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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 | The effect of montelukast on rhinitis symptoms in patients with asthma and seasonal allergic rhinitis显示文摘 | Philip G Nayak AS Berger WE | 2004 | Curr Med Res Opin2004，20，10： | 1 |
| 3 | Using real-time PCR to determine transgene copy number in wheat显示文摘 | Zhiwu Li Jennifer L. Hansen Ying Liu Robert S. Zemetra Philip H. Berger | | 0，2004，： | 1 |
| 4 | Challenges and opportunities in disclosure research—A discussion of ‘the financial reporting environment: Review of the recent literature’显示文摘 | Philip G. Berger | 2011 | Journal of Accounting and Economics2011，，1： | 1 |
| 5 | The Consolidation of Financial Services Industry Causes, Consequences,and implications for the future(1999)显示文摘 | Berger Allen N Rebecca S.Demsetz Philip E.Strahan | | 0，，： | 1 |
| 6 | The effect of montelukast on rhinitis symptoms in patients with asthma andseasonal allergic rhinitis显示文摘 | Philip G Nayak AS Berger WE | 2004 | Curr Med Res Opin2004，20，10： | 1 |
| 7 | Diversification Effect on Firm Value显示文摘 | Berger Philip G OfekEli | 1995 | Journal ofFinancial Economics1995，37，： | 1 |
| 8 | Chromosomal translocation ( 11 ; 12) (q24; q12) in cell lines of Ewing sarcoma显示文摘 | Turc-Carel C Philip I Berger MP | 1983 | CR Seances A ad Sci Ⅲ1983，296，23： | 1 |
| 9 | Diversification's effect on firm value显示文摘 | BERGER Philip G Eli Ofek | 1995 | Journal of Financial Economics1995，37，： | 1 |
| 10 | Long-Term Clinical Outcome After Fractional Flow Reserve-Guided Percutaneous Coronary Intervention in Patients With Multivessel Disease显示文摘 | Alexandre Berger Kees-Joost Botman Philip A. MacCarthy William Wijns Jozef Bartunek Guy R. Heyndrickx Nico H.J. Pijls Bernard De Bruyne | 2005 | Journal of the American College of Cardiology2005，，3： | 1 |
| 11 | Managerial entrenchment and capital structure decisions显示文摘 | Eli Ofek and David L Yermack | 1997 | Journal of Finance1997，52，： | 1 |
| 12 | The effect of montelukast on rhinitis symptoms in patients with asthma and seasonal allergic rhinitis显示文摘 | PHILIP G NAYAK AS BERGER WE | 2004 | Curr Med Res Opin2004，20，10： | 1 |
| 13 | Managerial entrenchment and capital structure decisions 显示文摘 | Berger G Philip Eli Ofek David L Yermack | 1997 | Journal of Finance1997，52，： | 1 |
| 14 | The effect of montelukast on rhinitis symptoms in patients with asthma and seasonal allergic rhinitis显示文摘 | Philip G Nayak AS Berger WE | 2004 | Curr Med Res Opin2004，20，10： | 1 |
| 15 | Managerial Entrenchment and Capital Structure Decisions 显示文摘 | Philip G Berger Eli Ofek David L Yermack | 1997 | Journal of Finance1997，52，4： | 1 |
| 16 | Managerial Entrenchment and Capital Structure Decisions 显示文摘 | Berger G Philip Ofek Ell Yennack David L | 1997 | Journal of Fi- nanoe1997，，52： | 1 |
| 17 | The effect of montelukast on rhinitis symptoms in patients with asthma and seasonal allergic rhinitis 显示文摘 | Philip G Nayak AS Berger WE | 2004 | Curt Med Res Opin2004，20，10： | 1 |
| 18 | Diversification’s effect on firm value显示文摘 | Philip G. Berger Eli Ofek | 1995 | Journal of Financial Economics1995，，1： | 1 |
| 19 | The effect of montelukast on rhinitis symptoms in patients with asthma and seasonal allergic rhinitis显示文摘 | Philip G Nayak AS Berger WE | 2004 | Curt Med Res Opin2004，20，10： | 1 |
| 20 | Diversification''''s effect on firm value显示文摘 | Berger Philip G Ofek | | 0，，01： | 1 |
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