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Adams B, Phung D and Venkatesh S (2012), "Funniest thing I've seen since [href=//flic. kr/p/KGEGB]: shifting perspectives from multimedia artefacts to utterances", In International workshop on Socially-aware multimedia. , pp. 57-60.
BibTeX:
@inproceedings{adams2012funniest,
  author = {Adams, Brett and Phung, Dinh and Venkatesh, Svetha},
  title = {Funniest thing I've seen since [href=//flic. kr/p/KGEGB]: shifting perspectives from multimedia artefacts to utterances},
  booktitle = {International workshop on Socially-aware multimedia},
  year = {2012},
  pages = {57--60}
}
Adams B, Greenhill S and Venkatesh S (2012), "Towards a video browser for the digital native", In IEEE International Conference on Multimedia and Expo Workshops (ICMEW). , pp. 127-132.
BibTeX:
@inproceedings{adams2012towards,
  author = {Adams, Brett and Greenhill, Stewart and Venkatesh, Svetha},
  title = {Towards a video browser for the digital native},
  booktitle = {IEEE International Conference on Multimedia and Expo Workshops (ICMEW)},
  year = {2012},
  pages = {127--132}
}
Saha B, Phung D, Pham DS and Venkatesh S (2012), "Sparse Subspace Representation for Spectral Document Clustering", In 12th International Conference on Data Mining (ICDM). , pp. 1092-1097.
BibTeX:
@inproceedings{budhaditya2012sparse,
  author = {Saha, Budhaditya and Phung, Dinh and Pham, Duc Son and Venkatesh, Svetha},
  title = {Sparse Subspace Representation for Spectral Document Clustering},
  booktitle = {12th International Conference on Data Mining (ICDM)},
  year = {2012},
  pages = {1092--1097}
}
Duong T, Venkatesh S, Phung D, Greenhill S and Adams (2012), "TOBY playpad - an accelarated learning tool for children with autism", Autism Spectrum Disorder Research Forum, Melbourne, Australia. November, 2012.
BibTeX:
@misc{duong_venkatesh_phung_greenhill_adams_vac12,
  author = {Duong, T. and Venkatesh, S. and Phung, D. and Greenhill, S. and Adams},
  title = {TOBY playpad - an accelarated learning tool for children with autism},
  howpublished = {Autism Spectrum Disorder Research Forum, Melbourne, Australia},
  year = {2012}
}
Greenhill SES, Tan SC, West GAW and Venkatesh S (2012), "Testing surveillance camera installations" (US8305438)
BibTeX:
@patent{greenhill2012testing,
  author = {Greenhill, Stewart Ellis Smith and Tan, Seng C and West, Geoffrey Alec William and Venkatesh, Svetha},
  title = {Testing surveillance camera installations},
  year = {2012},
  number = {US8305438},
  url = {https://patents.google.com/patent/US8305438}
}
Gupta S, Phung D and Venkatesh S (2012), "A Bayesian Nonparametric Joint Factor Model for Learning Shared and Individual Subspaces from Multiple Data Sources", In 12th SIAM International Conference on Data Mining. , pp. 200-211.
BibTeX:
@inproceedings{gupta2012bayesian,
  author = {Gupta, Sunil and Phung, Dinh and Venkatesh, Svetha},
  title = {A Bayesian Nonparametric Joint Factor Model for Learning Shared and Individual Subspaces from Multiple Data Sources},
  booktitle = {12th SIAM International Conference on Data Mining},
  year = {2012},
  pages = {200--211}
}
Gupta S, Phung D and Venkatesh S (2012), "A nonparametric Bayesian Poisson Gamma model for count data", In Pattern Recognition (ICPR), 2012 21st International Conference on. , pp. 1815-1818.
BibTeX:
@inproceedings{gupta2012nonparametric,
  author = {Gupta, Sunil and Phung, Dinh and Venkatesh, Svetha},
  title = {A nonparametric Bayesian Poisson Gamma model for count data},
  booktitle = {Pattern Recognition (ICPR), 2012 21st International Conference on},
  year = {2012},
  pages = {1815--1818}
}
Gupta SK, Phung D and Venkatesh S (2012), "A slice sampler for restricted hierarchical beta process with applications to shared subspace learning", In Proceedings of the Twenty-Eighth Conference on Uncertainty in Artificial Intelligence. , pp. 316-325.
BibTeX:
@inproceedings{gupta2012slice,
  author = {Gupta, Sunil Kumar and Phung, Dinh and Venkatesh, Svetha},
  title = {A slice sampler for restricted hierarchical beta process with applications to shared subspace learning},
  booktitle = {Proceedings of the Twenty-Eighth Conference on Uncertainty in Artificial Intelligence},
  year = {2012},
  pages = {316--325}
}
Low SY, Venkatesh S and Nordholm S (2012), "A spectral slit approach to doubletalk detection", IEEE Transactions on Audio, Speech, and Language Processing. Vol. 20(3), pp. 1074-1080. IEEE.
Abstract: A new class of doubletalk detector based on exploiting a spectral slit is proposed. This is achieved by spectrally deleting a frequency band in the far-end signal such that when the near-end signal is present, only the near-end spectral information is present. The proposed method relies solely on the detection of speech activity period in the slit area, and significantly, it requires no estimation of the echo path. Evaluation in typical acoustic echo setups shows that the proposed method outperforms other conventional doubletalk detectors in terms of probability of miss detection even under poor echo-to-noise ratio (ENR), low echo-to-far-end ratio (EFR) conditions, and echo path change.
BibTeX:
@article{low2012spectral,
  author = {Low, Siow Yong and Venkatesh, Svetha and Nordholm, Sven},
  title = {A spectral slit approach to doubletalk detection},
  journal = {IEEE Transactions on Audio, Speech, and Language Processing},
  publisher = {IEEE},
  year = {2012},
  volume = {20},
  number = {3},
  pages = {1074--1080},
  url = {http://ieeexplore.ieee.org/abstract/document/6020749/},
  doi = {10.1109/TASL.2011.2168210}
}
Nguyen T, Phung D, Adams B and Venkatesh S (2012), "Emotional reactions to real-world events in social networks", In International conference on New Frontiers in Applied Data Mining. , pp. 53-64. Springer.
BibTeX:
@inproceedings{Nguyen2012,
  author = {Nguyen, Thin and Phung, Dinh and Adams, Brett and Venkatesh, Svetha},
  title = {Emotional reactions to real-world events in social networks},
  booktitle = {International conference on New Frontiers in Applied Data Mining},
  publisher = {Springer},
  year = {2012},
  pages = {53--64}
}
Nguyen TV, Phung D, Rana S, Pham DS and Venkatesh S (2012), "Multi-modal abnormality detection in video with unknown data segmentation", In 21st International Conference on Pattern Recognition. , pp. 1322-1325.
BibTeX:
@inproceedings{nguyen2012multi,
  author = {Nguyen, Tien Vu and Phung, Dinh and Rana, Santu and Pham, Duc Son and Venkatesh, Svetha},
  title = {Multi-modal abnormality detection in video with unknown data segmentation},
  booktitle = {21st International Conference on Pattern Recognition},
  year = {2012},
  pages = {1322--1325}
}
Nguyen T, Phung D, Adams B and Venkatesh S (2012), "A Sentiment-Aware Approach to Community Formation in Social Media.", In ICWSM: Sixth International Conference on Weblogs and Social Media. , pp. 527-530.
BibTeX:
@inproceedings{nguyen2012sentiment,
  author = {Nguyen, Thin and Phung, Dinh and Adams, Brett and Venkatesh, Svetha},
  title = {A Sentiment-Aware Approach to Community Formation in Social Media.},
  booktitle = {ICWSM: Sixth International Conference on Weblogs and Social Media},
  year = {2012},
  pages = {527--530}
}
Pham D-S and Venkatesh S (2012), "Improved image recovery from compressed data contaminated with impulsive noise", IEEE Transactions on Image Processing. Vol. 21(1), pp. 397-405. IEEE.
BibTeX:
@article{Pham2012,
  author = {Pham, Duc-Son and Venkatesh, Svetha},
  title = {Improved image recovery from compressed data contaminated with impulsive noise},
  journal = {IEEE Transactions on Image Processing},
  publisher = {IEEE},
  year = {2012},
  volume = {21},
  number = {1},
  pages = {397--405}
}
Pham D-S, Budhaditya S, Phung D and Venkatesh S (2012), "Improved subspace clustering via exploitation of spatial constraints", In IEEE Conference on Computer Vision and Pattern Recognition (CVPR). , pp. 550-557.
BibTeX:
@inproceedings{Pham2012a,
  author = {Pham, Duc-Son and Budhaditya, Saha and Phung, Dinh and Venkatesh, Svetha},
  title = {Improved subspace clustering via exploitation of spatial constraints},
  booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2012},
  pages = {550--557}
}
Rana S, Phung D, Pham S and Venkatesh S (2012), "Large-scale statistical modeling of motion patterns: a Bayesian nonparametric approach", In Eighth Indian Conference on Computer Vision, Graphics and Image Processing. , pp. 7:1-7:8.
BibTeX:
@inproceedings{rana2012large,
  author = {Rana, Santu and Phung, Dinh and Pham, Sonny and Venkatesh, Svetha},
  title = {Large-scale statistical modeling of motion patterns: a Bayesian nonparametric approach},
  booktitle = {Eighth Indian Conference on Computer Vision, Graphics and Image Processing},
  year = {2012},
  pages = {7:1--7:8}
}
Tran T, Phung D and Venkatesh S (2012), "Learning From Ordered Sets and Applications in Collaborative Ranking.", In ACML: Asian Conference on Machine Learning. , pp. 427-442.
BibTeX:
@inproceedings{Tran2012,
  author = {Tran, Truyen and Phung, Dinh and Venkatesh, Svetha},
  title = {Learning From Ordered Sets and Applications in Collaborative Ranking.},
  booktitle = {ACML: Asian Conference on Machine Learning},
  year = {2012},
  pages = {427--442}
}
Tran T, Phung D and Venkatesh S (2012), "Cumulative Restricted Boltzmann Machines for Ordinal Matrix Data Analysis.", In ACML: Asian Conference on Machine Learning. , pp. 411-426.
BibTeX:
@inproceedings{tran2012cumulative,
  author = {Tran, Truyen and Phung, Dinh and Venkatesh, Svetha},
  title = {Cumulative Restricted Boltzmann Machines for Ordinal Matrix Data Analysis.},
  booktitle = {ACML: Asian Conference on Machine Learning},
  year = {2012},
  pages = {411--426}
}
Tran T, Phung D and Venkatesh S (2012), "Embedded Restricted Boltzmann Machines for fusion of mixed data types and applications in social measurements analysis", In 15th International Conference on Information Fusion (FUSION). , pp. 1814-1821.
BibTeX:
@inproceedings{tran2012embedded,
  author = {Tran, Truyen and Phung, Dinh and Venkatesh, Svetha},
  title = {Embedded Restricted Boltzmann Machines for fusion of mixed data types and applications in social measurements analysis},
  booktitle = {15th International Conference on Information Fusion (FUSION)},
  year = {2012},
  pages = {1814--1821}
}
Tran T, Phung D and Venkatesh S (2012), "Learning boltzmann distance metric for face recognition", In IEEE International Conference on Multimedia and Expo. , pp. 218-223.
BibTeX:
@inproceedings{tran2012learning,
  author = {Tran, Truyen and Phung, Dinh and Venkatesh, Svetha},
  title = {Learning boltzmann distance metric for face recognition},
  booktitle = {IEEE International Conference on Multimedia and Expo},
  year = {2012},
  pages = {218--223}
}
Tran T, Phung D and Venkatesh S (2012), "A Sequential Decision Approach to Ordinal Preferences in Recommender Systems.", In Twenty-Sixth AAAI Conference on Artificial Intelligence. , pp. 676-682.
BibTeX:
@inproceedings{tran2012sequential,
  author = {Tran, Truyen and Phung, Dinh and Venkatesh, Svetha},
  title = {A Sequential Decision Approach to Ordinal Preferences in Recommender Systems.},
  booktitle = {Twenty-Sixth AAAI Conference on Artificial Intelligence},
  year = {2012},
  pages = {676--682}
}
Truong B and Venkatesh S (2012), "Curtin at TRECVID 2006: Shot boundary detection based and rushes summarization", In TRECVID-06: Video retrieval workshop. , pp. 1-6.
BibTeX:
@inproceedings{truong2012curtin,
  author = {Truong, BT and Venkatesh, Svetha},
  title = {Curtin at TRECVID 2006: Shot boundary detection based and rushes summarization},
  booktitle = {TRECVID-06: Video retrieval workshop},
  year = {2012},
  pages = {1--6}
}
Venkatesh S, Greenhill S, Phung D, Adams B and Duong T (2012), "Pervasive multimedia for autism intervention", Pervasive and Mobile Computing. Vol. 8(6), pp. 863-882. Elsevier.
BibTeX:
@article{venkatesh2012pervasive,
  author = {Venkatesh, Svetha and Greenhill, Stewart and Phung, D and Adams, Brett and Duong, Thi},
  title = {Pervasive multimedia for autism intervention},
  journal = {Pervasive and Mobile Computing},
  publisher = {Elsevier},
  year = {2012},
  volume = {8},
  number = {6},
  pages = {863--882}
}
Xu X, Liu W and Venkatesh S (2012), "An innovative face image enhancement based on principle component analysis", International Journal of Machine Learning and Cybernetics. Vol. 3(4), pp. 259-267. Springer.
BibTeX:
@article{xu2012innovative,
  author = {Xu, Xiang and Liu, Wanquan and Venkatesh, Svetha},
  title = {An innovative face image enhancement based on principle component analysis},
  journal = {International Journal of Machine Learning and Cybernetics},
  publisher = {Springer},
  year = {2012},
  volume = {3},
  number = {4},
  pages = {259--267}
}
Zhang X, Pham D-S, Liu W and Venkatesh S (2012), "Optimal metric selection for improved multi-pose face recognition with group information", In 21st International Conference on Pattern Recognition (ICPR). , pp. 1675-1678.
Abstract: We address the limitation of sparse representation based classification with group information for multi-pose face recognition. First, we observe that the key issue of such classification problem lies in the choice of the metric norm of the residual vectors, which represent the fitness of each class. Then we point out that limitation of the current sparse representation classification algorithms is the wrong choice of the L2 norm, which does not match with data statistics as these residual values may be considerably non-Gaussian. We propose an explicit but effective solution using Lp norm and explain theoretically and numerically why such metric norm would be able to suppress outliers and thus can significantly improve classification performance comparable to the state-of-arts algorithms on some challenging datasets.
BibTeX:
@inproceedings{zhang2012optimal,
  author = {Zhang, Xin and Pham, Duc-Son and Liu, Wanquan and Venkatesh, Svetha},
  title = {Optimal metric selection for improved multi-pose face recognition with group information},
  booktitle = {21st International Conference on Pattern Recognition (ICPR)},
  year = {2012},
  pages = {1675--1678}
}