Artificial Intelligence - Publications Archive
2011
Cost-Sensitive Boosting,
, Pattern Analysis and Machine Intelligence, IEEE Transactions on, March, Volume 33, Number 2, p.294 -309, (2011). PDF
2010
A rational model of eye movement control in reading,
, Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics, July, Stroudsburg, PA, USA, p.1168–1178, (2010). ACL '10. Uppsala, Sweden. URL PDF
An online learning-based framework for tracking,
, Proceedings of Conference on Uncertainty in Artificial Intelligence, July, (2010). UAI '10. Catalina Island, CA. PDF
Anomaly detection in crowded scenes,
, Computer Vision and Pattern Recognition (CVPR), 2010 IEEE Conference on, June, p.1975 -1981, (2010). PDF
Beyond Heuristics: Learning to Classify Vulnerabilities and Predict Exploits,
, Proceedings of the ACM SIGKDD Conference, July, Washington D.C., p.105–114, (2010). KDD '10. Washington, DC, USA. URL PDF
Clustering dynamic textures with the hierarchical EM algorithm,
, Computer Vision and Pattern Recognition (CVPR), 2010 IEEE Conference on, June, p.2022 -2029, (2010). PDF
Context based object categorization: A critical survey,
, Computer Vision and Image Understanding, March, Volume 114, Number 6, p.712 - 722, (2010). [Special Issue on Multi-Camera and Multi-Modal Sensor Fusion] URL PDF
Convex Optimizations for Distance Metric Learning and Pattern Classification [Applications Corner],
, Signal Processing Magazine, IEEE, May, Volume 27, Number 3, p.146 -158, (2010). PDF
Facial expression recognition using Gabor motion energy filters,
, Computer Vision and Pattern Recognition Workshops (CVPRW), 2010 IEEE Computer Society Conference on, June, p.42 -47, (2010). PDF
Hilbert Space Embeddings and Metrics on Probability Measures,
, J. Mach. Learn. Res., August, Volume 11, p.1517–1561, (2010). URL PDF
Learning gene regulatory networks from only positive and unlabeled data,
, BMC Bioinformatics, May, Volume 11, Number 1, p.228, (2010). URL PDF
Metric Learning to Rank,
; , Proceedings of the 27th International Conference on Machine Learning (ICML-10), June, Haifa, Israel, p.775–782, (2010). URL PDF
Modeling Music as a Dynamic Texture,
, Audio, Speech, and Language Processing, IEEE Transactions on, March, Volume 18, Number 3, p.602 -612, (2010). PDF
Multi-class object localization by combining local contextual interactions,
, Computer Vision and Pattern Recognition (CVPR), 2010 IEEE Conference on, June, p.113 -120, (2010). PDF
Non-parametric estimation of integral probability metrics,
, Information Theory Proceedings (ISIT), 2010 IEEE International Symposium on, June, p.1428 -1432, (2010). PDF
On the design of robust classifiers for computer vision,
, Computer Vision and Pattern Recognition (CVPR), 2010 IEEE Conference on, June, p.779 -786, (2010). PDF
On the relation between universality, characteristic kernels and RKHS embedding of measures,
, Proceedings of the Thirteenth International Conference on Artificial Intelligence and Statistics (AI-STATS), May, Volume 9, (2010). Sardinia, Italy. PDF
Risk minimization, probability elicitation, and cost-sensitive SVMs,
; , Proceedings of the 27th International Conference on Machine Learning (ICML-10), June, Haifa, Israel, p.759–766, (2010). URL PDF
Robust classification of objects, faces, and flowers using natural image statistics,
, Computer Vision and Pattern Recognition (CVPR), 2010 IEEE Conference on, June, p.2472 -2479, (2010). PDF
Sparse signal recovery in the presence of correlated multiple measurement vectors,
, Acoustics Speech and Signal Processing (ICASSP), 2010 IEEE International Conference on, March, p.3986 -3989, (2010). PDF
Spatiotemporal Saliency in Dynamic Scenes,
, Pattern Analysis and Machine Intelligence, IEEE Transactions on, January, Volume 32, Number 1, p.171 -177, (2010). PDF
Toward real-time grocery detection for the visually impaired,
, Computer Vision and Pattern Recognition Workshops (CVPRW), 2010 IEEE Computer Society Conference on, June, p.49 -56, (2010). PDF
Word spotting in the wild,
, Proceedings of the 11th European conference on Computer vision: Part I, September, Berlin, Heidelberg, p.591–604, (2010). ECCV'10. Heraklion, Crete, Greece. URL PDF
2009
A fast online algorithm for large margin training of continuous density hidden markov models,
, Proceedings of the 10th Annual Conference of the International Speech Communication Association, September, p.668, (2009). Interspeech-09. Brighton, UK. URL PDF
A model of local coherence effects in human sentence processing as consequences of updates from bottom-up prior to posterior beliefs,
, Proceedings of Human Language Technologies: The 2009 Annual Conference of the North American Chapter of the Association for Computational Linguistics, May, Stroudsburg, PA, USA, p.665–673, (2009). NAACL '09. Boulder, Colorado. URL PDF
A Parameter-free Hedging Algorithm,
; , Advances in Neural Information Processing Systems 22, December, p.297–305, (2009). Vancouver, Canada. PDF
A probabilistic model of unsupervised learning for musical-key profiles,
, Information Retrieval, October, Number Ismir, p.441–446, (2009). Kobe, Japan. PDF
Accounting for burstiness in topic models,
, Proceedings of the 26th Annual International Conference on Machine Learning, June, New York, NY, USA, p.281-288, (2009). ICML '09. Montreal, Quebec, Canada. URL PDF
Analysis of crowded scenes using holistic properties,
, Proceedings of the 11th IEEE International Workshop on Performance Evaluation of Tracking and Surveillance, June, (2009). PETS-09. Miami, FL. PDF
Beyond Blacklists: Learning to Detect Malicious Web Sites from Suspicious URLs,
, Proceedings of the ACM SIGKDD Conference, June, Paris, France, p.1245–1254, (2009). KDD '09. Paris, France. URL PDF
BUBL: An effective region labeling tool using a hexagonal lattice,
, Computer Vision Workshops (ICCV Workshops), 2009 IEEE 12th International Conference on, October, p.2072 -2079, (2009). Kyoto, Japan. PDF
CAPTCHA-based image labeling on the Soylent Grid,
, Proceedings of the ACM SIGKDD Workshop on Human Computation, June, New York, NY, USA, p.46–49, (2009). HCOMP '09. Paris, France. URL PDF
Combining audio content and social context for semantic music discovery,
, Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval, July, New York, NY, USA, p.387–394, (2009). SIGIR '09. Boston, MA, USA. URL PDF
Correcting the incorrect: local coherence effects modeled with prior belief update,
, Proceedings of the 35th Annual Meeting of the Berkeley Linguistics Society, February, (2009). BLS '09. Berkeley, California, USA. PDF
Decision-theoretic saliency: computational principles, biological plausibility, and implications for neurophysiology and psychophysics.,
, Neural Computation, January, Volume 21, Number 1, p.239–271, (2009). URL PDF
Detecting, tracking and interacting with people in a public space,
, Proceedings of the 2009 international conference on Multimodal interfaces, November, New York, NY, USA, p.79–86, (2009). ICMI-MLMI '09. Cambridge, Massachusetts, USA. URL PDF
Discriminant Saliency, the Detection of Suspicious Coincidences, and Applications to Visual Recognition,
, Pattern Analysis and Machine Intelligence, IEEE Transactions on, June, Volume 31, Number 6, p.989 -1005, (2009). PDF
Distance Metric Learning for Large Margin Nearest Neighbor Classification,
, J. Mach. Learn. Res., June, Volume 10, p.207–244, (2009). URL PDF
Dynamic texture models of music,
, Acoustics, Speech and Signal Processing, 2009. ICASSP 2009. IEEE International Conference on, April, p.1589 -1592, (2009). Taipei, Taiwan. PDF
Efficient Bregman Range Search,
; , Advances in Neural Information Processing Systems 22, December, p.243–251, (2009). Vancouver, Canada. PDF
Escaping the curse of dimensionality with a tree-based regressor,
, Proceedings of the 22nd Annual Conference on Learning Theory, June, (2009). COLT-09. Montreal, Canada. PDF
Fast, smooth and adaptive regression in metric spaces,
; , Advances in Neural Information Processing Systems 22, December, p.1024–1032, (2009). Vancouver, Canada. PDF
Fluoroscopic tumor tracking for image-guided lung cancer radiotherapy,
, Physics in Medicine and Biology, January, Volume 54, Number 4, p.981–92, (2009). URL PDF
Hebbian learning of visually directed reaching by a robot arm,
, Biomedical Circuits and Systems Conference, 2009. BioCAS 2009. IEEE, November, p.205 -208, (2009). Beijing, China. PDF
Heterogeneous embedding for subjective artist similarity,
, Information Retrieval, October, Number Ismir, p.513–518, (2009). Kobe, Japan. URL PDF
Holistic context modeling using semantic co-occurrences,
, Computer Vision and Pattern Recognition, 2009. CVPR 2009. IEEE Conference on, June, p.1889 -1895, (2009). Miami, FL. PDF
Identifying Suspicious URLs: An Application of Large-Scale Online Learning,
, Proceedings of the 26th Annual International Conference on Machine Learning (ICML 2009), June, Montreal, Quebec, p.681-688, (2009). ICML '09. Montreal, Quebec, Canada. URL PDF
Image deblurring and denoising using color priors,
, Computer Vision and Pattern Recognition, 2009. CVPR 2009. IEEE Conference on, June, p.1550 -1557, (2009). Miami, FL. PDF
Importance weighted active learning,
, Proceedings of the 26th Annual International Conference on Machine Learning, June, New York, NY, USA, p.49-56, (2009). ICML '09. Montreal, Quebec, Canada. URL PDF
Independent factor topic models,
, Proceedings of the 26th Annual International Conference on Machine Learning, June, New York, NY, USA, p.833-840, (2009). ICML '09. Montreal, Quebec, Canada. URL PDF
Kernel Choice and Classifiability for RKHS Embeddings of Probability Distributions,
; , Advances in Neural Information Processing Systems 22, December, p.1750–1758, (2009). Vancouver, Canada. PDF
Kernel Methods for Deep Learning,
; , Advances in Neural Information Processing Systems 22, December, p.342–350, (2009). Vancouver, Canada. PDF
Large margin training of continuous density hidden markov models,
, Automatic Speech and Speaker Recognition: Large Margin and Kernel Methods, (2009). PDF
Large-margin feature adaptation for automatic speech recognition,
, Automatic Speech Recognition Understanding, 2009. ASRU 2009. IEEE Workshop on, December, p.87 -92, (2009). Merano, Italy. PDF
Layered Dynamic Textures,
, Pattern Analysis and Machine Intelligence, IEEE Transactions on, October, Volume 31, Number 10, p.1862 -1879, (2009). PDF
Learning dictionaries of stable autoregressive models for audio scene analysis,
, Proceedings of the 26th Annual International Conference on Machine Learning, June, New York, NY, USA, p.169-176, (2009). ICML '09. Montreal, Quebec, Canada. URL PDF
Learning to Make Facial Expressions,
, Development and Learning, 2009. ICDL 2009. IEEE 8th International Conference on, June, p.1 -6, (2009). Shanghai, China. PDF
Linear embeddings in non-rigid structure from motion,
, Computer Vision and Pattern Recognition, 2009. CVPR 2009. IEEE Conference on, June, p.2427 -2434, (2009). Miami, FL. PDF
Matrix updates for perceptron training of continuous density hidden Markov models,
, Proceedings of the 26th Annual International Conference on Machine Learning, June, New York, NY, USA, p.153-160, (2009). ICML '09. Montreal, Quebec, Canada. URL PDF
Minimal-length linearizations for mildly context-sensitive dependency trees,
, Proceedings of Human Language Technologies: The 2009 Annual Conference of the North American Chapter of the Association for Computational Linguistics, May, Stroudsburg, PA, USA, p.335–343, (2009). NAACL '09. Boulder, Colorado. URL PDF
Minimum Bayes error features for visual recognition,
, Image and Vision Computing, January, Volume 27, Number 1-2, p.131–140, (2009). URL PDF
Multi-Label Prediction via Compressed Sensing,
; , Advances in Neural Information Processing Systems 22, December, p.772–780, (2009). Vancouver, Canada. PDF
Multi-view clustering via canonical correlation analysis,
, Proceedings of the 26th Annual International Conference on Machine Learning, June, New York, NY, USA, p.129-136, (2009). ICML '09. Montreal, Quebec, Canada. URL PDF
Natural Image Statistics and Low-Complexity Feature Selection,
, Pattern Analysis and Machine Intelligence, IEEE Transactions on, February, Volume 31, Number 2, p.228 -244, (2009). PDF
Not all visual expertise is holistic, but it may be leftist: the case of Chinese character recognition.,
, Psychological Science, April, Volume 20, Number 4, p.455–463, (2009). URL PDF
On the Convergence of the Concave-Convex Procedure,
; , Advances in Neural Information Processing Systems 22, December, p.1759–1767, (2009). Vancouver, Canada. PDF
On the Design of Loss Functions for Classification: theory, robustness to outliers, and SavageBoost,
; , Advances in Neural Information Processing Systems 21, December, p.1049–1056, (2009). NIPS-08. Vancouver, Canada. PDF
Optimal scanning for faster object detection,
, Computer Vision and Pattern Recognition, 2009. CVPR 2009. IEEE Conference on, June, p.2751 -2758, (2009). Miami, FL. PDF
Optimization on a Budget: A Reinforcement Learning Approach,
; , Advances in Neural Information Processing Systems 21, December, p.1385–1392, (2009). NIPS-08. Vancouver, Canada. PDF
Partial order embedding with multiple kernels,
, Proceedings of the 26th Annual International Conference on Machine Learning, June, New York, NY, USA, p.721-728, (2009). ICML '09. Montreal, Quebec, Canada. URL PDF
Privacy-preserving logistic regression,
; , Advances in Neural Information Processing Systems 21, December, p.289–296, (2009). NIPS-08. Vancouver, Canada. PDF
Random Projection Trees for Vector Quantization,
, Information Theory, IEEE Transactions on, July, Volume 55, Number 7, p.3229 -3242, (2009). PDF
ResBoost: characterizing and predicting catalytic residues in enzymes,
, BMC Bioinformatics, June, Volume 10, Number 1, p.197, (2009). URL PDF
Scenes versus objects: a comparative study of two approaches to context-based recognition,
, Proceedings of the International Workshop on Visual Scene Understanding, June, (2009). ViSU-09. Miami, FL. PDF
Smarter than genius? human evaluation of music recommender systems,
, Cognitive Science, October, Number Ismir, p.357–362, (2009). Kobe, Japan. URL PDF
Sociable robot improves toddler vocabulary skills,
, Proceedings of the 4th ACM/IEEE international conference on Human robot interaction, March, New York, NY, USA, p.307–308, (2009). HRI '09. La Jolla, California, USA. URL PDF
Sparse decomposition of mixed audio signals by basis pursuit with autoregressive models,
, Acoustics, Speech and Signal Processing, 2009. ICASSP 2009. IEEE International Conference on, April, p.1705 -1708, (2009). Taipei, Taiwan. PDF
SUN: Top-down saliency using natural statistics,
, Visual Cognition, April, Volume 17, Number 6, p.979–1003, (2009). URL PDF
Technical perspective: The ultimate pilot program,
, Commun. ACM, July, Volume 52, New York, NY, USA, p.96–96, (2009). URL PDF
User-centered design of a social game to tag music,
, Proceedings of the ACM SIGKDD Workshop on Human Computation, July, New York, NY, USA, p.7–10, (2009). HCOMP '09. Paris, France. URL PDF
Variational layered dynamic textures,
, Computer Vision and Pattern Recognition, 2009. CVPR 2009. IEEE Conference on, June, p.1062 -1069, (2009). Miami, FL. PDF
Visual tracking with online Multiple Instance Learning,
, Computer Vision and Pattern Recognition, 2009. CVPR 2009. IEEE Conference on, June, p.983 -990, (2009). Miami, FL. PDF
Which spatial partition trees are adaptive to intrinsic dimension?,
, Proceedings of the Twenty-Fifth Conference on Uncertainty in Artificial Intelligence, June, Arlington, Virginia, United States, p.565–574, (2009). UAI '09. Montreal, Quebec, Canada. URL
Whose Vote Should Count More: Optimal Integration of Labels from Labelers of Unknown Expertise,
; , Advances in Neural Information Processing Systems 22, December, p.2035–2043, (2009). Vancouver, Canada. PDF
2008
A noisy-channel model of rational human sentence comprehension under uncertain input,
, Proceedings of the Conference on Empirical Methods in Natural Language Processing, October, Stroudsburg, PA, USA, p.234–243, (2008). EMNLP '08. Honolulu, Hawaii. URL PDF
A Spectral Algorithm for Learning Hidden Markov Models,
, Proceedings of the 22nd Annual Conference on Learning Theory, June, (2008). COLT-0. Montreal, Canada. PDF
A study of query by semantic example,
, Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, June, p.1 -8, (2008). CVPR '08. Anchorage, AK. PDF
Beyond Gaussians: Spectral Methods for Learning Mixtures of Heavy-Tailed Distributions,
, Proceedings of the 21st Annual Conference on Computational Learning Theory series=COLT '08, July, p.21–32, (2008). Helsinki Finland. PDF
Combination of feature kernels for semantic music retrieval,
, Proceedings of the 9th International Conference on Music Information Retrieval. series= ISMIR '08, (2008). Philadelphia, PA. PDF
Convergence of the visual field split: hemispheric modeling of face and object recognition.,
, December, Volume 20, p.2298–2307, (2008). URL PDF
Expectation-based syntactic comprehension,
, Cognition, March, Volume 106, Number 3, p.1126–1177, (2008). URL
Fast nearest neighbor retrieval for Bregman divergences,
; , Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008), July, p.112–119, (2008). Helsinki, Finland. PDF
Fast solvers and efficient implementations for distance metric learning,
; , Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008), July, p.1160–1167, (2008). Helsinki, Finland. PDF
Finding Metric Structure in Information Theoretic Clustering,
, Proceedings of the 21st Annual Conference on Computational Learning Theory series=COLT '08, July, p.391–402, (2008). Helsinki Finland. PDF
Five approaches to collecting tags for music,
, Proceedings of the 9th International Conference on Music Information Retrieval. series= ISMIR '08, =September, (2008). Philadelphia, PA. PDF
Gamma-SLAM: Using stereo vision and variance grid maps for SLAM in unstructured environments,
, Proceedings of the IEEE International Conference on Robotics and Automation, May, p.3717 -3724, (2008). ICRA '08. Pasadena, CA. PDF
Globally optimal bilinear programming for computer vision applications,
, Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, June, p.1 -8, (2008). CVPR '08. Anchorage, AK. PDF
Hemispheric Asymmetry in Visual Perception Arises from Differential Encoding beyond the Sensory Level,
, Proceedings of the 30th Annual Meeting of the Cognitive Science Society, July, Volume 1, Number 1982, p.857–862, (2008). COGSCI '08. Washington, DC. URL PDF
I-POMDP: An infomax model of eye movement,
, Proceedings of the 7th IEEE International Conference on Development and Learning, August, p.139 -144, (2008). ICDL '08. Monterey, CA. PDF
Injective Hilbert Space Embeddings of Probability Measures,
, Proceedings of the 21st Annual Conference on Computational Learning Theory, July, p.111, (2008). ICML '08. Helsinki Finland. URL
Learning classifiers from only positive and unlabeled data,
, Proceeding of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining, August, New York, NY, USA, p.213–220, (2008). KDD '08. Las Vegas, Nevada, USA. URL PDF
Learning Hidden Markov Models for Regression using Path Aggregation,
, Proceedings of the Proceedings of the Twenty-Fourth Conference Annual Conference on Uncertainty in Artificial Intelligence (UAI-08), July, Corvallis, Oregon, p.444-451, (2008). Helsinki, Finland. PDF
Learning Mixtures of Product Distributions Using Correlations and Independence,
, Proceedings of the 21st Annual Conference on Computational Learning Theory series=COLT '08, July, p.9–20, (2008). Helsinki Finland. PDF
Looking around the backyard helps to recognize faces and digits,
, Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, June, p.1 -8, (2008). CVPR '08. Anchorage, AK. PDF
Metric embedding for kernel classification rules,
, Proceedings of the 25th international conference on Machine learning, July, New York, NY, USA, p.1008–1015, (2008). ICML '08. Helsinki, Finland. URL PDF
Modeling, Clustering, and Segmenting Video with Mixtures of Dynamic Textures,
, IEEE Transactions on Pattern Analysis and Machine Intelligence, May, Volume 30, Number 5, p.909 -926, (2008). PDF
Multiple Component Learning for Object Detection,
, Proceedings of the 10th European Conference on Computer Vision, October, (2008). ECCV '08. PDF
NIMBLE: a kernel density model of saccade-based visual memory.,
, Journal of Vision, November, Volume 8, Number 14, p.17.1–14, (2008). URL PDF
Nonnegative matrix factorization for real time musical analysis and sight-reading evaluation,
, Proceedings of the International Conference on Acoustics, Speech, and Signal Processing, April, p.2017 -2020, (2008). ICASSP '08. Las Vegas, NV. PDF
Object categorization using co-occurrence, location and appearance,
, Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, June, p.1 -8, (2008). CVPR '08. Anchorage, AK. PDF
On the plausibility of the discriminant center-surround hypothesis for visual saliency,
, Journal of Vision, June, Volume 8, Number 7, p.1–18, (2008). URL PDF
Optimal processing times in reading: a formal model and empirical investigation,
, Proceedings of the 30th Annual Meeting of the Cognitive Science Society, July, (2008). COGSCI '08. Washington, DC. PDF
Photometric stereo with non-parametric and spatially-varying reflectance,
, Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, June, p.1 -8, (2008). CVPR '08. Anchorage, AK. PDF
Predicting Reaching Targets from Human EEG,
, IEEE Signal Processing Magazine, January, Volume 25, Number 1, p.69 -77, (2008). PDF
Privacy preserving crowd monitoring: Counting people without people models or tracking,
, Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, June, p.1 -7, (2008). CVPR '08. Anchorage, AK. PDF
Re-thinking non-rigid structure from motion,
, Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, June, p.1 -8, (2008). CVPR '08. Anchorage, AK. PDF
Scene classification with low-dimensional semantic spaces and weak supervision,
, Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, June, p.1 -6, (2008). CVPR '08. Anchorage, AK. PDF
Semantic Annotation and Retrieval of Music and Sound Effects,
, IEEE Transactions on Audio, Speech, and Language Processing, February, Volume 16, Number 2, p.467 -476, (2008). PDF
Sleeping our way to weight normalization and stable learning.,
, Neural Computation, December, Volume 20, Number 12, p.3111–3130, (2008). URL PDF
SUN: A Bayesian framework for saliency using natural statistics,
, Journal of Vision, December, Volume 8, Number 7, p.1–20, (2008). URL PDF
The roles of visual expertise and visual input in the face inversion effect: behavioral and neurocomputational evidence,
, Vision Research, February, Volume 48, Number 5, p.703–715, (2008). URL PDF
Two fixations suffice in face recognition.,
, Psychological Science, November, Volume 19, Number 10, p.998–1006, (2008). URL PDF
Visual saliency model for robot cameras,
, Proceedings of the IEEE International Conference on Robotics and Automation, May, p.2398 -2403, (2008). ICRA '08. Pasadena, CA. PDF
Weakly Supervised Object Localization with Stable Segmentations,
, Proceedings of the 10th European Conference on Computer Vision, October, p.193–207, (2008). ECCV '08. Marseille, France. PDF
Why is the fusiform face area recruited for novel categories of expertise? A neurocomputational investigation.,
, Brain Research, April, Volume 1202, p.14–24, (2008). URL PDF
