Tree visualization with tree-maps: 2-d space-filling approach
ACM Transactions on Graphics (TOG)
Finding patterns in time series: a dynamic programming approach
Advances in knowledge discovery and data mining
Data mining solutions: methods and tools for solving real-world problems
Data mining solutions: methods and tools for solving real-world problems
Interactive visualization of serial periodic data
Proceedings of the 11th annual ACM symposium on User interface software and technology
A Model of Saliency-Based Visual Attention for Rapid Scene Analysis
IEEE Transactions on Pattern Analysis and Machine Intelligence
Identifying distinctive subsequences in multivariate time series by clustering
KDD '99 Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
Relevance feedback retrieval of time series data
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
Information Visualization and Visual Data Mining
IEEE Transactions on Visualization and Computer Graphics
ThemeRiver: Visualizing Thematic Changes in Large Document Collections
IEEE Transactions on Visualization and Computer Graphics
Dynamic Queries for Visual Information Seeking
IEEE Software
An Augmented Visual Query Mechanism for Finding Patterns in Time Series Data
FQAS '02 Proceedings of the 5th International Conference on Flexible Query Answering Systems
ICDE '95 Proceedings of the Eleventh International Conference on Data Engineering
The Eyes Have It: A Task by Data Type Taxonomy for Information Visualizations
VL '96 Proceedings of the 1996 IEEE Symposium on Visual Languages
Cluster and Calendar Based Visualization of Time Series Data
INFOVIS '99 Proceedings of the 1999 IEEE Symposium on Information Visualization
Visualizing Time-Series on Spirals
INFOVIS '01 Proceedings of the IEEE Symposium on Information Visualization 2001 (INFOVIS'01)
Inventing discovery tools: combining information visualization with data mining
Information Visualization
XmdvTool: integrating multiple methods for visualizing multivariate data
VIS '94 Proceedings of the conference on Visualization '94
Dynamic query tools for time series data sets: timebox widgets for interactive exploration
Information Visualization
A multimodal learning interface for grounding spoken language in sensory perceptions
ACM Transactions on Applied Perception (TAP)
Visually mining and monitoring massive time series
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
An Insight-Based Methodology for Evaluating Bioinformatics Visualizations
IEEE Transactions on Visualization and Computer Graphics
Visualizing biological pathways: requirements analysis, systems evaluation and research agenda
Information Visualization - Special issue: Bioinformatics visualization
Challenges in Visual Data Analysis
IV '06 Proceedings of the conference on Information Visualization
Visualizing time-oriented data-A systematic view
Computers and Graphics
Visual Data Mining: An Introduction and Overview
Visual Data Mining
Importance-Driven Time-Varying Data Visualization
IEEE Transactions on Visualization and Computer Graphics
From visual data exploration to visual data mining: a survey
IEEE Transactions on Visualization and Computer Graphics
A multimodal real-time platform for studying human-avatar interactions
IVA'10 Proceedings of the 10th international conference on Intelligent virtual agents
Real-time adaptive behaviors in multimodal human-avatar interactions
International Conference on Multimodal Interfaces and the Workshop on Machine Learning for Multimodal Interaction
Adaptive eye gaze patterns in interactions with human and artificial agents
ACM Transactions on Interactive Intelligent Systems (TiiS)
IDA'10 Proceedings of the 9th international conference on Advances in Intelligent Data Analysis
Visual exploration of classification models for various data types in risk assessment
Information Visualization - Special issue on Best Papers of Visual Analytics Science and Technology (VAST) 2010
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With advances in computing techniques, a large amount of high-resolution high-quality multimedia data (video and audio, and so on) has been collected in research laboratories in various scientific disciplines, particularly in cognitive and behavioral studies. How to automatically and effectively discover new knowledge from rich multimedia data poses a compelling challenge because most state-of-the-art data mining techniques can only search and extract pre-defined patterns or knowledge from complex heterogeneous data. In light of this challenge, we propose a hybrid approach that allows scientists to use data mining as a first pass, and then forms a closed loop of visual analysis of current results followed by more data mining work inspired by visualization, the results of which can be in turn visualized and lead to the next round of visual exploration and analysis. In this way, new insights and hypotheses gleaned from the raw data and the current level of analysis can contribute to further analysis. As a first step toward this goal, we implement a visualization system with three critical components: (1) a smooth interface between visualization and data mining; (2) a flexible tool to explore and query temporal data derived from raw multimedia data; and (3) a seamless interface between raw multimedia data and derived data. We have developed various ways to visualize both temporal correlations and statistics of multiple derived variables as well as conditional and high-order statistics. Our visualization tool allows users to explore, compare and analyze multi-stream derived variables and simultaneously switch to access raw multimedia data.