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Block Model Guided Unsupervised Feature Selection

Jul 05, 2020
Zilong Bai, Hoa Nguyen, Ian Davidson

* Proceedings of the 26th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD2020) 
* Published at KDD2020 

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Efficient Algorithms for Generating Provably Near-Optimal Cluster Descriptors for Explainability

Feb 06, 2020
Prathyush Sambaturu, Aparna Gupta, Ian Davidson, S. S. Ravi, Anil Vullikanti, Andrew Warren


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A Graph-Based Approach for Active Learning in Regression

Jan 30, 2020
Hongjing Zhang, S. S. Ravi, Ian Davidson

* SDM 2020 camera-ready. 9 pages, 4 figures, links to supplementary material available at https://sdm2020.s3-us-west-1.amazonaws.com/supplementary.pdf 

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Coverage-based Outlier Explanation

Nov 06, 2019
Yue Wu, Leman Akoglu, Ian Davidson


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Deep Constrained Clustering - Algorithms and Advances

Jan 29, 2019
Hongjing Zhang, Sugato Basu, Ian Davidson


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Towards Fair Deep Clustering With Multi-State Protected Variables

Jan 29, 2019
Bokun Wang, Ian Davidson

* under review as a conference paper at icml 2019 

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On The Equivalence of Tries and Dendrograms - Efficient Hierarchical Clustering of Traffic Data

Oct 12, 2018
Chia-Tung Kuo, Ian Davidson


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Probabilistic Formulations of Regression with Mixed Guidance

Apr 01, 2018
Aubrey Gress, Ian Davidson

* Appeared in ICDM 2016 

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Transfer Regression via Pairwise Similarity Regularization

Dec 23, 2017
Aubrey Gress, Ian Davidson


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Dense Transformer Networks

Jun 08, 2017
Jun Li, Yongjun Chen, Lei Cai, Ian Davidson, Shuiwang Ji


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Some Advances in Role Discovery in Graphs

Sep 09, 2016
Sean Gilpin, Chia-Tung Kuo, Tina Eliassi-Rad, Ian Davidson


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Stochastic Coordinate Coding and Its Application for Drosophila Gene Expression Pattern Annotation

Dec 09, 2014
Binbin Lin, Qingyang Li, Qian Sun, Ming-Jun Lai, Ian Davidson, Wei Fan, Jieping Ye


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Minimum Message Length Clustering Using Gibbs Sampling

Jan 16, 2013
Ian Davidson

* Appears in Proceedings of the Sixteenth Conference on Uncertainty in Artificial Intelligence (UAI2000) 

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On Constrained Spectral Clustering and Its Applications

Sep 21, 2012
Xiang Wang, Buyue Qian, Ian Davidson

* Data Mining and Knowledge Discovery, 2012 

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A Reconstruction Error Formulation for Semi-Supervised Multi-task and Multi-view Learning

Feb 04, 2012
Buyue Qian, Xiang Wang, Ian Davidson


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