Shixia Liu

Orcid: 0000-0001-6104-4320

According to our database1, Shixia Liu authored at least 126 papers between 2003 and 2024.

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Bibliography

2024
Visual Analytics for Machine Learning: A Data Perspective Survey.
IEEE Trans. Vis. Comput. Graph., December, 2024

Editorial Guest Editors' Introduction.
IEEE Trans. Vis. Comput. Graph., June, 2024

Enhancing Single-Frame Supervision for Better Temporal Action Localization.
IEEE Trans. Vis. Comput. Graph., June, 2024

Visualizing, Exploring and Analyzing Big Data: A 6-Year Story.
SIGMOD Rec., June, 2024

Foundation models meet visualizations: Challenges and opportunities.
Comput. Vis. Media, June, 2024

Interactive Reweighting for Mitigating Label Quality Issues.
IEEE Trans. Vis. Comput. Graph., March, 2024

Cluster-Aware Grid Layout.
IEEE Trans. Vis. Comput. Graph., January, 2024

A Unified Interactive Model Evaluation for Classification, Object Detection, and Instance Segmentation in Computer Vision.
IEEE Trans. Vis. Comput. Graph., January, 2024

Structural-Entropy-Based Sample Selection for Efficient and Effective Learning.
CoRR, 2024

A Scalable Matrix Visualization for Understanding Tree Ensemble Classifiers.
CoRR, 2024

ReorderBench: A Benchmark for Matrix Reordering.
CoRR, 2024

Dynamic Color Assignment for Hierarchical Data.
CoRR, 2024

2023
Enhancing Training Data Quality With Visual Analytics.
Computer, November, 2023

Visual Analysis of Neural Architecture Spaces for Summarizing Design Principles.
IEEE Trans. Vis. Comput. Graph., 2023

In Defence of Visual Analytics Systems: Replies to Critics.
IEEE Trans. Vis. Comput. Graph., 2023

Concept-Based Visual Analysis of Dynamic Textual Data.
CoRR, 2023

Grand Challenges in Visual Analytics Applications.
IEEE Computer Graphics and Applications, 2023

TimePool: Visually Answer "Which and When" Questions On Univariate Time Series.
Proceedings of the 2023 IEEE Visualization and Visual Analytics (VIS), 2023

2022
Diagnosing Ensemble Few-Shot Classifiers.
IEEE Trans. Vis. Comput. Graph., 2022

Revisiting Dimensionality Reduction Techniques for Visual Cluster Analysis: An Empirical Study.
IEEE Trans. Vis. Comput. Graph., 2022

A Unified Understanding of Deep NLP Models for Text Classification.
IEEE Trans. Vis. Comput. Graph., 2022

Preface.
IEEE Trans. Vis. Comput. Graph., 2022

Real-Time Visual Analysis of High-Volume Social Media Posts.
IEEE Trans. Vis. Comput. Graph., 2022

Towards Better Caption Supervision for Object Detection.
IEEE Trans. Vis. Comput. Graph., 2022

2021
Preserving Minority Structures in Graph Sampling.
IEEE Trans. Vis. Comput. Graph., 2021

Evaluation of Sampling Methods for Scatterplots.
IEEE Trans. Vis. Comput. Graph., 2021

Interactive Steering of Hierarchical Clustering.
IEEE Trans. Vis. Comput. Graph., 2021

Visual Analysis of Discrimination in Machine Learning.
IEEE Trans. Vis. Comput. Graph., 2021

OoDAnalyzer: Interactive Analysis of Out-of-Distribution Samples.
IEEE Trans. Vis. Comput. Graph., 2021

Interactive Graph Construction for Graph-Based Semi-Supervised Learning.
IEEE Trans. Vis. Comput. Graph., 2021

Analyzing the Noise Robustness of Deep Neural Networks.
IEEE Trans. Vis. Comput. Graph., 2021

Special Issue on Interactive Visual Analytics for Making Explainable and Accountable Decisions.
ACM Trans. Interact. Intell. Syst., 2021

A survey of visual analytics techniques for machine learning.
Comput. Vis. Media, 2021

2020
Visual Genealogy of Deep Neural Networks.
IEEE Trans. Vis. Comput. Graph., 2020

Visualizing surrogate decision trees of convolutional neural networks.
J. Vis., 2020

Diagnosing Concept Drift with Visual Analytics.
Proceedings of the 15th IEEE Conference on Visual Analytics Science and Technology, 2020

2019
Bridging Text Visualization and Mining: A Task-Driven Survey.
IEEE Trans. Vis. Comput. Graph., 2019

An Interactive Method to Improve Crowdsourced Annotations.
IEEE Trans. Vis. Comput. Graph., 2019

Interactive Visualization for Interpretable Machine Learning ~ Beyond Visualization and Steering of the Parametric Space (NII Shonan Meeting 161).
NII Shonan Meet. Rep., 2019

Recent research advances on interactive machine learning.
J. Vis., 2019

Visualization in Data Science.
IEEE Computer Graphics and Applications, 2019

Interactive Correction of Mislabeled Training Data.
Proceedings of the 14th IEEE Conference on Visual Analytics Science and Technology, 2019

2018
Steering data quality with visual analytics: The complexity challenge.
Vis. Informatics, 2018

StreamExplorer: A Multi-Stage System for Visually Exploring Events in Social Streams.
IEEE Trans. Vis. Comput. Graph., 2018

Visual Diagnosis of Tree Boosting Methods.
IEEE Trans. Vis. Comput. Graph., 2018

Analyzing the Training Processes of Deep Generative Models.
IEEE Trans. Vis. Comput. Graph., 2018

PhotoRecomposer: Interactive Photo Recomposition by Cropping.
IEEE Trans. Vis. Comput. Graph., 2018

Preface.
IEEE Trans. Vis. Comput. Graph., 2018

Scalable Training of Hierarchical Topic Models.
Proc. VLDB Endow., 2018

Visual Analytics for Explainable Deep Learning.
IEEE Computer Graphics and Applications, 2018

Analyzing the Noise Robustness of Deep Neural Networks.
Proceedings of the 13th IEEE Conference on Visual Analytics Science and Technology, 2018

2017
Towards better analysis of machine learning models: A visual analytics perspective.
Vis. Informatics, 2017

Towards Better Analysis of Deep Convolutional Neural Networks.
IEEE Trans. Vis. Comput. Graph., 2017

Preface.
IEEE Trans. Vis. Comput. Graph., 2017

Scalable Inference for Nested Chinese Restaurant Process Topic Models.
CoRR, 2017

Improving Learning-from-Crowds through Expert Validation.
Proceedings of the Twenty-Sixth International Joint Conference on Artificial Intelligence, 2017

2016
TopicPanorama: A Full Picture of Relevant Topics.
IEEE Trans. Vis. Comput. Graph., 2016

Online Visual Analytics of Text Streams.
IEEE Trans. Vis. Comput. Graph., 2016

Guest Editors' Introduction: Special Section on the IEEE Pacific Visualization Symposium 2015.
IEEE Trans. Vis. Comput. Graph., 2016

An Uncertainty-Aware Approach for Exploratory Microblog Retrieval.
IEEE Trans. Vis. Comput. Graph., 2016

Adaptive Multi-Compositionality for Recursive Neural Network Models.
IEEE ACM Trans. Audio Speech Lang. Process., 2016

MatchOrchestra: a generalized visual analytics for competitive team sports.
J. Vis., 2016

Towards building a high-quality microblog-specific Chinese sentiment lexicon.
Decis. Support Syst., 2016

Follower-Followee Network, Communication Networks, and Vote Agreement of the U.S. Members of Congress.
Commun. Res., 2016

Scaling up Dynamic Topic Models.
Proceedings of the 25th International Conference on World Wide Web, 2016

How ideas flow across multiple social groups.
Proceedings of the 11th IEEE Conference on Visual Analytics Science and Technology, 2016

Spot-tracking lens: A zoomable user interface for animated bubble charts.
Proceedings of the 2016 IEEE Pacific Visualization Symposium, 2016

Tracking Idea Flows between Social Groups.
Proceedings of the Thirtieth AAAI Conference on Artificial Intelligence, 2016

2015
Automatic Taxonomy Construction from Keywords via Scalable Bayesian Rose Trees.
IEEE Trans. Knowl. Data Eng., 2015

Evolutionary Bayesian Rose Trees.
IEEE Trans. Knowl. Data Eng., 2015

Exploring Topical Lead-Lag across Corpora.
IEEE Trans. Knowl. Data Eng., 2015

Multivariate Network Exploration and Presentations.
Computer, 2015

Clutter-aware label layout.
Proceedings of the 2015 IEEE Pacific Visualization Symposium, 2015

2014
A survey on information visualization: recent advances and challenges.
Vis. Comput., 2014

OpinionFlow: Visual Analysis of Opinion Diffusion on Social Media.
IEEE Trans. Vis. Comput. Graph., 2014

EvoRiver: Visual Analysis of Topic Coopetition on Social Media.
IEEE Trans. Vis. Comput. Graph., 2014

LoyalTracker: Visualizing Loyalty Dynamics in Search Engines.
IEEE Trans. Vis. Comput. Graph., 2014

How Hierarchical Topics Evolve in Large Text Corpora.
IEEE Trans. Vis. Comput. Graph., 2014

Online behavioral genome sequencing from usage logs: decoding the search behaviors.
Proceedings of the 23rd International World Wide Web Conference, 2014

TopicPanorama: A full picture of relevant topics.
Proceedings of the 9th IEEE Conference on Visual Analytics Science and Technology, 2014

Let It Flow: A Static Method for Exploring Dynamic Graphs.
Proceedings of the IEEE Pacific Visualization Symposium, 2014

2013
PIWI: Visually Exploring Graphs Based on Their Community Structure.
IEEE Trans. Vis. Comput. Graph., 2013

Visual Analysis of Topic Competition on Social Media.
IEEE Trans. Vis. Comput. Graph., 2013

ViSizer: A Visualization Resizing Framework.
IEEE Trans. Vis. Comput. Graph., 2013

StoryFlow: Tracking the Evolution of Stories.
IEEE Trans. Vis. Comput. Graph., 2013

Constrained Text Coclustering with Supervised and Unsupervised Constraints.
IEEE Trans. Knowl. Data Eng., 2013

Mining evolutionary multi-branch trees from text streams.
Proceedings of the 19th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2013

Optimizing temporal topic segmentation for intelligent text visualization.
Proceedings of the 18th International Conference on Intelligent User Interfaces, 2013

Lead-lag analysis via sparse co-projection in correlated text streams.
Proceedings of the 22nd ACM International Conference on Information and Knowledge Management, 2013

A Hierarchical Aspect-Sentiment Model for Online Reviews.
Proceedings of the Twenty-Seventh AAAI Conference on Artificial Intelligence, 2013

2012
RankExplorer: Visualization of Ranking Changes in Large Time Series Data.
IEEE Trans. Vis. Comput. Graph., 2012

Whisper: Tracing the Spatiotemporal Process of Information Diffusion in Real Time.
IEEE Trans. Vis. Comput. Graph., 2012

TIARA: Interactive, Topic-Based Visual Text Summarization and Analysis.
ACM Trans. Intell. Syst. Technol., 2012

Introduction to the Special Section on Intelligent Visual Interfaces for Text Analysis.
ACM Trans. Intell. Syst. Technol., 2012

ImageHive: Interactive Content-Aware Image Summarization.
IEEE Computer Graphics and Applications, 2012

Real-Time Visualization of Streaming Text with a Force-Based Dynamic System.
IEEE Computer Graphics and Applications, 2012

Automatic taxonomy construction from keywords.
Proceedings of the 18th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2012

Breaking news on twitter.
Proceedings of the CHI Conference on Human Factors in Computing Systems, 2012

2011
TextFlow: Towards Better Understanding of Evolving Topics in Text.
IEEE Trans. Vis. Comput. Graph., 2011

Semantic-Preserving Word Clouds by Seam Carving.
Comput. Graph. Forum, 2011

Tracking and Connecting Topics via Incremental Hierarchical Dirichlet Processes.
Proceedings of the 11th IEEE International Conference on Data Mining, 2011

2010
OpinionSeer: Interactive Visualization of Hotel Customer Feedback.
IEEE Trans. Vis. Comput. Graph., 2010

FacetAtlas: Multifaceted Visualization for Rich Text Corpora.
IEEE Trans. Vis. Comput. Graph., 2010

iRANK: A rank-learn-combine framework for unsupervised ensemble ranking.
J. Assoc. Inf. Sci. Technol., 2010

Context-Preserving, Dynamic Word Cloud Visualization.
IEEE Computer Graphics and Applications, 2010


ContexTour: Contextual Contour Analysis on Dynamic Multi-relational Clustering.
Proceedings of the SIAM International Conference on Data Mining, 2010

Evolutionary hierarchical dirichlet processes for multiple correlated time-varying corpora.
Proceedings of the 16th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2010

TIARA: a visual exploratory text analytic system.
Proceedings of the 16th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2010

Workshop on intelligent visual interfaces for text analysis.
Proceedings of the 15th International Conference on Intelligent User Interfaces, 2010

Understanding text corpora with multiple facets.
Proceedings of the 5th IEEE Conference on Visual Analytics Science and Technology, 2010

Constrained Coclustering for Textual Documents.
Proceedings of the Twenty-Fourth AAAI Conference on Artificial Intelligence, 2010

2009
MultiVis: Content-Based Social Network Exploration through Multi-way Visual Analysis.
Proceedings of the SIAM International Conference on Data Mining, 2009

SmallBlue: Social Network Analysis for Expertise Search and Collective Intelligence.
Proceedings of the 25th International Conference on Data Engineering, 2009

COBRA - A Visualization Solution to Monitor and Analyze Consumer Generated Medias.
Proceedings of the Human Interface and the Management of Information. Information and Interaction, 2009

Topic and keyword re-ranking for LDA-based topic modeling.
Proceedings of the 18th ACM Conference on Information and Knowledge Management, 2009

Interactive, topic-based visual text summarization and analysis.
Proceedings of the 18th ACM Conference on Information and Knowledge Management, 2009

HiMap: Adaptive visualization of large-scale online social networks.
Proceedings of the IEEE Pacific Visualization Symposium PacificVis 2009, 2009

2008
FanLens: A Visual Toolkit for Dynamically Exploring the Distribution of Hierarchical Attributes.
Proceedings of the IEEE VGTC Pacific Visualization Symposium 2008, 2008

Interactive Visual Analysis of the NSF Funding Information.
Proceedings of the IEEE VGTC Pacific Visualization Symposium 2008, 2008

2007
An integrated system for building enterprise taxonomies.
Inf. Retr., 2007

Online Detecting and Tracking of the Evolution of User Communities.
Proceedings of the Third International Conference on Natural Computation, 2007

2006
The visual funding navigator: analysis of the NSF funding information.
Proceedings of the 2006 ACM CIKM International Conference on Information and Knowledge Management, 2006

2005
An LOD Model for Graph Visualization and Its Application in Web Navigation.
Proceedings of the Web Technologies Research and Development - APWeb 2005, 7th Asia-Pacific Web Conference, Shanghai, China, March 29, 2005

2004
InfoAnalyzer: a computer-aided tool for building enterprise taxonomies.
Proceedings of the 2004 ACM CIKM International Conference on Information and Knowledge Management, 2004

2003
Tme: An XML-Based Information Extraction System.
Proceedings of the ICEIS 2003, 2003


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