Jia Li

Orcid: 0000-0002-6052-408X

Affiliations:
  • Pennsylvania State University, Department of Statistics, University Park, PA, USA
  • Stanford University, CA, USA (PhD 1999)


According to our database1, Jia Li authored at least 110 papers between 1997 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

Legend:

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Online presence:

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Bibliography

2024
A Machine Learning Paradigm for Studying Pictorial Realism: How Accurate are Constable's Clouds?
IEEE Trans. Pattern Anal. Mach. Intell., January, 2024

Learning Performance Maximizing Ensembles with Explainability Guarantees.
Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence, 2024

2023
Multi-view clustering by CPS-merge analysis with application to multimodal single-cell data.
PLoS Comput. Biol., 2023

2022
Block-Wise Variable Selection for Clustering Via Latent States of Mixture Models.
J. Comput. Graph. Stat., 2022

A Machine Learning Paradigm for Studying Pictorial Realism: Are Constable's Clouds More Real than His Contemporaries?
CoRR, 2022

2021
Epsilon Consistent Mixup: An Adaptive Consistency-Interpolation Tradeoff.
CoRR, 2021

Optimal Transport With Relaxed Marginal Constraints.
IEEE Access, 2021

2020
SCOTT: Shape-Location Combined Tracking with Optimal Transport.
SIAM J. Math. Data Sci., 2020

Aggregated Wasserstein Distance and State Registration for Hidden Markov Models.
IEEE Trans. Pattern Anal. Mach. Intell., 2020

ARBEE: Towards Automated Recognition of Bodily Expression of Emotion in the Wild.
Int. J. Comput. Vis., 2020

CPS analysis: self-contained validation of biomedical data clustering.
Bioinform., 2020

Semi-Supervised Cervical Dysplasia Classification with Learnable Graph Convolutional Network.
Proceedings of the 17th IEEE International Symposium on Biomedical Imaging, 2020

2019
Detecting Comma-Shaped Clouds for Severe Weather Forecasting Using Shape and Motion.
IEEE Trans. Geosci. Remote. Sens., 2019

Probabilistic Multigraph Modeling for Improving the Quality of Crowdsourced Affective Data.
IEEE Trans. Affect. Comput., 2019

Optimal transport, mean partition, and uncertainty assessment in cluster analysis.
Stat. Anal. Data Min., 2019

2018
Advancing science and technology with big data analytics.
Stat. Anal. Data Min., 2018

2017
Fast Discrete Distribution Clustering Using Wasserstein Barycenter With Sparse Support.
IEEE Trans. Signal Process., 2017

Severe Thunderstorm Detection by Visual Learning Using Satellite Images.
IEEE Trans. Geosci. Remote. Sens., 2017

Clustering with Hidden Markov Model on Variable Blocks.
J. Mach. Learn. Res., 2017

Aggregated Wasserstein Metric and State Registration for Hidden Markov Models.
CoRR, 2017

Learning from Noisy Labels with Distillation.
CoRR, 2017

Beyond Saliency: Assessing Visual Balance with High-level Cues.
Proceedings of the on Thematic Workshops of ACM Multimedia 2017, Mountain View, CA, USA, October 23, 2017

A Simulated Annealing Based Inexact Oracle for Wasserstein Loss Minimization.
Proceedings of the 34th International Conference on Machine Learning, 2017

Determining Gains Acquired from Word Embedding Quantitatively Using Discrete Distribution Clustering.
Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics, 2017

An investigation into three visual characteristics of complex scenes that evoke human emotion.
Proceedings of the Seventh International Conference on Affective Computing and Intelligent Interaction, 2017

2016
Distance-based mixture modeling for classification via hypothetical local mapping.
Stat. Anal. Data Min., 2016

Modeling Photographic Composition via Triangles.
CoRR, 2016

Storm Detection by Visual Learning Using Satellite Images.
CoRR, 2016

Identifying Emotions Aroused from Paintings.
Proceedings of the Computer Vision - ECCV 2016 Workshops, 2016

A Distance for HMMs Based on Aggregated Wasserstein Metric and State Registration.
Proceedings of the Computer Vision - ECCV 2016, 2016

2015
Parallel Massive Clustering of Discrete Distributions.
ACM Trans. Multim. Comput. Commun. Appl., 2015

Accelerated Discrete Distribution Clustering under Wasserstein Distance.
CoRR, 2015

Gaussian Mixture Models with Component Means Constrained in Pre-selected Subspaces.
CoRR, 2015

Modeling Perspective Effects in Photographic Composition.
Proceedings of the 23rd Annual ACM Conference on Multimedia Conference, MM '15, Brisbane, Australia, October 26, 2015

Photo Composition Feedback and Enhancement - Exploiting Spatial Design Categories and the Notan Dark-Light Principle.
Proceedings of the Mobile Cloud Visual Media Computing - From Interaction to Service, 2015

2014
Scaling up discrete distribution clustering using ADMM.
Proceedings of the 2014 IEEE International Conference on Image Processing, 2014

Locating visual storm signatures from satellite images.
Proceedings of the 2014 IEEE International Conference on Big Data (IEEE BigData 2014), 2014

2013
Enhancing Training Collections for Image Annotation: An Instance-Weighted Mixture Modeling Approach.
IEEE Trans. Image Process., 2013

Parallel D2-Clustering: Large-Scale Clustering of Discrete Distributions
CoRR, 2013

2012
Rhythmic Brushstrokes Distinguish van Gogh from His Contemporaries: Findings via Automated Brushstroke Extraction.
IEEE Trans. Pattern Anal. Mach. Intell., 2012

OSCAR: On-Site Composition and Aesthetics Feedback Through Exemplars for Photographers.
Int. J. Comput. Vis., 2012

On shape and the computability of emotions.
Proceedings of the 20th ACM Multimedia Conference, MM '12, Nara, Japan, October 29, 2012

A Work-Centered Visual Analytics Model to Support Engineering Design with Interactive Visualization and Data-Mining.
Proceedings of the 45th Hawaii International International Conference on Systems Science (HICSS-45 2012), 2012

2011
Aesthetics and Emotions in Images.
IEEE Signal Process. Mag., 2011

Agglomerative connectivity constrained clustering for image segmentation.
Stat. Anal. Data Min., 2011

Automatic image semantic interpretation using social action and tagging data.
Multim. Tools Appl., 2011

2010
Two-way Gaussian mixture models for high dimensional classification.
Stat. Anal. Data Min., 2010

Large-scale image and video search: Challenges, technologies, and trends.
J. Vis. Commun. Image Represent., 2010

Quest for relevant tags using local interaction networks and visual content.
Proceedings of the 11th ACM SIGMM International Conference on Multimedia Information Retrieval, 2010

2009
Exploiting the human-machine gap in image recognition for designing CAPTCHAs.
IEEE Trans. Inf. Forensics Secur., 2009

Characterizing elegance of curves computationally for distinguishing Morrisseau paintings and the imitations.
Proceedings of the International Conference on Image Processing, 2009

2008
Image processing for artist identification.
IEEE Signal Process. Mag., 2008

Real-Time Computerized Annotation of Pictures.
IEEE Trans. Pattern Anal. Mach. Intell., 2008

Image retrieval: Ideas, influences, and trends of the new age.
ACM Comput. Surv., 2008

Collaboration over time: characterizing and modeling network evolution.
Proceedings of the International Conference on Web Search and Web Data Mining, 2008

Real-time automatic tag recommendation.
Proceedings of the 31st Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, 2008

Algorithmic inferencing of aesthetics and emotion in natural images: An exposition.
Proceedings of the International Conference on Image Processing, 2008

2007
Toward Bridging the Annotation-Retrieval Gap in Image Search.
IEEE Multim., 2007

Generative models for name disambiguation.
Proceedings of the 16th International Conference on World Wide Web, 2007

Learning the consensus on visual quality for next-generation image management.
Proceedings of the 15th International Conference on Multimedia 2007, 2007

Tagging over time: real-world image annotation by lightweight meta-learning.
Proceedings of the 15th International Conference on Multimedia 2007, 2007

New challenges in multimedia research for the increasingly connected and fast growing digital society.
Proceedings of the 9th ACM SIGMM International Workshop on Multimedia Information Retrieval, 2007

Efficient topic-based unsupervised name disambiguation.
Proceedings of the ACM/IEEE Joint Conference on Digital Libraries, 2007

Learning User Clicks in Web Search.
Proceedings of the IJCAI 2007, 2007

Extracting Author Meta-Data from Web Using Visual Features.
Proceedings of the Workshops Proceedings of the 7th IEEE International Conference on Data Mining (ICDM 2007), 2007

2006
The Story Picturing Engine - a system for automatic text illustration.
ACM Trans. Multim. Comput. Commun. Appl., 2006

A Computationally Efficient Approach to the Estimation of Two- and Three-Dimensional Hidden Markov Models.
IEEE Trans. Image Process., 2006

Machine annotation and retrieval for digital imagery of historical materials.
Int. J. Digit. Libr., 2006

Two-way Poisson mixture models for simultaneous document classification and word clustering.
Comput. Stat. Data Anal., 2006

Probabilistic models for discovering e-communities.
Proceedings of the 15th international conference on World Wide Web, 2006

PARAgrab: A Comprehensive Architecture for Web Image Management and Multimodal Querying.
Proceedings of the 32nd International Conference on Very Large Data Bases, 2006

Toward bridging the annotation-retrieval gap in image search by a generative modeling approach.
Proceedings of the 14th ACM International Conference on Multimedia, 2006

Studying Aesthetics in Photographic Images Using a Computational Approach.
Proceedings of the Computer Vision, 2006

2005
IMAGINATION: a robust image-based CAPTCHA generation system.
Proceedings of the 13th ACM International Conference on Multimedia, 2005

A mutual semantic endorsement approach to image retrieval and context provision.
Proceedings of the 7th ACM SIGMM International Workshop on Multimedia Information Retrieval, 2005

Content-based image retrieval: approaches and trends of the new age.
Proceedings of the 7th ACM SIGMM International Workshop on Multimedia Information Retrieval, 2005

A new Mallows distance based metric for comparing clusterings.
Proceedings of the Machine Learning, 2005

Parameter estimation of multi-dimensional hidden Markov models - a scalable approach.
Proceedings of the 2005 International Conference on Image Processing, 2005

ALIP: The Automatic Linguistic Indexing of Pictures System.
Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2005), 2005

2004
Machine Learning and Statistical Modeling Approaches to Image Retrieval
The Kluwer International Series on Information Retrieval 14, Kluwer, ISBN: 978-1-4020-8035-7, 2004

Studying digital imagery of ancient paintings by mixtures of stochastic models.
IEEE Trans. Image Process., 2004

The story picturing engine: finding elite images to illustrate a story using mutual reinforcement.
Proceedings of the 6th ACM SIGMM International Workshop on Multimedia Information Retrieval, 2004

Stochastic modeling of volume images with a 3-d hidden markov model.
Proceedings of the 2004 International Conference on Image Processing, 2004

2003
Automatic Linguistic Indexing of Pictures by a Statistical Modeling Approach.
IEEE Trans. Pattern Anal. Mach. Intell., 2003

Significance of Interspecies Matches when Evolutionary Rate Varies.
J. Comput. Biol., 2003

Evaluation strategies for automatic linguistic indexing of pictures.
Proceedings of the 2003 International Conference on Image Processing, 2003

2002
A Lagrangian formulation of Zador's entropy-constrained quantization theorem.
IEEE Trans. Inf. Theory, 2002

Significance Of inter-species matches when evolutionary rate varies.
Proceedings of the Sixth Annual International Conference on Computational Biology, 2002

Learning-based linguistic indexing of pictures with 2--d MHMMs.
Proceedings of the 10th ACM International Conference on Multimedia 2002, 2002

A Source Coding Approach to Classification by Vector Quantization and the Principle of Minimum Description Length.
Proceedings of the 2002 Data Compression Conference (DCC 2002), 2002

Simultaneous Classification and Feature Clustering Using Discriminant Vector Quantization with Applications to Microarray Data Analysis.
Proceedings of the 1st IEEE Computer Society Bioinformatics Conference, 2002

2001
SIMPLIcity: Semantics-Sensitive Integrated Matching for Picture LIbraries.
IEEE Trans. Pattern Anal. Mach. Intell., 2001

Unsupervised Multiresolution Segmentation for Images with Low Depth of Field.
IEEE Trans. Pattern Anal. Mach. Intell., 2001

FIRM: fuzzily integrated region matching for content-based image retrieval.
Proceedings of the 9th ACM International Conference on Multimedia 2001, Ottawa, Ontario, Canada, September 30, 2001

On Zador's Entropy-Constrained Quantization Theorem.
Proceedings of the Data Compression Conference, 2001

2000
Image classification by a two-dimensional hidden Markov model.
IEEE Trans. Signal Process., 2000

Multiresolution image classification by hierarchical modeling with two-dimensional hidden Markov models.
IEEE Trans. Inf. Theory, 2000

Context-based multiscale classification of document images using wavelet coefficient distributions.
IEEE Trans. Image Process., 2000

IRM: integrated region matching for image retrieval.
Proceedings of the 8th ACM International Conference on Multimedia 2000, Los Angeles, CA, USA, October 30, 2000

Classification of Textured and Non-Textured Images Using Region Segmentation.
Proceedings of the 2000 International Conference on Image Processing, 2000

1999
Asymptotic Performance of Vector Quantizers with a Perceptual Distortion Measure.
IEEE Trans. Inf. Theory, 1999

Semantics-sensitive Retrieval for Digital Picture Libraries.
D Lib Mag., 1999

Image Classification Based on a Multiresolution Two Dimensional Hidden Markov Model.
Proceedings of the 1999 International Conference on Image Processing, 1999

Multiresolution Object-of-Interest Detection for Images with Low Depth of Field.
Proceedings of the 1oth International Conference on Image Analysis and Processing (ICIAP 1999), 1999

Joint Image Compression and Classification with Vector Quantization and a Two Dimensional Hidden Markov Model.
Proceedings of the Data Compression Conference, 1999

1998
System for screening objectionable images.
Comput. Commun., 1998

Classifying Objectionable Websites Based on Image Content.
Proceedings of the Interactive Distributed Multimedia Systems and Telecommunication Services, 1998

Text and Picture Segmentation by the Distribution Analysis of Wavelet Coefficients.
Proceedings of the 1998 IEEE International Conference on Image Processing, 1998

Context based Multiscale Classification of Images.
Proceedings of the 1998 IEEE International Conference on Image Processing, 1998

1997
Image quality in lossy compressed digital mammograms.
Signal Process., 1997


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