Intelligent Database Systems Lab N.Y.U.S.T. I. M. Extreme Visualization: Squeezing a Billion Records into a Million Pixels Presenter : Jiang-Shan Wang.

Slides:



Advertisements
Similar presentations
Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 A 24-h forecast of solar irradiance using artificial neural.
Advertisements

Intelligent Database Systems Lab N.Y.U.S.T. I. M. Discovering Leaders from Community Actions Presenter : Wu, Jia-Hao Authors : Amit Goyal, Francesco Bonchi,
國立雲林科技大學 National Yunlin University of Science and Technology 11 Discovering Personal Gazetteers: An Interactive clustering Approach Changqing Zhou, Dan.
Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 Quality evaluation of product reviews using an information.
Intelligent Database Systems Lab N.Y.U.S.T. I. M. Fast exact k nearest neighbors search using an orthogonal search tree Presenter : Chun-Ping Wu Authors.
Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology Text classification based on multi-word with support vector.
Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology U*F clustering : a new performant “ clustering-mining ”
Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology Human eye sclera detection and tracking using a modified.
Intelligent Database Systems Lab N.Y.U.S.T. I. M. A new student performance analysing system using knowledge discovery in higher educational databases.
Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 TANGENT: A Novel, “Surprise-me”, Recommendation Algorithm.
Intelligent Database Systems Lab N.Y.U.S.T. I. M. Comparison of neural network models with ARIMA and regression models for prediction of Houston's daily.
Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 The k-means range algorithm for personalized data clustering.
Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology Web usage mining: extracting unexpected periods from web.
Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 Mining Positive and Negative Patterns for Relevance Feature.
Intelligent Database Systems Lab N.Y.U.S.T. I. M. OpinionMiner: A Novel Machine Learning System for Web Opinion Mining and Extraction Presenter : Jiang-Shan.
Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 2008.NN.10 Modeling propagation delays in the development.
Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology Topology Preservation in Self-Organizing Feature Maps: Exact.
Intelligent Database Systems Lab N.Y.U.S.T. I. M. A quantitative stock prediction system based on financial news Presenter : Chun-Jung Shih Authors :Robert.
Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 An Empirical Study of Learning from Imbalanced Data Using.
Intelligent Database Systems Lab N.Y.U.S.T. I. M. A semantic similarity metric combining features and intrinsic information content Presenter: Chun-Ping.
Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 Automatic Recommendations for E-Learning Personalization.
Intelligent Database Systems Lab N.Y.U.S.T. I. M. An IPC-based vector space model for patent retrieval Presenter: Jun-Yi Wu Authors: Yen-Liang Chen, Yu-Ting.
Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology Concept similarity in Formal Concept Analysis-An information.
Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 A Hybrid Supervised ANN for Classification and Data Visualization.
Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 AC-ViSOM: Hybridising the Modified Adaptive Coordinate.
Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology A Plagiarism Detection Technique for Java Program Using.
Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology A k-mean clustering algorithm for mixed numeric and categorical.
Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology Extensions of vector quantization for incremental clustering.
Intelligent Database Systems Lab N.Y.U.S.T. I. M. Word sense disambiguation of WordNet glosses Presenter: Chun-Ping Wu Author: Dan Moldovan, Adrian Novischi.
Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 An Adaptation of the Vector-Space Model for Ontology-Based.
國立雲林科技大學 National Yunlin University of Science and Technology Self-organizing map learning nonlinearly embedded manifoldsmanifolds Author :Timo Simila.
Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 The Evolving Tree — Analysis and Applications Advisor.
Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 A Study on Automatic Recognition of Road Signs Presenter.
Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology A Novel Density-Based Clustering Framework by Using Level.
Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 Utilizing Marginal Net Utility for Recommendation in E-commerce.
Intelligent Database Systems Lab N.Y.U.S.T. I. M. Fraud detection in online consumer reviews Presenter: Tsai Tzung Ruei Authors: Nan Hu, Ling Liu, Vallabh.
Intelligent Database Systems Lab N.Y.U.S.T. I. M. Unsupervised word sense disambiguation for Korean through the acyclic weighted digraph using corpus and.
Intelligent Database Systems Lab N.Y.U.S.T. I. M. Psychiatric document retrieval using a discourse-aware model Presenter : Wu, Jia-Hao Authors : Liang-Chih.
Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 Regularization in Matrix Relevance Learning Petra Schneider,
Intelligent Database Systems Lab N.Y.U.S.T. I. M. 1 Visualization of multi-algorithm clustering for better economic decisions - The case of car pricing.
Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology Information Loss of the Mahalanobis Distance in High Dimensions-
Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 Multiclass boosting with repartitioning Graduate : Chen,
Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 An initialization method to simultaneously find initial.
Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 Region-based image retrieval using integrated color, shape,
Intelligent Database Systems Lab N.Y.U.S.T. I. M. Validity index for clusters of different sizes and densities Presenter: Jun-Yi Wu Authors: Krista Rizman.
Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 A personal route prediction system base on trajectory.
Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 Cost- sensitive boosting for classification of imbalanced.
Intelligent Database Systems Lab N.Y.U.S.T. I. M. 1 Mining concept maps from news stories for measuring civic scientific literacy in media Presenter :
Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology Mining Source Code Elements for Comprehending Object- Oriented.
Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 Direct mining of discriminative patterns for classifying.
Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 TIARA: A Visual Exploratory Text Analytic System Presenter.
Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 Self Organizing Maps and Bit Signature: a study applied.
Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 Modeling Semantic Similarities in Multiple Maps Presenter.
Intelligent Database Systems Lab N.Y.U.S.T. I. M. Towards comprehensive support for organizational mining Presenter : Yu-hui Huang Authors : Minseok Song,
Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 Providing Justifications in Recommender Systems Presenter.
Intelligent Database Systems Lab N.Y.U.S.T. I. M. Predicting corporate bankruptcy using a self-organizing map: An empirical study to improve the forecasting.
Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology ACM SIGMOD1 Subsequence Matching on Structured Time Series.
Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 Hierarchical model-based clustering of large datasets.
Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 Text Classification Improved through Multigram Models.
Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 Growing Hierarchical Tree SOM: An unsupervised neural.
Intelligent Database Systems Lab Advisor : Dr. Hsu Graduate : Yu Cheng Chen Author : Yongqiang Cao Jianhong Wu 國立雲林科技大學 National Yunlin University of Science.
Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 Dual clustering : integrating data clustering over optimization.
Intelligent Database Systems Lab N.Y.U.S.T. I. M. Key Blog Distillation: Ranking Aggregates Presenter : Yu-hui Huang Authors :Craig Macdonald, Iadh Ounis.
Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 Discovering Interesting Usage Patterns in Text Collections:
Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology Text Classification, Business Intelligence, and Interactivity:
Intelligent Database Systems Lab N.Y.U.S.T. I. M. Visualizing social network concepts Presenter : Chun-Ping Wu Authors :Bin Zhu, Stephanie Watts, Hsinchun.
Intelligent Database Systems Lab N.Y.U.S.T. I. M. Named Entity Disambiguation by Leveraging Wikipedia Semantic Knowledge Presenter : Jiang-Shan Wang Authors.
Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology A support system for predicting eBay end prices Presenter.
Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 A New Cluster Validity Index for Data with Merged Clusters.
Intelligent Database Systems Lab 國立雲林科技大學 National Yunlin University of Science and Technology 1 f-information measures in medical image registration Presenter.
Presentation transcript:

Intelligent Database Systems Lab N.Y.U.S.T. I. M. Extreme Visualization: Squeezing a Billion Records into a Million Pixels Presenter : Jiang-Shan Wang Authors : Ben Shneiderman SIGMOD 2009 國立雲林科技大學 National Yunlin University of Science and Technology 1

Intelligent Database Systems Lab N.Y.U.S.T. I. M. Outline Motivation Objective Atomic visualization Aggregate visualization Density plot visualization Conclusion Comments 2

Intelligent Database Systems Lab N.Y.U.S.T. I. M. Motivation The appeal of information visualization is to gain a deeper understanding of a important phenomena that are represented in a database. 3 Collins, Christopher. DocuBurst: Document Content Visualization Using Language Structure. Proceedings of IEEE Symposium on Information Visualization, Poster Session. Baltimore (2006).

Intelligent Database Systems Lab N.Y.U.S.T. I. M. Objective 4 This paper describes current and proposed solutions (atomic, aggregated, and density plots) that facilitate sense- making for interactive visual exploration of billion record data sets.

Intelligent Database Systems Lab N.Y.U.S.T. I. M. Atomic visualization One marker per data record. 5

Intelligent Database Systems Lab N.Y.U.S.T. I. M. Aggregate visualization One marker per thousand data records. 6

Intelligent Database Systems Lab N.Y.U.S.T. I. M. Aggregate visualization Multivariate Database Time series Tree structures Networks 7

Intelligent Database Systems Lab N.Y.U.S.T. I. M. Aggregate visualization 8

Intelligent Database Systems Lab N.Y.U.S.T. I. M. Density plot visualization Color coded areas show users where to explore. 9

Intelligent Database Systems Lab N.Y.U.S.T. I. M. Density plot visualization 10

Intelligent Database Systems Lab N.Y.U.S.T. I. M. Conclusion 11 The benefits of visual exploration are increasingly well understood, raising expectations of users who want to explore ever larger databases. If strong collaborations can be arranged between information visualization and database management researchers and implementers, then the use of billion record visualizations could become widespread.

Intelligent Database Systems Lab N.Y.U.S.T. I. M. Comments 12 Advantage  Understanding lots of visualization. Drawback Application  Data visualization.