Name
Abstract | ||
|---|---|---|
This study proposes a visual approach for classification of multivariate data based on the enhanced separation feature of a visual technique, called Hypothesis-Oriented Verification and Validation by Visualization (HOV3). In this approach, the user first builds up a visual classifier from a training dataset based on its data projection plotted by HOV3 with a statistical measurement of the training dataset on a 2d space where data points with the same class label are well grouped. Then the user classifies unlabeled data points by projecting them with the labeled data points of the visual classifier together in order to collect the unlabeled data points overlapped by the labeled ones. As a result, this study provides a method which is intuitive and easy to use for data classification by visualization. |
Year | DOI | Venue |
|---|---|---|
2012 | 10.1109/ICMLA.2012.197 | ICMLA (2) |
Keywords | Field | DocType |
labeled data point collection,classification,visual approach,data projection,unlabeled data point,statistical analysis,hypothesis-oriented verification,separation feature enhancement,pattern classification,interactive visual classification,data classification,unlabeled data point classification,2d space,hov3 method,multivariate data interactive visual classification,statistical measurement,visualization,hypothesis-oriented verification-and-validation-by visualization,training dataset,data visualisation,data point,unlabeled data point collection,visual technique,data visualization,visual classifier,interactive systems,multivariate data | Data mining,Computer science,Interactive visual analysis,Visual approach,Artificial intelligence,Data classification,Classifier (linguistics),Data point,Data visualization,Pattern recognition,Verification and validation,Visualization,Machine learning | Conference |
Volume | ISBN | Citations |
2 | 978-1-4673-4651-1 | 1 |
PageRank | References | Authors |
0.36 | 7 | 4 |
Name | Order | Citations | PageRank |
|---|---|---|---|
| Ke-Bing Zhang | 1 | 35 | 6.06 |
| Mehmet A. Orgun | 2 | 1366 | 155.15 |
| Rajan Shankaran | 3 | 113 | 15.86 |
| Du Zhang | 4 | 94 | 13.93 |