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| 1 | Interactive labelling of a multivariate dataset for supervised machine learning using linked visualisations,clustering,and active learning显示文摘Supervised machine learning techniques require labelled multivariate training datasets.Many approaches address the issue of unlabelled datasets by tightly coupling machine learning algorithms with interactive visualisations.Using appropriate techniques,analysts can play an active role in a highly interactive and iterative machine learning process to label the dataset and create meaningful partitions.While this principle has been implemented either for unsupervised,semi-supervised,or supervised machine learning tasks,the combination of all three methodologies remains challenging.In this paper,a visual analytics approach is presented,combining a variety of machine learning capabilities with four linked visualisation views,all integrated within the mVis(multivariate Visualiser)system.The available palette of techniques allows an analyst to perform exploratory data analysis on a multivariate dataset and divide it into meaningful labelled partitions,from which a classifier can be built.In the workflow,the analyst can label interesting patterns or outliers in a semi-supervised process supported by active learning.Once a dataset has been interactively labelled,the analyst can continue the workflow with supervised machine learning to assess to what degree the subsequent classifier has effectively learned the concepts expressed in the labelled training dataset.Using a novel technique called automatic dimension selection,interactions the analyst had with dimensions of the multivariate dataset are used to steer the machine learning algorithms.A real-world football dataset is used to show the utility of mVis for a series of analysis and labelling tasks,from initial labelling through iterations of data exploration,clustering,classification,and active learning to refine the named partitions,to finally producing a high-quality labelled training dataset suitable for training a classifier.The tool empowers the analyst with interactive visualisations including scatterplots,parallel coordinates,similarity maps for records,and a new similarity map for partitions. | Mohammad Chegini Jürgen Bernard Philip Berger Alexei Sourin Keith Andrews Tobias Schreck | 2019 | Visual Informatics2019，3，1： | 3 |
| 2 | Effective clustering and boundary detection algorithm based on Delaunay triangulation显示文摘 | Liu D Nosovskiy G V Sourin O | 2008 | Pattern Recoguition Letters2008，29，9： | 1 |
| 3 | Virtual Orthopedic Surgery Training On Personal Computer显示文摘 | Olga Sourina Alexei Sourin Howe Tet Sen | 2000 | International Journal of Information Technology2000，6，1： | 1 |
| 4 | Function representation in geometric modeling: concepts,implemen-tation and applications 显示文摘 | PASKO A ADZHIEC V SOURIN A | 1995 | The Visual Computer1995，11，8： | 1 |
| 5 | Virtual orthopedic surgery training显示文摘 | Sourina O Howe Tet Sen | 2000 | Computer Graphics and Applications IEEE2000，20，3： | 1 |
| 6 | Application trend in advanced ceramic technologies显示文摘 | Yahong Liang Sourin P Dutta | 2000 | Technovation2000，，1： | 1 |
| 7 | Function representation in geometric modeling: Concepts, implementation and applications 显示文摘 | Pasako A Adzhiev V Sourin A | 1995 | The Visual Computer1995，2，8： | 1 |
| 8 | Virtual orthopedic surgerytraining on personal computer显示文摘 | Sourina O Sourin A Sen HT | 2000 | Int J Inform Technol2000，6，1： | 1 |
| 9 | Function representation in geometric modeling: concepts, implementation and applications显示文摘 | Pasko A Adzhiev V Sourin A | 1995 | The Visual Computer1995，11，42： | 1 |
| 10 | Orthopedic Surgery Training Simulation显示文摘 | SOURINA O SOURIN A SEN H T | 2007 | Journal of Mechanics in Medicine and Biology(S0219-5194)2007，7，1： | 1 |
| 11 | Nanyang technological university virtual campus显示文摘 | Sourin Alexei | 2004 | IEEE Computer Graphics and Applications2004，24，6： | 1 |
| 12 | Synthetic carving using implicit surface primitives 显示文摘 | Pasko A Savchenko V Sourin A | 2001 | Computer Aided Design2001，33，5： | 1 |
| 13 | Function Representation in Geometric Modeling:Concepts,Implementation and Applications显示文摘 | Pasko A Adzhiev V Sourin A | 1995 | The Visual Computer1995，11，8： | 1 |
| 14 | Orthopedic surgery training simulation显示文摘 | Olga Sourina Alexei Sourin Howe Tet Sen | 2007 | Journal of Mechanics in Medicine and Biology2007，7，1： | 1 |
| 15 | Nanyang technological university virtual campus 显示文摘 | Sourin Alexei | 2004 | IEEE Computer Graphics and Applications2004，24，6： | 1 |
| 16 | Grid-based computer animation rendering显示文摘 | CHONG A SOURIN A LEVINSKI K | 2006 | Compuler Graphics & lnterac|ive Techniques in Austalasia Sotuh Eeast Asia2006，，： | 1 |
| 17 | Howe TetSenVirtualOrlhopedicSurgeryTiaining OnPersonalComputer显示文摘 | Olga Sourina Alexei Sourin | 2000 | International Joumal of Information Technology2000，6，1： | 1 |
| 18 | Function representation in geometric modeling: concepts, implementation and applications显示文摘 | PASKO A ADZHIEV V SOURIN A | 1995 | The Visual Computer1995，11，8： | 1 |
| 19 | Visual immersive haptic mathe- matics显示文摘 | SOURIN A WEI L | 2009 | Virtual Reality2009，13，4： | 1 |
| 20 | Nanyang Technological University Virtual Campus显示文摘 | Alexei Sourin | 2004 | IEEE Computer Graphics and Applications2004，，： | 1 |
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