIAM International Conference on Data Mining 2016, SDM 2016. Venkatasubramanian, S. C. & Meira, W. (eds.). Society for Industrial and Applied Mathematics Publications, p. 162-170 9 p. (16th SIAM International Conference on Data Mining 2016, SDM 2016).

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

Laplace approximation in high-dimensional Bayesian regression

Barber, R. F., Drton, M. & Tan, K. M., Jan 1 2016, Statistical Analysis for High-Dimensional Data - The Abel Symposium, 2014. Buhlmann, P., Glad, I. K., Langaas, M., Richardson, S., Frigessi, A. & Vannucci, M. (eds.). Springer Heidelberg, p. 15-36 22 p. (Abel Symposia; vol. 11).

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

4 Scopus citations

Optimal sequential test with finite horizon and constrained sensor selection

Li, S., Li, X., Wang, X. & Liu, J., Aug 10 2016, Proceedings - ISIT 2016; 2016 IEEE International Symposium on Information Theory. Institute of Electrical and Electronics Engineers Inc., p. 1546-1550 5 p. 7541558. (IEEE International Symposium on Information Theory - Proceedings; vol. 2016-August).

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

1 Scopus citations
2015

Fast and robust supervised learning in high dimensions using the geometry of the data

Mukherjee, U. K., Majumdar, S. & Chatterjee, S., Jan 1 2015, Advances in Data Mining: Applications and Theoretical Aspects - 15th Industrial Conference, ICDM 2015, Proceedings. Perner, P. (ed.). Springer- Verlag, p. 109-123 15 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9165).

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

Multi-sensor generalized sequential probability ratio test using level-triggered sampling

Li, S., Li, X., Wang, X. & Liu, J., 2015, 2015 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2015. Institute of Electrical and Electronics Engineers Inc., p. 363-367 5 p. 7418218

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

2 Scopus citations

Uniformly efficient simulation for tail probabilities of Gaussian random fields

Xu, G., Jan 23 2015, Proceedings of the 2014 Winter Simulation Conference, WSC 2014. Tolk, A., Yilmaz, L., Diallo, S. Y. & Ryzhov, I. O. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 533-542 10 p. 7019918. (Proceedings - Winter Simulation Conference; vol. 2015-January).

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

1 Scopus citations
2014

Fast algorithm for computing weighted projection quantiles and data depth for high-dimensional large data clouds

Mukherjee, U. K. & Chatterjee, S., Jan 1 2014, Proceedings - 2014 IEEE International Conference on Big Data, IEEE Big Data 2014. Chang, W., Huan, J., Cercone, N., Pyne, S., Honavar, V., Lin, J., Hu, X. T., Aggarwal, C., Mobasher, B., Pei, J. & Nambiar, R. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 64-71 8 p. 7004358. (Proceedings - 2014 IEEE International Conference on Big Data, IEEE Big Data 2014).

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

2 Scopus citations
2013

Contextual time serios change detection

Chen, X. C., Steinhaeuser, K., Boriah, S., Chatterjee, S. B. & Kumar, V., Jan 1 2013, SIAM International Conference on Data Mining 2013, SMD 2013. Society for Industrial and Applied Mathematics Publications, p. 503-511 9 p. (SIAM International Conference on Data Mining 2013, SMD 2013).

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

2012

Feature grouping and selection over an undirected graph

Yang, S., Yuan, L., Lai, Y. C., Shen, X., Wonka, P. & Ye, J., Sep 14 2012, KDD'12 - 18th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. p. 922-930 9 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

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

73 Scopus citations

Optimal exact least squares rank minimization

Xiang, S., Zhu, Y., Shen, X. T. & Ye, J., Sep 14 2012, KDD'12 - 18th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. p. 480-488 9 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

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

16 Scopus citations

Randomized allocation with dimension reduction in a bandit problem with covariates

Qian, W. & Yang, Y., Dec 1 2012, Proceedings - 2012 9th International Conference on Fuzzy Systems and Knowledge Discovery, FSKD 2012. p. 1537-1541 5 p. 6234368. (Proceedings - 2012 9th International Conference on Fuzzy Systems and Knowledge Discovery, FSKD 2012).

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

1 Scopus citations

Rare-event simulations for exponential integrals of smooth Gaussian processes

Liu, J. & Xu, G., Dec 1 2012, Proceedings of the 2012 Winter Simulation Conference, WSC 2012. 6465201. (Proceedings - Winter Simulation Conference).

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

2 Scopus citations

Sparse group lasso: Consistency and climate applications

Chatterjee, S., Steinhaeuser, K., Banerjee, A., Chatterjee, S. B. & Ganguly, A., Dec 1 2012, Proceedings of the 12th SIAM International Conference on Data Mining, SDM 2012. p. 47-58 12 p. (Proceedings of the 12th SIAM International Conference on Data Mining, SDM 2012).

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

36 Scopus citations

Testing the significance of spatio-temporal teleconnection patterns

Kawale, J., Chatterjee, S. B., Ormsby, D., Steinhaeuser, K., Liess, S. & Kumar, V., Sep 14 2012, KDD'12 - 18th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. p. 642-650 9 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

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

14 Scopus citations
2011

Probabilistic matrix addition

Agovic, A., Banerjee, A. & Chatterjee, S. B., Oct 7 2011, Proceedings of the 28th International Conference on Machine Learning, ICML 2011. p. 1025-1032 8 p. (Proceedings of the 28th International Conference on Machine Learning, ICML 2011).

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

7 Scopus citations

Sparse Group Lasso for regression on land climate variables

Chatterjee, S., Banerjee, A., Chatterjee, S. B. & Ganguly, A. R., Dec 1 2011, Proceedings - 11th IEEE International Conference on Data Mining Workshops, ICDMW 2011. p. 1-8 8 p. 6137353. (Proceedings - IEEE International Conference on Data Mining, ICDM).

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

7 Scopus citations
2007

Proper statistical modeling and validation in QSAR: A case study in the prediction of rat fat-air partitioning

Basak, S. C., Mills, D., Hawkins, D. M. & Kraker, J. J., Dec 1 2007, Computation in Modern Science and Engineering - Proceedings of the International Conference on Computational Methods in Science and Engineering 2007 (ICCMSE 2007). 2 ed. p. 548-551 4 p. (AIP Conference Proceedings; vol. 963, no. 2).

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

8 Scopus citations
2006

Multiple video object extraction using multi-category ψ-learning

Liu, Y., Zheng, Y. F. & Shen, X. T., Dec 1 2006, 2006 IEEE International Conference on Acoustics, Speech, and Signal Processing - Proceedings. Vol. 5. 1661424

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

1 Scopus citations

On L1-norm multi-class support vector machines

Wang, L., Shen, X. T. & Zheng, Y. F., Dec 1 2006, Proceedings - 5th International Conference on Machine Learning and Applications, ICMLA 2006. p. 83-88 6 p. 4041474

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

2 Scopus citations
2003

A statistically rigorous approach for improving simulation methodology

Yi, J. J., Lilja, D. J. & Hawkins, D. M., Jan 1 2003, Proceedings - 9th International Symposium on High-Performance Computer Architecture, HPCA 2003. IEEE Computer Society, p. 281-291 11 p. 1183546. (Proceedings - International Symposium on High-Performance Computer Architecture; vol. 12).

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

100 Scopus citations
1994

Asymptotically optimal function estimation by minimum complexity criteria

Barron, A., Yang, Y. & Yu, B., Dec 1 1994, IEEE International Symposium on Information Theory - Proceedings. IEEE

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

9 Scopus citations
1985

EVALUATION OF STATISTICAL CLASSIFICATION PROCEDURES IN REMOTE SENSING.

Elphinstone, C. D., Lonergan, A. T., Fatti, L. P. & Hawkins, D. M., Dec 1 1985, Unknown Host Publication Title. Univ of Natal, p. 5-12 8 p.

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