• 14263 Citations
  • 37 h-Index
19972019
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Research Output 1997 2019

2019

ARBEE: Towards Automated Recognition of Bodily Expression of Emotion in the Wild

Luo, Y., Ye, J., Adams, R. B., Li, J., Newman, M. G. & Wang, J. Z., Jan 1 2019, (Accepted/In press) In : International Journal of Computer Vision.

Research output: Contribution to journalArticle

Robots
Information science
Computer science
Statistical methods
Robotics

Detecting Comma-Shaped Clouds for Severe Weather Forecasting Using Shape and Motion

Zheng, X., Ye, J., Chen, Y., Wistar, S., Li, J., Piedra Fernández, J. A., Steinberg, M. A. & Wang, J. Z., Jun 2019, In : IEEE Transactions on Geoscience and Remote Sensing. 57, 6, p. 3788-3801 14 p., 8606456.

Research output: Contribution to journalArticle

Weather forecasting
severe weather
weather forecasting
Satellites
sliding

Optimal transport, mean partition, and uncertainty assessment in cluster analysis

Li, J., Seo, B. & Lin, L., Oct 1 2019, In : Statistical Analysis and Data Mining. 12, 5, p. 359-377 19 p.

Research output: Contribution to journalArticle

Optimal Transport
Cluster analysis
Cluster Analysis
Agglomeration
Partition
2 Citations (Scopus)

Probabilistic Multigraph Modeling for Improving the Quality of Crowdsourced Affective Data

Ye, J., Li, J., Newman, M. G., Adams, R. B. & Wang, J. Z., Jan 1 2019, In : IEEE Transactions on Affective Computing. 10, 1, p. 115-128 14 p., 7872458.

Research output: Contribution to journalArticle

Labels
Experiments
Concretes
Testing
Statistical Models
2018

Advancing science and technology with big data analytics

Li, J., Jun 1 2018, In : Statistical Analysis and Data Mining. 11, 3, 1 p.

Research output: Contribution to journalEditorial

Big data

Development and validation of Image Stimuli for Emotion Elicitation (ISEE): A novel affective pictorial system with test-retest repeatability

Kim, H., Lu, X., Costa, M., Kandemir, B., Adams, Jr., R., Li, J., Wang, J. & Newman, M. G., Mar 1 2018, In : Psychiatry Research. 261, p. 414-420 7 p.

Research output: Contribution to journalArticle

Emotions
Research Personnel

Geometry-Sensitive Ensemble Mean Based on Wasserstein Barycenters: Proof-of-Concept on Cloud Simulations

Li, J. & Zhang, F., Oct 2 2018, In : Journal of Computational and Graphical Statistics. 27, 4, p. 785-797 13 p.

Research output: Contribution to journalArticle

Barycentre
Ensemble
Forecast
Simulation
Wasserstein Metric
2017
1 Citation (Scopus)

An investigation into three visual characteristics of complex scenes that evoke human emotion

Lu, X., Adams, R. B., Li, J., Newman, M. G. & Wang, J. Z., Jul 2 2017, 2017 7th International Conference on Affective Computing and Intelligent Interaction, ACII 2017. Institute of Electrical and Electronics Engineers Inc., p. 440-447 8 p. (2017 7th International Conference on Affective Computing and Intelligent Interaction, ACII 2017; vol. 2018-January).

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

Emotions
Textures
Color
Crowdsourcing
Dancing

A simulated annealing based inexact oracle for wasserstein loss minimization

Ye, J., Wang, J. & Li, J., Jan 1 2017, 34th International Conference on Machine Learning, ICML 2017. International Machine Learning Society (IMLS), p. 6005-6017 13 p. (34th International Conference on Machine Learning, ICML 2017; vol. 8).

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

Simulated annealing
Convergence of numerical methods
Factorization
Entropy
Costs

Baum-Welch algorithm on directed acyclic graph for mixtures with latent Bayesian networks

Li, J. & Lin, L., Jan 1 2017, In : Stat. 6, 1, p. 303-314 12 p.

Research output: Contribution to journalArticle

Directed Acyclic Graph
Bayesian Networks
Expectation Maximization
Expectation-maximization Algorithm
Exact Algorithms
2 Citations (Scopus)

Beyond saliency: Assessing visual balance with high-level cues

Kandemir, B., Zhou, Z., Li, J. & Wang, J., Oct 23 2017, Thematic Workshops 2017 - Proceedings of the Thematic Workshops of ACM Multimedia 2017, co-located with MM 2017. Association for Computing Machinery, Inc, p. 26-34 9 p.

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

Saliency
Chemical analysis
Saliency Map
Photography
Linear regression
1 Citation (Scopus)

Clustering with Hidden Markov Model on Variable Blocks

Lin, L. & Li, J., Nov 1 2017, In : Journal of Machine Learning Research. 18, p. 1-49 49 p.

Research output: Contribution to journalArticle

Hidden Markov models
Markov Model
Clustering
Association reactions
Search Algorithm
2 Citations (Scopus)

Determining gains acquired from word embedding quantitatively using discrete distribution clustering

Ye, J., Li, Y., Wu, Z., Wang, J. Z., Li, W. & Li, J., Jan 1 2017, ACL 2017 - 55th Annual Meeting of the Association for Computational Linguistics, Proceedings of the Conference (Long Papers). Association for Computational Linguistics (ACL), p. 1847-1856 10 p. (ACL 2017 - 55th Annual Meeting of the Association for Computational Linguistics, Proceedings of the Conference (Long Papers); vol. 1).

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

document analysis
Vector spaces
Semantics
semantics
20 Citations (Scopus)

Fast discrete distribution clustering using wasserstein barycenter with sparse support

Ye, J., Wu, P., Wang, J. Z. & Li, J., May 1 2017, In : IEEE Transactions on Signal Processing. 65, 9, p. 2317-2332 16 p., 7833204.

Research output: Contribution to journalArticle

Convergence of numerical methods
Computational efficiency
Scalability
Costs
Experiments
3 Citations (Scopus)

Severe Thunderstorm Detection by Visual Learning Using Satellite Images

Zhang, Y., Wistar, S., Li, J., Steinberg, M. A. & Wang, J., Feb 1 2017, In : IEEE Transactions on Geoscience and Remote Sensing. 55, 2, p. 1039-1052 14 p., 7733124.

Research output: Contribution to journalArticle

Thunderstorms
thunderstorm
learning
Satellites
Weather forecasting
2016
3 Citations (Scopus)

A distance for HMMS based on aggregated wasserstein metric and state registration

Chen, Y., Ye, J. & Li, J., Jan 1 2016, Computer Vision - 14th European Conference, ECCV 2016, Proceedings. Sebe, N., Leibe, B., Matas, J. & Welling, M. (eds.). Springer Verlag, p. 451-466 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9910 LNCS).

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

Wasserstein Metric
Gaussian distribution
Registration
Optimal Transport
Hidden Markov models
2 Citations (Scopus)

Distance-based mixture modeling for classification via hypothetical local mapping

Qiao, M. & Li, J., Feb 1 2016, In : Statistical Analysis and Data Mining. 9, 1, p. 43-57 15 p.

Research output: Contribution to journalArticle

Mixture Modeling
Incremental Learning
Centroid
Kernel Density
Clustering algorithms

Identifying emotions aroused from paintings

Lu, X., Sawant, N., Newman, M. G., Adams, R. B., Wang, J. Z. & Li, J., Jan 1 2016, Computer Vision - ECCV 2016 Workshops, Proceedings. Hua, G. & Jégou, H. (eds.). Springer Verlag, p. 48-63 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9913 LNCS).

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

Painting
Appeal
Adaptive Learning
Emotion
Image classification
2015
6 Citations (Scopus)

Modeling perspective effects in photographic composition

Zhou, Z., He, S., Li, J. & Wang, J. Z., Oct 13 2015, MM 2015 - Proceedings of the 2015 ACM Multimedia Conference. Association for Computing Machinery, Inc, p. 301-310 10 p. (MM 2015 - Proceedings of the 2015 ACM Multimedia Conference).

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

Image retrieval
Photocomposition
Photography
Chemical analysis
Marketing
7 Citations (Scopus)
Clustering algorithms
Parallel algorithms
Parallel processing systems
Information retrieval
Learning algorithms
1 Citation (Scopus)

Photo composition feedback and enhancement exploiting spatial design categories and the notan dark-light principle

Li, J., Yao, L. & Wang, J. Z., Jan 1 2015, Mobile Cloud Visual Media Computing: From Interaction to Service. Springer International Publishing, p. 113-144 32 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

Photocomposition
Feedback
Chemical analysis
Computer vision
2014
5 Citations (Scopus)

Locating visual storm signatures from satellite images

Zhang, Y., Wistar, S., Piedra-Fernandez, J. A., Li, J., Steinberg, M. A. & Wang, J. Z., 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. 711-720 10 p. 7004295. (Proceedings - 2014 IEEE International Conference on Big Data, IEEE Big Data 2014).

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

Satellites
Weather forecasting
Numerical models
Experiments

On aesthetics and emotions in scene images: A computational perspective

Joshi, D., Datta, R., Fedorovskaya, E., Lu, X., Luong, Q. T., Wang, J. Z., Li, J. & Luo, J., Jan 1 2014, Scene Vision: Making Sense of What We See. The MIT Press, p. 241-272 32 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

Esthetics
Emotions
Emotion
Computational
Aesthetics
4 Citations (Scopus)

Scaling up discrete distribution clustering using ADMM

Ye, J. & Li, J., Jan 28 2014, 2014 IEEE International Conference on Image Processing, ICIP 2014. Institute of Electrical and Electronics Engineers Inc., p. 5267-5271 5 p. 7026066. (2014 IEEE International Conference on Image Processing, ICIP 2014).

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

Computational efficiency
Scalability
Experiments
2013
4 Citations (Scopus)

Enhancing training collections for image annotation: An instance-weighted mixture modeling approach

Sawant, N., Wang, J. & Li, J., Sep 1 2013, In : IEEE Transactions on Image Processing. 22, 9, p. 3562-3577 16 p.

Research output: Contribution to journalArticle

Noise
Parameter estimation
Learning
Weights and Measures
Experiments
12 Citations (Scopus)

Mapping shape quantitative trait loci using a radius-centroid-contour model

Fu, G., Bo, W., Pang, X., Wang, Z., Chen, L., Song, Y., Zhang, Z., Li, J. & Wu, R., Jun 1 2013, In : Heredity. 110, 6, p. 511-519 9 p.

Research output: Contribution to journalArticle

Quantitative Trait Loci
Populus
Internal-External Control
Statistical Models
Principal Component Analysis
2012
12 Citations (Scopus)

A work-centered visual analytics model to support engineering design with interactive visualization and data-mining

Yan, X., Qiao, M., Li, J., Simpson, T. W., Stump, G. M. & Zhang, X., Jan 1 2012, Proceedings of the 45th Annual Hawaii International Conference on System Sciences, HICSS-45. IEEE Computer Society, p. 1845-1854 10 p. 6149110. (Proceedings of the Annual Hawaii International Conference on System Sciences).

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

Data mining
Visualization
Data structures
Learning systems
Decision making
52 Citations (Scopus)

On shape and the computability of emotions

Lu, X., Suryanarayan, P., Adams, R. B., Li, J., Newman, M. G. & Wang, J. Z., Dec 26 2012, MM 2012 - Proceedings of the 20th ACM International Conference on Multimedia. p. 229-238 10 p. (MM 2012 - Proceedings of the 20th ACM International Conference on Multimedia).

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

Statistical methods
49 Citations (Scopus)

OSCAR: On-site composition and aesthetics feedback through exemplars for photographers

Yao, L., Suryanarayan, P., Qiao, M., Wang, J. Z. & Li, J., Feb 1 2012, In : International Journal of Computer Vision. 96, 3, p. 353-383 31 p.

Research output: Contribution to journalArticle

Feedback
Chemical analysis
Color
Photography
75 Citations (Scopus)

Rhythmic brushstrokes distinguish van gogh from his contemporaries: Findings via automated brushstroke extraction

Li, J., Yao, L., Hendriks, E. & Wang, J. Z., May 1 2012, In : IEEE Transactions on Pattern Analysis and Machine Intelligence. 34, 6, p. 1159-1176 18 p., 6042878.

Research output: Contribution to journalArticle

Painting
Edge detection
Edge Detection
Period of time
Segmentation
11 Citations (Scopus)

Variable selection for clustering by separability based on ridgelines

Lee, H. & Li, J., Jun 1 2012, In : Journal of Computational and Graphical Statistics. 21, 2, p. 315-337 23 p.

Research output: Contribution to journalArticle

Separability
Variable Selection
Clustering
Expectation-maximization Algorithm
Critical point
2 Citations (Scopus)

Work-centered visual analytics to support multidisciplinary design analysis and optimization

Yan, X., Mu, Q., Simpson, T. W., Li, J. & Zhang, X., 2012, 12th AIAA Aviation Technology, Integration, and Operations (ATIO) Conference and 14th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference.

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

Visualization
Data mining
Design optimization
2011
180 Citations (Scopus)

Aesthetics and emotions in images

Joshi, D., Datta, R., Fedorovskaya, E., Luong, Q. T., Wang, J. Z., Li, J. & Luo, J., Sep 2011, In : IEEE Signal Processing Magazine. 28, 5, p. 94-115 22 p., 5999579.

Research output: Contribution to journalArticle

Painting
Photography
Real-world Applications
Aesthetics
Emotion
7 Citations (Scopus)

Agglomerative connectivity constrained clustering for image segmentation

Li, J., Feb 1 2011, In : Statistical Analysis and Data Mining. 4, 1, p. 84-99 16 p.

Research output: Contribution to journalArticle

Image segmentation
Image Segmentation
Connectivity
Segmentation
Clustering
35 Citations (Scopus)

Automatic image semantic interpretation using social action and tagging data

Sawant, N., Li, J. & Wang, J., Jan 1 2011, In : Multimedia Tools and Applications. 51, 1, p. 213-246 34 p.

Research output: Contribution to journalArticle

Semantics
Electric fuses
Human computer interaction
Data mining
Labels
2 Citations (Scopus)

LIVE: A work-centered approach to support visual analytics of multi-dimensional engineering design data with Interactive Visualization and data-mining

Yan, X., Qiao, M., Simpson, T. W., Li, J. & Zhang, X., Dec 1 2011, ASME 2011 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, IDETC/CIE 2011. PARTS A AND B ed. p. 825-834 10 p. (Proceedings of the ASME Design Engineering Technical Conference; vol. 5, no. PARTS A AND B).

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

Visual Analytics
Engineering Design
Data mining
Data Mining
Visualization
2010
1 Citation (Scopus)

Large-scale image and video search: Challenges, technologies, and trends

Wang, M., Sebe, N., Mei, T., Li, J. & Aizawa, K., Nov 1 2010, In : Journal of Visual Communication and Image Representation. 21, 8, p. 771-772 2 p.

Research output: Contribution to journalEditorial

19 Citations (Scopus)

Quest for relevant tags using local interaction networks and visual content

Sawant, N., Datta, R., Li, J. & Wang, J. Z., May 21 2010, MIR 2010 - Proceedings of the 2010 ACM SIGMM International Conference on Multimedia Information Retrieval. p. 231-240 10 p. (MIR 2010 - Proceedings of the 2010 ACM SIGMM International Conference on Multimedia Information Retrieval).

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

Collaborative filtering
Recommender systems
2 Citations (Scopus)

Two-way Gaussian mixture models for high dimensional classification

Qiao, M. & Li, J., Aug 1 2010, In : Statistical Analysis and Data Mining. 3, 4, p. 259-271 13 p.

Research output: Contribution to journalArticle

Gaussian Mixture Model
High-dimensional
Dimension Reduction
Discriminant Analysis
Grouping
2009
4 Citations (Scopus)

Characterizing elegance of curves computationally for distinguishing Morrisseau paintings and the imitations

Yao, L., Li, J. & Wang, J. Z., Jan 1 2009, 2009 IEEE International Conference on Image Processing, ICIP 2009 - Proceedings. IEEE Computer Society, p. 73-76 4 p. 5414102. (Proceedings - International Conference on Image Processing, ICIP).

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

Painting
Steady flow
Authentication
34 Citations (Scopus)

Exploiting the humanmachine gap in image recognition for designing CAPTCHAs

Datta, R., Li, J. & Wang, J., Sep 1 2009, In : IEEE Transactions on Information Forensics and Security. 4, 3, p. 504-518 15 p., 4956990.

Research output: Contribution to journalArticle

Image recognition
Image retrieval
Image matching
Signal analysis
Linguistics
2008
88 Citations (Scopus)

Algorithmic inferencing of aesthetics and emotion in natural images: An exposition

Datta, R., Li, J. & Wang, J. Z., Dec 1 2008, 2008 IEEE International Conference on Image Processing, ICIP 2008 Proceedings. p. 105-108 4 p. 4711702. (Proceedings - International Conference on Image Processing, ICIP).

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

Image quality
Statistical methods
Specifications
48 Citations (Scopus)

CAT: A hierarchical image browser using a rectangle packing technique

Gomi, A., Miyazaki, R., Itoh, T. & Li, J., Sep 25 2008, Proceedings of 12th International Conference Information Visualisation, IV08. p. 82-87 6 p. 4577930. (Proceedings of the International Conference on Information Visualisation).

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

Data visualization
Digital cameras
Pixels
70 Citations (Scopus)

Collaboration over time: Characterizing and modeling network evolution

Huang, J., Zhuang, Z., Li, J. & Giles, C. L., 2008, WSDM'08 - Proceedings of the 2008 International Conference on Web Search and Data Mining. p. 107-116 10 p.

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

Network Evolution
Modeling
Computer science
Stochastic Model
Poisson Model
13 Citations (Scopus)

Forecasting Web page views: Methods and observations

Li, J. & Moore, A. W., Oct 1 2008, In : Journal of Machine Learning Research. 9, p. 2217-2250 34 p.

Research output: Contribution to journalArticle

Forecasting
Websites
Impulse
Prediction
Quadratic Optimization
164 Citations (Scopus)

Image processing for artist identification: Computerized analysis of Vincent van Gogh's painting brushstrokes

Johnson, C. R., Hendriks, E., Berezhnoy, I. J., Brevdo, E., Hughes, S. M., Daubechies, I., Li, J., Postma, E. & Wang, J. Z., Jul 2008, In : IEEE Signal Processing Magazine. 25, 4, p. 37-48 12 p.

Research output: Contribution to journalArticle

Painting
Image Processing
Image processing
Wavelet decomposition
Signal analysis
2291 Citations (Scopus)

Image retrieval: Ideas, influences, and trends of the new age

Datta, R., Joshi, D., Li, J. & Wang, J., Apr 1 2008, In : ACM Computing Surveys. 40, 2, 5.

Research output: Contribution to journalArticle

Image retrieval
Image Retrieval
Automatic Image Annotation
Content-based Image Retrieval
Subfield
179 Citations (Scopus)

Real-time automatic tag recommendation

Song, Y., Zhuang, Z., Li, H., Zhao, Q., Li, J., Lee, W. C. & Giles, C. L., Dec 15 2008, ACM SIGIR 2008 - 31st Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, Proceedings. p. 515-522 8 p.

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

Labels
Websites
Testing
Experiments
325 Citations (Scopus)

Real-time computerized annotation of pictures

Li, J. & Wang, J. Z., Jun 1 2008, In : IEEE Transactions on Pattern Analysis and Machine Intelligence. 30, 6, p. 985-1002 18 p.

Research output: Contribution to journalArticle

Annotation
Real-time
Linguistics
Indexing
Sharing

“CAT: A Graphical User Interface for Visualization and Level-of-Detail Control for Large Scale Image Collections”

Gomi, A., Miyazaki, R., Itoh, T. & Li, J., Jan 1 2008, In : Journal of the Institute of Image Electronics Engineers of Japan. 37, 4, p. 436-443 8 p.

Research output: Contribution to journalArticle

Data visualization
Graphical user interfaces
User interfaces
Visualization
Display devices