A survey of visual analytics techniques for machine learning

[1]  Zhi-Hua Zhou,et al.  Towards Safe Weakly Supervised Learning , 2021, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[2]  Afonso Paiva,et al.  CrimAnalyzer: Understanding Crime Patterns in São Paulo , 2020, IEEE Transactions on Visualization and Computer Graphics.

[3]  Xiting Wang,et al.  Interactive Steering of Hierarchical Clustering , 2020, IEEE Transactions on Visualization and Computer Graphics.

[4]  Alex Endert,et al.  ArchiText: Interactive Hierarchical Topic Modeling , 2020, IEEE Transactions on Visualization and Computer Graphics.

[5]  Hang Su,et al.  OoDAnalyzer: Interactive Analysis of Out-of-Distribution Samples , 2020, IEEE Transactions on Visualization and Computer Graphics.

[6]  Yong Wang,et al.  EmotionCues: Emotion-Oriented Visual Summarization of Classroom Videos , 2020, IEEE Transactions on Visualization and Computer Graphics.

[7]  Thomas Ertl,et al.  Local Prediction Models for Spatiotemporal Volume Visualization , 2019, IEEE Transactions on Visualization and Computer Graphics.

[8]  Ji Hwan Park,et al.  CMed: Crowd Analytics for Medical Imaging Data , 2019, IEEE Transactions on Visualization and Computer Graphics.

[9]  Stefan Wrobel,et al.  Constructing Spaces and Times for Tactical Analysis in Football , 2019, IEEE Transactions on Visualization and Computer Graphics.

[10]  Zhaonan Sun,et al.  DPVis: Visual Analytics With Hidden Markov Models for Disease Progression Pathways , 2019, IEEE Transactions on Visualization and Computer Graphics.

[11]  Ross Maciejewski,et al.  A Visual Analytics System for Exploring, Monitoring, and Forecasting Road Traffic Congestion , 2020, IEEE Transactions on Visualization and Computer Graphics.

[12]  Jun Yuan,et al.  Visual Genealogy of Deep Neural Networks , 2020, IEEE Transactions on Visualization and Computer Graphics.

[13]  Olivier Thonnard,et al.  LDA Ensembles for Interactive Exploration and Categorization of Behaviors , 2020, IEEE Transactions on Visualization and Computer Graphics.

[14]  Wei Chen,et al.  ConceptExplorer: Visual Analysis of Concept Drifts in Multi-source Time-series Data , 2020, 2020 IEEE Conference on Visual Analytics Science and Technology (VAST).

[15]  Zhuguo Li,et al.  Diagnosing Concept Drift with Visual Analytics , 2020, 2020 IEEE Conference on Visual Analytics Science and Technology (VAST).

[16]  Huamin Qu,et al.  Multimodal Analysis of Video Collections: Visual Exploration of Presentation Techniques in TED Talks , 2020, IEEE Transactions on Visualization and Computer Graphics.

[17]  Hai Lin,et al.  Exploring Evolution of Dynamic Networks via Diachronic Node Embeddings , 2020, IEEE Transactions on Visualization and Computer Graphics.

[18]  Jarke J. van Wijk,et al.  ExplainExplore: Visual Exploration of Machine Learning Explanations , 2020, 2020 IEEE Pacific Visualization Symposium (PacificVis).

[19]  Wei Zhang,et al.  SCANViz: Interpreting the Symbol-Concept Association Captured by Deep Neural Networks through Visual Analytics , 2020, 2020 IEEE Pacific Visualization Symposium (PacificVis).

[20]  Wei Zeng,et al.  Visual Interpretation of Recurrent Neural Network on Multi-dimensional Time-series Forecast , 2020, 2020 IEEE Pacific Visualization Symposium (PacificVis).

[21]  Jeroen van Baar,et al.  DynamicsExplorer: Visual Analytics for Robot Control Tasks involving Dynamics and LSTM-based Control Policies , 2020, 2020 IEEE Pacific Visualization Symposium (PacificVis).

[22]  Florian Heimerl,et al.  Boxer: Interactive Comparison of Classifier Results , 2020, Comput. Graph. Forum.

[23]  Jie Li,et al.  Semantics-Space-Time Cube: A Conceptual Framework for Systematic Analysis of Texts in Space and Time , 2020, IEEE Transactions on Visualization and Computer Graphics.

[24]  Hua Guo,et al.  Topic-Based Exploration and Embedded Visualizations for Research Idea Generation , 2020, IEEE Transactions on Visualization and Computer Graphics.

[25]  Qing Chen,et al.  ViSeq: Visual Analytics of Learning Sequence in Massive Open Online Courses , 2020, IEEE Transactions on Visualization and Computer Graphics.

[26]  Christian Tominski,et al.  Making Parameter Dependencies of Time‐Series Segmentation Visually Understandable , 2019, Comput. Graph. Forum.

[27]  Bernhard Preim,et al.  Visual Analysis of Missing Values in Longitudinal Cohort Study Data , 2020, Comput. Graph. Forum.

[28]  Huamin Qu,et al.  ProtoSteer: Steering Deep Sequence Model with Prototypes , 2020, IEEE Transactions on Visualization and Computer Graphics.

[29]  Jiawan Zhang,et al.  Galex: Exploring the Evolution and Intersection of Disciplines , 2020, IEEE Transactions on Visualization and Computer Graphics.

[30]  Yue Li,et al.  VisTA: Integrating Machine Intelligence with Visualization to Support the Investigation of Think-Aloud Sessions , 2020, IEEE Transactions on Visualization and Computer Graphics.

[31]  Hairong Wang,et al.  Visual Analytics for Electromagnetic Situation Awareness in Radio Monitoring and Management , 2020, IEEE Transactions on Visualization and Computer Graphics.

[32]  Christian Wolf,et al.  DRLViz: Understanding Decisions and Memory in Deep Reinforcement Learning , 2019, Comput. Graph. Forum.

[33]  Daniel A. Keim,et al.  Semantic Concept Spaces: Guided Topic Model Refinement using Word-Embedding Projections , 2019, IEEE Transactions on Visualization and Computer Graphics.

[34]  Yu-Ru Lin,et al.  FairSight: Visual Analytics for Fairness in Decision Making , 2019, IEEE Transactions on Visualization and Computer Graphics.

[35]  David S. Ebert,et al.  Interactive Learning for Identifying Relevant Tweets to Support Real-time Situational Awareness , 2019, IEEE Transactions on Visualization and Computer Graphics.

[36]  David S. Ebert,et al.  VASSL: A Visual Analytics Toolkit for Social Spambot Labeling , 2019, IEEE Transactions on Visualization and Computer Graphics.

[37]  Hendrik Strobelt,et al.  Ablate, Variate, and Contemplate: Visual Analytics for Discovering Neural Architectures , 2019, IEEE Transactions on Visualization and Computer Graphics.

[38]  Mennatallah El-Assady,et al.  explAIner: A Visual Analytics Framework for Interactive and Explainable Machine Learning , 2019, IEEE Transactions on Visualization and Computer Graphics.

[39]  Alex Endert,et al.  EmoCo: Visual Analysis of Emotion Coherence in Presentation Videos , 2019, IEEE Transactions on Visualization and Computer Graphics.

[40]  Ross Maciejewski,et al.  Explaining Vulnerabilities to Adversarial Machine Learning through Visual Analytics , 2019, IEEE Transactions on Visualization and Computer Graphics.

[41]  Martin Wattenberg,et al.  The What-If Tool: Interactive Probing of Machine Learning Models , 2019, IEEE Transactions on Visualization and Computer Graphics.

[42]  Duen Horng Chau,et al.  Summit: Scaling Deep Learning Interpretability by Visualizing Activation and Attribution Summarizations , 2019, IEEE Transactions on Visualization and Computer Graphics.

[43]  Quan Li,et al.  WeSeer: Visual Analysis for Better Information Cascade Prediction of WeChat Articles , 2018, IEEE Transactions on Visualization and Computer Graphics.

[44]  T. Ropinski,et al.  Classifier‐Guided Visual Correction of Noisy Labels for Image Classification Tasks , 2018, Comput. Graph. Forum.

[45]  Guangquan Zhang,et al.  Learning under Concept Drift: A Review , 2019, IEEE Transactions on Knowledge and Data Engineering.

[46]  Silvia Miksch,et al.  Capturing and Visualizing Provenance From Data Wrangling , 2019, IEEE Computer Graphics and Applications.

[47]  Yang Chen,et al.  Interactive Correction of Mislabeled Training Data , 2019, 2019 IEEE Conference on Visual Analytics Science and Technology (VAST).

[48]  Sana Malik,et al.  DeepCompare: Visual and Interactive Comparison of Deep Learning Model Performance , 2019, IEEE Computer Graphics and Applications.

[49]  Alex Endert,et al.  BEAMES: Interactive Multimodel Steering, Selection, and Inspection for Regression Tasks , 2019, IEEE Computer Graphics and Applications.

[50]  Stefan Lee,et al.  ViLBERT: Pretraining Task-Agnostic Visiolinguistic Representations for Vision-and-Language Tasks , 2019, NeurIPS.

[51]  Katerina Vrotsou,et al.  Exploratory Visual Sequence Mining Based on Pattern-Growth , 2019, IEEE Transactions on Visualization and Computer Graphics.

[52]  Mennatallah El-Assady,et al.  VIANA: Visual Interactive Annotation of Argumentation , 2019, 2019 IEEE Conference on Visual Analytics Science and Technology (VAST).

[53]  Alex Endert,et al.  TopicSifter: Interactive Search Space Reduction through Targeted Topic Modeling , 2019, 2019 IEEE Conference on Visual Analytics Science and Technology (VAST).

[54]  Huamin Qu,et al.  Interpretable and Steerable Sequence Learning via Prototypes , 2019, KDD.

[55]  Daniel A. Keim,et al.  Bridging Text Visualization and Mining: A Task-Driven Survey , 2019, IEEE Transactions on Visualization and Computer Graphics.

[56]  Nan Cao,et al.  A Semantic-Based Method for Visualizing Large Image Collections , 2019, IEEE Transactions on Visualization and Computer Graphics.

[57]  Renato Pajarola,et al.  VIAN: A Visual Annotation Tool for Film Analysis , 2019, Comput. Graph. Forum.

[58]  Tabassum Kakar,et al.  DIVA: Exploration and Validation of Hypothesized Drug‐Drug Interactions , 2019, Comput. Graph. Forum.

[59]  Qi Han,et al.  Bird's‐Eye ‐ Large‐Scale Visual Analytics of City Dynamics using Social Location Data , 2019, Comput. Graph. Forum.

[60]  André Panisson,et al.  Topic Tomographies (TopTom): a visual approach to distill information from media streams , 2019, Comput. Graph. Forum.

[61]  Marco Hutter,et al.  Visual‐Interactive Preprocessing of Multivariate Time Series Data , 2019, Comput. Graph. Forum.

[62]  Tamara Munzner,et al.  Segmentifier: Interactive Refinement of Clickstream Data , 2019, Comput. Graph. Forum.

[63]  Raghu Machiraju,et al.  Visual Exploration of Neural Document Embedding in Information Retrieval: Semantics and Feature Selection , 2019, IEEE Transactions on Visualization and Computer Graphics.

[64]  Wei Zhang,et al.  DeepVID: Deep Visual Interpretation and Diagnosis for Image Classifiers via Knowledge Distillation , 2019, IEEE Transactions on Visualization and Computer Graphics.

[65]  Minsuk Kahng,et al.  FAIRVIS: Visual Analytics for Discovering Intersectional Bias in Machine Learning , 2019, 2019 IEEE Conference on Visual Analytics Science and Technology (VAST).

[66]  Eric J. Ma,et al.  Peax: Interactive Visual Pattern Search in Sequential Data Using Unsupervised Deep Representation Learning , 2019, bioRxiv.

[67]  Yuyu,et al.  Visual Analytics of Taxi Trajectory Data via Topical Sub-trajectories , 2019, 2019 IEEE Pacific Visualization Symposium (PacificVis).

[68]  Bernd Froehlich,et al.  Visualizing a Thinker's Life , 2019, IEEE Transactions on Visualization and Computer Graphics.

[69]  Dunja Mladenic,et al.  StreamStory: Exploring Multivariate Time Series on Multiple Scales , 2019, IEEE Transactions on Visualization and Computer Graphics.

[70]  Hendrikus H. M. Korsten,et al.  RegressionExplorer: Interactive Exploration of Logistic Regression Models with Subgroup Analysis , 2019, IEEE Transactions on Visualization and Computer Graphics.

[71]  Zhiguang Zhou,et al.  Visual Abstraction of Large Scale Geospatial Origin-Destination Movement Data , 2019, IEEE Transactions on Visualization and Computer Graphics.

[72]  Martin Wattenberg,et al.  GAN Lab: Understanding Complex Deep Generative Models using Interactive Visual Experimentation , 2018, IEEE Transactions on Visualization and Computer Graphics.

[73]  Yang Wang,et al.  Manifold: A Model-Agnostic Framework for Interpretation and Diagnosis of Machine Learning Models , 2018, IEEE Transactions on Visualization and Computer Graphics.

[74]  Huamin Qu,et al.  RuleMatrix: Visualizing and Understanding Classifiers with Rules , 2018, IEEE Transactions on Visualization and Computer Graphics.

[75]  Jimeng Sun,et al.  RetainVis: Visual Analytics with Interpretable and Interactive Recurrent Neural Networks on Electronic Medical Records , 2018, IEEE Transactions on Visualization and Computer Graphics.

[76]  Alexander M. Rush,et al.  Seq2seq-Vis: A Visual Debugging Tool for Sequence-to-Sequence Models , 2018, IEEE Transactions on Visualization and Computer Graphics.

[77]  Marco Cavallo,et al.  Clustrophile 2: Guided Visual Clustering Analysis , 2018, IEEE Transactions on Visualization and Computer Graphics.

[78]  Minsuk Kahng,et al.  Visual Analytics in Deep Learning: An Interrogative Survey for the Next Frontiers , 2018, IEEE Transactions on Visualization and Computer Graphics.

[79]  Louis-Philippe Morency,et al.  Multimodal Machine Learning: A Survey and Taxonomy , 2017, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[80]  Tian Tian,et al.  Max-Margin Majority Voting for Learning from Crowds , 2015, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[81]  Changjian Chen,et al.  An Interactive Method to Improve Crowdsourced Annotations , 2019, IEEE Transactions on Visualization and Computer Graphics.

[82]  Dik Lun Lee,et al.  iForest: Interpreting Random Forests via Visual Analytics , 2019, IEEE Transactions on Visualization and Computer Graphics.

[83]  Hao Yang,et al.  DQNViz: A Visual Analytics Approach to Understand Deep Q-Networks , 2019, IEEE Transactions on Visualization and Computer Graphics.

[84]  Zhimin Li,et al.  NLIZE: A Perturbation-Driven Visual Interrogation Tool for Analyzing and Interpreting Natural Language Inference Models , 2019, IEEE Transactions on Visualization and Computer Graphics.

[85]  Kwan-Liu Ma,et al.  GraphProtector: A Visual Interface for Employing and Assessing Multiple Privacy Preserving Graph Algorithms , 2019, IEEE Transactions on Visualization and Computer Graphics.

[86]  Nicole Sultanum,et al.  Doccurate: A Curation-Based Approach for Clinical Text Visualization , 2019, IEEE Transactions on Visualization and Computer Graphics.

[87]  Hongyuan Zha,et al.  Visual Progression Analysis of Event Sequence Data , 2019, IEEE Transactions on Visualization and Computer Graphics.

[88]  Min Chen,et al.  VIS4ML: An Ontology for Visual Analytics Assisted Machine Learning , 2019, IEEE Transactions on Visualization and Computer Graphics.

[89]  Daniel A. Keim,et al.  Visual Analytics for Topic Model Optimization based on User-Steerable Speculative Execution , 2019, IEEE Transactions on Visualization and Computer Graphics.

[90]  Silvia Miksch,et al.  CV3: Visual Exploration, Assessment, and Comparison of CVs , 2018, EuroVis.

[91]  Gennady L. Andrienko,et al.  Steering data quality with visual analytics: The complexity challenge , 2018, Vis. Informatics.

[92]  Dylan Cashman,et al.  RNNbow: Visualizing Learning Via Backpropagation Gradients in RNNs , 2018, IEEE Computer Graphics and Applications.

[93]  Daniel A. Keim,et al.  SMARTexplore: Simplifying High-Dimensional Data Analysis through a Table-Based Visual Analytics Approach , 2018, 2018 IEEE Conference on Visual Analytics Science and Technology (VAST).

[94]  Jun Zhu,et al.  Analyzing the Noise Robustness of Deep Neural Networks , 2018, 2018 IEEE Conference on Visual Analytics Science and Technology (VAST).

[95]  Nan Cao,et al.  StreamExplorer: A Multi-Stage System for Visually Exploring Events in Social Streams , 2018, IEEE Transactions on Visualization and Computer Graphics.

[96]  Ross Maciejewski,et al.  A Visual Analytics Framework for Identifying Topic Drivers in Media Events , 2018, IEEE Transactions on Visualization and Computer Graphics.

[97]  Martin Müller,et al.  Towards User‐Centered Active Learning Algorithms , 2018, Comput. Graph. Forum.

[98]  Huamin Qu,et al.  Towards Easy Comparison of Local Businesses Using Online Reviews , 2018, Comput. Graph. Forum.

[99]  Daniel A. Keim,et al.  ThreadReconstructor: Modeling Reply‐Chains to Untangle Conversational Text through Visual Analytics , 2018, Comput. Graph. Forum.

[100]  Hanan Samet,et al.  ConcaveCubes: Supporting Cluster‐based Geographical Visualization in Large Data Scale , 2018, Comput. Graph. Forum.

[101]  Hao Yang,et al.  GANViz: A Visual Analytics Approach to Understand the Adversarial Game , 2018, IEEE Transactions on Visualization and Computer Graphics.

[102]  Shaoliang Nie,et al.  Visualizing Deep Neural Networks for Text Analytics , 2018, 2018 IEEE Pacific Visualization Symposium (PacificVis).

[103]  Theresia Gschwandtner,et al.  Know Your Enemy: Identifying Quality Problems of Time Series Data , 2018, 2018 IEEE Pacific Visualization Symposium (PacificVis).

[104]  Jaegul Choo,et al.  Visual Analytics for Explainable Deep Learning , 2018, IEEE Computer Graphics and Applications.

[105]  Jacek M. Zurada,et al.  Building Efficient ConvNets using Redundant Feature Pruning , 2018, ArXiv.

[106]  Quanshi Zhang,et al.  Visual interpretability for deep learning: a survey , 2018, Frontiers of Information Technology & Electronic Engineering.

[107]  Elmar Eisemann,et al.  DeepEyes: Progressive Visual Analytics for Designing Deep Neural Networks , 2018, IEEE Transactions on Visualization and Computer Graphics.

[108]  Kibok Lee,et al.  Training Confidence-calibrated Classifiers for Detecting Out-of-Distribution Samples , 2017, ICLR.

[109]  Xiaoming Liu,et al.  Do Convolutional Neural Networks Learn Class Hierarchy? , 2017, IEEE Transactions on Visualization and Computer Graphics.

[110]  Marco Cavallo,et al.  Track Xplorer: A System for Visual Analysis of Sensor‐based Motor Activity Predictions , 2018, Comput. Graph. Forum.

[111]  Minsuk Kahng,et al.  ActiVis: Visual Exploration of Industry-Scale Deep Neural Network Models , 2017, IEEE Transactions on Visualization and Computer Graphics.

[112]  Alexander M. Rush,et al.  LSTMVis: A Tool for Visual Analysis of Hidden State Dynamics in Recurrent Neural Networks , 2016, IEEE Transactions on Visualization and Computer Graphics.

[113]  Jing Wu,et al.  Visual Diagnosis of Tree Boosting Methods , 2018, IEEE Transactions on Visualization and Computer Graphics.

[114]  Marco Hutter,et al.  Comparing Visual-Interactive Labeling with Active Learning: An Experimental Study , 2018, IEEE Transactions on Visualization and Computer Graphics.

[115]  Torsten Möller,et al.  TreePOD: Sensitivity-Aware Selection of Pareto-Optimal Decision Trees , 2018, IEEE Transactions on Visualization and Computer Graphics.

[116]  Niklas Elmqvist,et al.  ConceptVector: Text Visual Analytics via Interactive Lexicon Building Using Word Embedding , 2018, IEEE Transactions on Visualization and Computer Graphics.

[117]  Jun Zhu,et al.  Analyzing the Training Processes of Deep Generative Models , 2018, IEEE Transactions on Visualization and Computer Graphics.

[118]  Yu-Ru Lin,et al.  Voila: Visual Anomaly Detection and Monitoring with Streaming Spatiotemporal Data , 2018, IEEE Transactions on Visualization and Computer Graphics.

[119]  Daniel A. Keim,et al.  Progressive Learning of Topic Modeling Parameters: A Visual Analytics Framework , 2018, IEEE Transactions on Visualization and Computer Graphics.

[120]  Kwan-Liu Ma,et al.  A Utility-Aware Visual Approach for Anonymizing Multi-Attribute Tabular Data , 2018, IEEE Transactions on Visualization and Computer Graphics.

[121]  Ke Xu,et al.  EventThread: Visual Summarization and Stage Analysis of Event Sequence Data , 2018, IEEE Transactions on Visualization and Computer Graphics.

[122]  Silvia Miksch,et al.  EVA: Visual Analytics to Identify Fraudulent Events , 2018, IEEE Transactions on Visualization and Computer Graphics.

[123]  Yuanzhe Chen,et al.  Sequence Synopsis: Optimize Visual Summary of Temporal Event Data , 2018, IEEE Transactions on Visualization and Computer Graphics.

[124]  Stefan Müller Arisona,et al.  StreetVizor: Visual Exploration of Human-Scale Urban Forms Based on Street Views , 2018, IEEE Transactions on Visualization and Computer Graphics.

[125]  Daniel J. Wigdor,et al.  PhenoLines: Phenotype Comparison Visualizations for Disease Subtyping via Topic Models , 2018, IEEE Transactions on Visualization and Computer Graphics.

[126]  Daniel A. Keim,et al.  SOMFlow: Guided Exploratory Cluster Analysis with Self-Organizing Maps and Analytic Provenance , 2018, IEEE Transactions on Visualization and Computer Graphics.

[127]  Zhi-Hua Zhou,et al.  A brief introduction to weakly supervised learning , 2018 .

[128]  Martin Wattenberg,et al.  Visualizing Dataflow Graphs of Deep Learning Models in TensorFlow , 2018, IEEE Transactions on Visualization and Computer Graphics.

[129]  Alex Endert,et al.  Podium: Ranking Data Using Mixed-Initiative Visual Analytics , 2018, IEEE Transactions on Visualization and Computer Graphics.

[130]  Zhen Li,et al.  Understanding Hidden Memories of Recurrent Neural Networks , 2017, 2017 IEEE Conference on Visual Analytics Science and Technology (VAST).

[131]  Hao-Chuan Wang,et al.  Exploring Online Learners' Interactive Dynamics by Visually Analyzing Their Time‐anchored Comments , 2017, Comput. Graph. Forum.

[132]  Stefan Bruckner,et al.  Albero: A Visual Analytics Approach for Probabilistic Weather Forecasting , 2017, Comput. Graph. Forum.

[133]  Stefan Jänicke,et al.  Interactive Visual Alignment of Medieval Text Versions , 2017, 2017 IEEE Conference on Visual Analytics Science and Technology (VAST).

[134]  Xiaoru Yuan,et al.  E-Map: A Visual Analytics Approach for Exploring Significant Event Evolutions in Social Media , 2017, 2017 IEEE Conference on Visual Analytics Science and Technology (VAST).

[135]  Stan Matwin,et al.  ANALYTiC: An Active Learning System for Trajectory Classification , 2017, IEEE Computer Graphics and Applications.

[136]  William Ribarsky,et al.  Urban Space Explorer: A Visual Analytics System for Urban Planning , 2017, IEEE Computer Graphics and Applications.

[137]  Xiting Wang,et al.  Improving Learning-from-Crowds through Expert Validation , 2017, IJCAI.

[138]  D. Keim,et al.  Dynamic Visual Abstraction of Soccer Movement , 2017, Computer graphics forum (Print).

[139]  Mira Dontcheva,et al.  CoreFlow: Extracting and Visualizing Branching Patterns from Event Sequences , 2017, Comput. Graph. Forum.

[140]  Daniel A. Keim,et al.  NEREx: Named‐Entity Relationship Exploration in Multi‐Party Conversations , 2017, Comput. Graph. Forum.

[141]  Ross Maciejewski,et al.  The State‐of‐the‐Art in Predictive Visual Analytics , 2017, Comput. Graph. Forum.

[142]  Karthik Ramani,et al.  Integrating Visual Analytics Support for Grounded Theory Practice in Qualitative Text Analysis , 2017, Comput. Graph. Forum.

[143]  Silvia Miksch,et al.  Cycle Plot Revisited: Multivariate Outlier Detection Using a Distance‐Based Abstraction , 2017, Comput. Graph. Forum.

[144]  Yindalon Aphinyanagphongs,et al.  A Workflow for Visual Diagnostics of Binary Classifiers using Instance-Level Explanations , 2017, 2017 IEEE Conference on Visual Analytics Science and Technology (VAST).

[145]  Lionel M. Ni,et al.  MobiSeg: Interactive region segmentation using heterogeneous mobility data , 2017, 2017 IEEE Pacific Visualization Symposium (PacificVis).

[146]  Hai Lin,et al.  Exploring controversy via sentiment divergences of aspects in reviews , 2017, 2017 IEEE Pacific Visualization Symposium (PacificVis).

[147]  Xiting Wang,et al.  Towards better analysis of machine learning models: A visual analytics perspective , 2017, Vis. Informatics.

[148]  Niklas Elmqvist,et al.  TopicLens: Efficient Multi-Level Visual Topic Exploration of Large-Scale Document Collections , 2017, IEEE Transactions on Visualization and Computer Graphics.

[149]  Charles Blundell,et al.  Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles , 2016, NIPS.

[150]  Abhishek Das,et al.  Grad-CAM: Visual Explanations from Deep Networks via Gradient-Based Localization , 2016, 2017 IEEE International Conference on Computer Vision (ICCV).

[151]  Kai Zhao,et al.  Urban Pulse: Capturing the Rhythm of Cities , 2016, IEEE Transactions on Visualization and Computer Graphics.

[152]  Zhen Li,et al.  Towards Better Analysis of Deep Convolutional Neural Networks , 2016, IEEE Transactions on Visualization and Computer Graphics.

[153]  Bongshin Lee,et al.  Squares: Supporting Interactive Performance Analysis for Multiclass Classifiers , 2017, IEEE Transactions on Visualization and Computer Graphics.

[154]  Fang Liu,et al.  Visual Analytics for Spatial Clusters of Air-Quality Data , 2017, IEEE Computer Graphics and Applications.

[155]  Paulo E. Rauber,et al.  Visualizing the Hidden Activity of Artificial Neural Networks , 2017, IEEE Transactions on Visualization and Computer Graphics.

[156]  Daniel Weiskopf,et al.  Visual Analytics for Mobile Eye Tracking , 2017, IEEE Transactions on Visualization and Computer Graphics.

[157]  Wei Chen,et al.  ViDX: Visual Diagnostics of Assembly Line Performance in Smart Factories , 2017, IEEE Transactions on Visualization and Computer Graphics.

[158]  John T. Stasko,et al.  Visualizing Social Media Content with SentenTree , 2017, IEEE Transactions on Visualization and Computer Graphics.

[159]  Harald Piringer,et al.  Visplause: Visual Data Quality Assessment of Many Time Series Using Plausibility Checks , 2017, IEEE Transactions on Visualization and Computer Graphics.

[160]  Katherine McDonough,et al.  cite2vec: Citation-Driven Document Exploration via Word Embeddings , 2017, IEEE Transactions on Visualization and Computer Graphics.

[161]  Arie E. Kaufman,et al.  AnaFe: Visual Analytics of Image-derived Temporal Features—Focusing on the Spleen , 2017, IEEE Transactions on Visualization and Computer Graphics.

[162]  Yang Wang,et al.  Patterns and Sequences: Interactive Exploration of Clickstreams to Understand Common Visitor Paths , 2017, IEEE Transactions on Visualization and Computer Graphics.

[163]  Wei Zeng,et al.  Visualizing Waypoints‐Constrained Origin‐Destination Patterns for Massive Transportation Data , 2016, Comput. Graph. Forum.

[164]  Tatiana von Landesberger,et al.  Comparative Local Quality Assessment of 3D Medical Image Segmentations with Focus on Statistical Shape Model-Based Algorithms , 2016, IEEE Transactions on Visualization and Computer Graphics.

[165]  Thomas Ertl,et al.  Visual analysis and coding of data-rich user behavior , 2016, 2016 IEEE Conference on Visual Analytics Science and Technology (VAST).

[166]  Xiaoru Yuan,et al.  D-Map: Visual analysis of ego-centric information diffusion patterns in social media , 2016, 2016 IEEE Conference on Visual Analytics Science and Technology (VAST).

[167]  Ji Hwan Park,et al.  C2A: Crowd consensus analytics for virtual colonoscopy , 2016, 2016 IEEE Conference on Visual Analytics Science and Technology (VAST).

[168]  Qi Han,et al.  DocuCompass: Effective exploration of document landscapes , 2016, 2016 IEEE Conference on Visual Analytics Science and Technology (VAST).

[169]  Xiaotong Liu,et al.  SocialBrands: Visual analysis of public perceptions of brands on social media , 2016, 2016 IEEE Conference on Visual Analytics Science and Technology (VAST).

[170]  Baining Guo,et al.  How ideas flow across multiple social groups , 2016, 2016 IEEE Conference on Visual Analytics Science and Technology (VAST).

[171]  Qing Chen,et al.  DropoutSeer: Visualizing learning patterns in Massive Open Online Courses for dropout reasoning and prediction , 2016, 2016 IEEE Conference on Visual Analytics Science and Technology (VAST).

[172]  Ben Shneiderman,et al.  EventAction: Visual analytics for temporal event sequence recommendation , 2016, 2016 IEEE Conference on Visual Analytics Science and Technology (VAST).

[173]  Daniel A. Keim,et al.  Director's Cut: Analysis and Annotation of Soccer Matches , 2016, IEEE Computer Graphics and Applications.

[174]  Zhi-Hua Zhou,et al.  Graph Quality Judgement: A Large Margin Expedition , 2016, IJCAI.

[175]  Thomas Ertl,et al.  Can Twitter Save Lives? A Broad-Scale Study on Visual Social Media Analytics for Public Safety , 2016, IEEE Transactions on Visualization and Computer Graphics.

[176]  Colin Ware,et al.  Dynamic Change Arcs to Explore Model Forecasts , 2016, Comput. Graph. Forum.

[177]  David S. Ebert,et al.  A Visual Analytics Framework for Microblog Data Analysis at Multiple Scales of Aggregation , 2016, Comput. Graph. Forum.

[178]  Christoph Heinzl,et al.  GEMSe: Visualization‐Guided Exploration of Multi‐channel Segmentation Algorithms , 2016, Comput. Graph. Forum.

[179]  Daniel A. Keim,et al.  ConToVi: Multi‐Party Conversation Exploration using Topic‐Space Views , 2016, Comput. Graph. Forum.

[180]  Carolyn McGregor,et al.  PhysioEx: Visual Analysis of Physiological Event Streams , 2016, Comput. Graph. Forum.

[181]  Michael Gleicher,et al.  Visualizing Co‐occurrence of Events in Populations of Viral Genome Sequences , 2016, Comput. Graph. Forum.

[182]  Arnaud Sallaberry,et al.  Visual analysis of body movement in serious games for healthcare , 2016, 2016 IEEE Pacific Visualization Symposium (PacificVis).

[183]  Ye Zhao,et al.  A visual analytics approach to high-dimensional logistic regression modeling and its application to an environmental health study , 2016, 2016 IEEE Pacific Visualization Symposium (PacificVis).

[184]  Martín Abadi,et al.  TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems , 2016, ArXiv.

[185]  Qi Han,et al.  CiteRivers: Visual Analytics of Citation Patterns , 2016, IEEE Transactions on Visualization and Computer Graphics.

[186]  Marcus A. Magnor,et al.  Visual Analytics for Development and Evaluation of Order Selection Criteria for Autoregressive Processes , 2016, IEEE Transactions on Visualization and Computer Graphics.

[187]  Xiaoru Yuan,et al.  Interactive Visual Discovering of Movement Patterns from Sparsely Sampled Geo-tagged Social Media Data , 2016, IEEE Transactions on Visualization and Computer Graphics.

[188]  Tamara Munzner,et al.  TimeLineCurator: Interactive Authoring of Visual Timelines from Unstructured Text , 2016, IEEE Transactions on Visualization and Computer Graphics.

[189]  Jian Zhao,et al.  egoSlider: Visual Analysis of Egocentric Network Evolution , 2016, IEEE Transactions on Visualization and Computer Graphics.

[190]  Ching-Yung Lin,et al.  TargetVue: Visual Analysis of Anomalous User Behaviors in Online Communication Systems , 2016, IEEE Transactions on Visualization and Computer Graphics.

[191]  Andreas Kerren,et al.  MobilityGraphs: Visual Analysis of Mass Mobility Dynamics via Spatio-Temporal Graphs and Clustering , 2016, IEEE Transactions on Visualization and Computer Graphics.

[192]  Hong Wang,et al.  Exploring Evolving Media Discourse Through Event Cueing , 2016, IEEE Transactions on Visualization and Computer Graphics.

[193]  Jian Pei,et al.  Online Visual Analytics of Text Streams , 2015, IEEE Transactions on Visualization and Computer Graphics.

[194]  Qinying Liao,et al.  An Uncertainty-Aware Approach for Exploratory Microblog Retrieval , 2015, IEEE Transactions on Visualization and Computer Graphics.

[195]  Baining Guo,et al.  TopicPanorama: A Full Picture of Relevant Topics , 2014, IEEE Transactions on Visualization and Computer Graphics.

[196]  Marco Luca Sbodio,et al.  AllAboard: Visual Exploration of Cellphone Mobility Data to Optimise Public Transport , 2014, IEEE Transactions on Visualization and Computer Graphics.

[197]  Ramprasaath R. Selvaraju,et al.  Grad-CAM: Why did you say that? Visual Explanations from Deep Networks via Gradient-based Localization , 2016 .

[198]  Wei Wu,et al.  iVizTRANS: Interactive visual learning for home and work place detection from massive public transportation data , 2015, 2015 IEEE Conference on Visual Analytics Science and Technology (VAST).

[199]  Ashish Kapoor,et al.  FeatureInsight: Visual support for error-driven feature ideation in text classification , 2015, 2015 IEEE Conference on Visual Analytics Science and Technology (VAST).

[200]  Heidrun Schumann,et al.  Supporting activity recognition by visual analytics , 2015, 2015 IEEE Conference on Visual Analytics Science and Technology (VAST).

[201]  William Ribarsky,et al.  DemographicVis: Analyzing demographic information based on user generated content , 2015, 2015 IEEE Conference on Visual Analytics Science and Technology (VAST).

[202]  Thomas Ertl,et al.  Semantic Enrichment of Movement Behavior with Foursquare–A Visual Analytics Approach , 2015, IEEE Transactions on Visualization and Computer Graphics.

[203]  Jarke J. van Wijk,et al.  Rationale Visualization for Safety and Security , 2015, Comput. Graph. Forum.

[204]  Daniel A. Keim,et al.  Visual Analytics for Exploring Local Impact of Air Traffic , 2015, Comput. Graph. Forum.

[205]  Karl Aberer,et al.  Minimizing Efforts in Validating Crowd Answers , 2015, SIGMOD Conference.

[206]  Valerio Pascucci,et al.  Visual Exploration of High‐Dimensional Data through Subspace Analysis and Dynamic Projections , 2015, Comput. Graph. Forum.

[207]  Fabian Beck,et al.  Visualizing the Evolution of Communities in Dynamic Graphs , 2015, Comput. Graph. Forum.

[208]  Michael S. Bernstein,et al.  ImageNet Large Scale Visual Recognition Challenge , 2014, International Journal of Computer Vision.

[209]  Rosane Minghim,et al.  An Approach to Supporting Incremental Visual Data Classification , 2015, IEEE Transactions on Visualization and Computer Graphics.

[210]  Sikun Li,et al.  FLDA: Latent Dirichlet Allocation Based Unsteady Flow Analysis , 2014, IEEE Transactions on Visualization and Computer Graphics.

[211]  Jing Yang,et al.  VAET: A Visual Analytics Approach for E-Transactions Time-Series , 2014, IEEE Transactions on Visualization and Computer Graphics.

[212]  David Gotz,et al.  DecisionFlow: Visual Analytics for High-Dimensional Temporal Event Sequence Data , 2014, IEEE Transactions on Visualization and Computer Graphics.

[213]  Silvia Miksch,et al.  Visual Methods for Analyzing Probabilistic Classification Data , 2014, IEEE Transactions on Visualization and Computer Graphics.

[214]  David S. Ebert,et al.  Proactive Spatiotemporal Resource Allocation and Predictive Visual Analytics for Community Policing and Law Enforcement , 2014, IEEE Transactions on Visualization and Computer Graphics.

[215]  Weiwei Cui,et al.  How Hierarchical Topics Evolve in Large Text Corpora , 2014, IEEE Transactions on Visualization and Computer Graphics.

[216]  Jing Ma,et al.  Visual Analysis of Public Utility Service Problems in a Metropolis , 2014, IEEE Transactions on Visualization and Computer Graphics.

[217]  Fangzhao Wu,et al.  OpinionFlow: Visual Analysis of Opinion Diffusion on Social Media , 2014, IEEE Transactions on Visualization and Computer Graphics.

[218]  Yingcai Wu,et al.  EvoRiver: Visual Analysis of Topic Coopetition on Social Media , 2014, IEEE Transactions on Visualization and Computer Graphics.

[219]  Hong Zhou,et al.  LoyalTracker: Visualizing Loyalty Dynamics in Search Engines , 2014, IEEE Transactions on Visualization and Computer Graphics.

[220]  Yale Song,et al.  #FluxFlow: Visual Analysis of Anomalous Information Spreading on Social Media , 2014, IEEE Transactions on Visualization and Computer Graphics.

[221]  Enrico Bertini,et al.  INFUSE: Interactive Feature Selection for Predictive Modeling of High Dimensional Data , 2014, IEEE Transactions on Visualization and Computer Graphics.

[222]  Stephen Marsland,et al.  Machine Learning: An Algorithmic Perspective, Second Edition , 2014 .

[223]  Michael Gleicher,et al.  Serendip: Topic model-driven visual exploration of text corpora , 2014, 2014 IEEE Conference on Visual Analytics Science and Technology (VAST).

[224]  Chris North,et al.  Multi-model semantic interaction for text analytics , 2014, 2014 IEEE Conference on Visual Analytics Science and Technology (VAST).

[225]  Christian Biemann,et al.  Networks of Names: Visual Exploration and Semi‐Automatic Tagging of Social Networks from Newspaper Articles , 2014, Comput. Graph. Forum.

[226]  Iryna Gurevych,et al.  Comparative Exploration of Document Collections: a Visual Analytics Approach , 2014, Comput. Graph. Forum.

[227]  Giuseppe Carenini,et al.  ConVis: A Visual Text Analytic System for Exploring Blog Conversations , 2014, Comput. Graph. Forum.

[228]  Matthew O. Ward,et al.  LoVis: Local Pattern Visualization for Model Refinement , 2014, Comput. Graph. Forum.

[229]  Daniel A. Keim,et al.  Visual Analysis of Time‐Series Similarities for Anomaly Detection in Sensor Networks , 2014, Comput. Graph. Forum.

[230]  Ross Maciejewski,et al.  Business Intelligence from Social Media: A Study from the VAST Box Office Challenge , 2014, IEEE Computer Graphics and Applications.

[231]  Thomas Ertl,et al.  Visual Analysis of Movement Behavior Using Web Data for Context Enrichment , 2014, 2014 IEEE Pacific Visualization Symposium.

[232]  Shin'ichi Satoh,et al.  Image Flows Visualization for Inter-media Comparison , 2014, 2014 IEEE Pacific Visualization Symposium.

[233]  Ye Zhao,et al.  Visualizing Hidden Themes of Taxi Movement with Semantic Transformation , 2014, 2014 IEEE Pacific Visualization Symposium.

[234]  Rob Fergus,et al.  Visualizing and Understanding Convolutional Networks , 2013, ECCV.

[235]  Trevor Darrell,et al.  DeCAF: A Deep Convolutional Activation Feature for Generic Visual Recognition , 2013, ICML.

[236]  Daniel Fried,et al.  Maps of Computer Science , 2013, 2014 IEEE Pacific Visualization Symposium.

[237]  Ferat Sahin,et al.  A survey on feature selection methods , 2014, Comput. Electr. Eng..

[238]  Mengchen Liu,et al.  A survey on information visualization: recent advances and challenges , 2014, The Visual Computer.

[239]  Silvia Miksch,et al.  Visual Analytics for Model Selection in Time Series Analysis , 2013, IEEE Transactions on Visualization and Computer Graphics.

[240]  Peter Bak,et al.  Visual Analytics for Spatial Clustering: Using a Heuristic Approach for Guided Exploration , 2013, IEEE Transactions on Visualization and Computer Graphics.

[241]  Jaegul Choo,et al.  UTOPIAN: User-Driven Topic Modeling Based on Interactive Nonnegative Matrix Factorization , 2013, IEEE Transactions on Visualization and Computer Graphics.

[242]  Thomas Schultz,et al.  Open-Box Spectral Clustering: Applications to Medical Image Analysis , 2013, IEEE Transactions on Visualization and Computer Graphics.

[243]  Alexandru Telea,et al.  Visual Analysis of Multi‐Dimensional Categorical Data Sets , 2013, Comput. Graph. Forum.

[244]  Thomas Ertl,et al.  ScatterBlogs2: Real-Time Monitoring of Microblog Messages through User-Guided Filtering , 2013, IEEE Transactions on Visualization and Computer Graphics.

[245]  Bertjan Broeksema,et al.  Decision Exploration Lab: A Visual Analytics Solution for Decision Management , 2013, IEEE Transactions on Visualization and Computer Graphics.

[246]  Harald Piringer,et al.  A Partition-Based Framework for Building and Validating Regression Models , 2013, IEEE Transactions on Visualization and Computer Graphics.

[247]  William Ribarsky,et al.  HierarchicalTopics: Visually Exploring Large Text Collections Using Topic Hierarchies , 2013, IEEE Transactions on Visualization and Computer Graphics.

[248]  Yingcai Wu,et al.  Visual Analysis of Topic Competition on Social Media , 2013, IEEE Transactions on Visualization and Computer Graphics.

[249]  Cláudio T. Silva,et al.  Visual Exploration of Big Spatio-Temporal Urban Data: A Study of New York City Taxi Trips , 2013, IEEE Transactions on Visualization and Computer Graphics.

[250]  Björn Hartmann,et al.  Identifying Redundancy and Exposing Provenance in Crowdsourced Data Analysis , 2013, IEEE Transactions on Visualization and Computer Graphics.

[251]  Zhiqiang Ma,et al.  Tag-Latent Dirichlet Allocation: Understanding Hashtags and Their Relationships , 2013, 2013 IEEE/WIC/ACM International Joint Conferences on Web Intelligence (WI) and Intelligent Agent Technologies (IAT).

[252]  Jeffrey Dean,et al.  Distributed Representations of Words and Phrases and their Compositionality , 2013, NIPS.

[253]  John T. Stasko,et al.  Combining Computational Analyses and Interactive Visualization for Document Exploration and Sensemaking in Jigsaw , 2013, IEEE Transactions on Visualization and Computer Graphics.

[254]  Baining Guo,et al.  Mining evolutionary multi-branch trees from text streams , 2013, KDD.

[255]  Christophe Hurter,et al.  Scalable Analysis of Movement Data for Extracting and Exploring Significant Places , 2013, IEEE Transactions on Visualization and Computer Graphics.

[256]  Thomas Ertl,et al.  Visual Classifier Training for Text Document Retrieval , 2012, IEEE Transactions on Visualization and Computer Graphics.

[257]  Jian Zhao,et al.  Facilitating Discourse Analysis with Interactive Visualization , 2012, IEEE Transactions on Visualization and Computer Graphics.

[258]  Xiaohua Sun,et al.  Whisper: Tracing the Spatiotemporal Process of Information Diffusion in Real Time , 2012, IEEE Transactions on Visualization and Computer Graphics.

[259]  Gunther Heidemann,et al.  Inter-active learning of ad-hoc classifiers for video visual analytics , 2012, 2012 IEEE Conference on Visual Analytics Science and Technology (VAST).

[260]  Magdalena Jankowska,et al.  Relative N-gram signatures: Document visualization at the level of character N-grams , 2012, 2012 IEEE Conference on Visual Analytics Science and Technology (VAST).

[261]  David S. Ebert,et al.  Spatiotemporal social media analytics for abnormal event detection and examination using seasonal-trend decomposition , 2012, 2012 IEEE Conference on Visual Analytics Science and Technology (VAST).

[262]  Kwan-Liu Ma,et al.  Visual cluster exploration of web clickstream data , 2012, 2012 IEEE Conference on Visual Analytics Science and Technology (VAST).

[263]  William Ribarsky,et al.  LeadLine: Interactive visual analysis of text data through event identification and exploration , 2012, 2012 IEEE Conference on Visual Analytics Science and Technology (VAST).

[264]  Hua Huang,et al.  Hierarchical Narrative Collage For Digital Photo Album , 2012, Comput. Graph. Forum.

[265]  Rosane Minghim,et al.  Semantic Wordification of Document Collections , 2012, Comput. Graph. Forum.

[266]  William Ribarsky,et al.  I‐SI: Scalable Architecture for Analyzing Latent Topical‐Level Information From Social Media Data , 2012, Comput. Graph. Forum.

[267]  John T. Stasko,et al.  iVisClustering: An Interactive Visual Document Clustering via Topic Modeling , 2012, Comput. Graph. Forum.

[268]  Jeffrey Heer,et al.  Profiler: integrated statistical analysis and visualization for data quality assessment , 2012, AVI.

[269]  Masaru Kitsuregawa,et al.  Analysis and visualization of temporal changes in bloggers' activities and interests , 2012, 2012 IEEE Pacific Visualization Symposium.

[270]  Thomas Ertl,et al.  Spatiotemporal anomaly detection through visual analysis of geolocated Twitter messages , 2012, 2012 IEEE Pacific Visualization Symposium.

[271]  Shimei Pan,et al.  TIARA: Interactive, Topic-Based Visual Text Summarization and Analysis , 2012, TIST.

[272]  Daniel A. Keim,et al.  EventRiver: Visually Exploring Text Collections with Temporal References , 2012, IEEE Transactions on Visualization and Computer Graphics.

[273]  Ye Zhao,et al.  Real-Time Visualization of Streaming Text with a Force-Based Dynamic System , 2012, IEEE Computer Graphics and Applications.

[274]  James Davey,et al.  Guiding feature subset selection with an interactive visualization , 2011, 2011 IEEE Conference on Visual Analytics Science and Technology (VAST).

[275]  Jarke J. van Wijk,et al.  BaobabView: Interactive construction and analysis of decision trees , 2011, 2011 IEEE Conference on Visual Analytics Science and Technology (VAST).

[276]  William Ribarsky,et al.  ParallelTopics: A probabilistic approach to exploring document collections , 2011, 2011 IEEE Conference on Visual Analytics Science and Technology (VAST).

[277]  Marcel Worring,et al.  Interactive decision making using dissimilarity to visually represented prototypes , 2011, 2011 IEEE Conference on Visual Analytics Science and Technology (VAST).

[278]  Xin Tong,et al.  TextFlow: Towards Better Understanding of Evolving Topics in Text , 2011, IEEE Transactions on Visualization and Computer Graphics.

[279]  Steve Kelling,et al.  BirdVis: Visualizing and Understanding Bird Populations , 2011, IEEE Transactions on Visualization and Computer Graphics.

[280]  Thomas Schlegel,et al.  Improving the Usability of Hierarchical Representations for Interactively Labeling Large Image Data Sets , 2011, HCI.

[281]  Gary K. L. Tam,et al.  Visualization of Time‐Series Data in Parameter Space for Understanding Facial Dynamics , 2011, Comput. Graph. Forum.

[282]  Michael Gleicher,et al.  Exploring Collections of Tagged Text for Literary Scholarship , 2011, Comput. Graph. Forum.

[283]  Ryan Hafen,et al.  Forecasting Hotspots—A Predictive Analytics Approach , 2011, IEEE Transactions on Visualization and Computer Graphics.

[284]  Ye Zhao,et al.  STREAMIT: Dynamic visualization and interactive exploration of text streams , 2011, 2011 IEEE Pacific Visualization Symposium.

[285]  Marcel Worring,et al.  Visual exploration of classification models for risk assessment , 2010, 2010 IEEE Symposium on Visual Analytics Science and Technology.

[286]  Tamara Munzner,et al.  DimStiller: Workflows for dimensional analysis and reduction , 2010, 2010 IEEE Symposium on Visual Analytics Science and Technology.

[287]  Jimeng Sun,et al.  FacetAtlas: Multifaceted Visualization for Rich Text Corpora , 2010, IEEE Transactions on Visualization and Computer Graphics.

[288]  Marcel Worring,et al.  MediaTable: Interactive Categorization of Multimedia Collections , 2010, IEEE Computer Graphics and Applications.

[289]  Qiang Zhang,et al.  TIARA: a visual exploratory text analytic system , 2010, KDD '10.

[290]  Wolfgang Berger,et al.  Eurographics/ Ieee-vgtc Symposium on Visualization 2010 Hypermoval: Interactive Visual Validation of Regression Models for Real-time Simulation , 2022 .

[291]  Daniel A. Keim,et al.  Space‐in‐Time and Time‐in‐Space Self‐Organizing Maps for Exploring Spatiotemporal Patterns , 2010, Comput. Graph. Forum.

[292]  Min Chen,et al.  SoundRiver: Semantically‐Rich Sound Illustration , 2010, Comput. Graph. Forum.

[293]  James R. Foulds,et al.  A review of multi-instance learning assumptions , 2010, The Knowledge Engineering Review.

[294]  William Wright,et al.  Visual Classification: Expert Knowledge Guides Machine Learning , 2010, IEEE Computer Graphics and Applications.

[295]  Stephen R. Marsland,et al.  Machine Learning - An Algorithmic Perspective , 2009, Chapman and Hall / CRC machine learning and pattern recognition series.

[296]  Michael I. Jordan,et al.  Hierarchical Dirichlet Processes , 2006 .

[297]  Zhi-Hua Zhou,et al.  Multi-Instance Learning from Supervised View , 2006, Journal of Computer Science and Technology.

[298]  Helwig Hauser,et al.  Parallel Sets: interactive exploration and visual analysis of categorical data , 2006, IEEE Transactions on Visualization and Computer Graphics.

[299]  Kwan-Liu Ma,et al.  Opening the black box - data driven visualization of neural networks , 2005, VIS 05. IEEE Visualization, 2005..

[300]  Ben Shneiderman,et al.  A Rank-by-Feature Framework for Interactive Exploration of Multidimensional Data , 2005, Inf. Vis..

[301]  Nils J. Nilsson,et al.  AN EARLY DRAFT OF A PROPOSED TEXTBOOK , 2005 .

[302]  Michael I. Jordan,et al.  Latent Dirichlet Allocation , 2001, J. Mach. Learn. Res..

[303]  Lucy T. Nowell,et al.  ThemeRiver: Visualizing Thematic Changes in Large Document Collections , 2002, IEEE Trans. Vis. Comput. Graph..