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| 1 | Steering data quality with visual analytics:The complexity challenge显示文摘Data quality management,especially data cleansing,has been extensively studied for many years in the areas of data management and visual analytics.In the paper,we first review and explore the relevant work from the research areas of data management,visual analytics and human-computer interaction.Then for different types of data such as multimedia data,textual data,trajectory data,and graph data,we summarize the common methods for improving data quality by leveraging data cleansing techniques at different analysis stages.Based on a thorough analysis,we propose a general visual analytics framework for interactively cleansing data.Finally,the challenges and opportunities are analyzed and discussed in the context of data and humans. | Shixia Liu Gennady Andrienko Yingcai Wu Nan Cao Liu Jiang Conglei Shi Yu-Shuen Wang Seokhee Hong | 2018 | Visual Informatics2018，2，4： | 5 |
| 2 | A visual analytics framework for spatio-temporal analysis and modelling显示文摘 | Natalia Andrienko Gennady Andrienko | 2013 | Data Mining and Knowledge Discovery2013，，1： | 2 |
| 3 | Laser photothermal therapy in treatment of mouse melanoma显示文摘 | Chen W R Andrienko K Bartels K E | 2005 | SPIE2005，5695，： | 1 |
| 4 | Blending Aggregation and Selection: Adapting Parallel Coordinates for the Visualization of Large Datasets 显示文摘 | Gennady Andrienko Natalia Andrienko | 2005 | The Cartographic Journa (S0008-7041)2005，42，1： | 1 |
| 5 | Thermally Induced sp2 Clustering in Tetrahedral Amorphous Carbon(ta-C)Films显示文摘 | Orwa J O Andrienko I Peng J L | 2004 | Journal of Applied Physics2004，96，： | 1 |
| 6 | Possible role of cytoskeleton in intracellular arrangement and regulation of mitochondria显示文摘 | Kay L Andrienko T Olivares J | 2003 | Exp Physiol2003，88，： | 1 |
| 7 | Visual analytics forunderstanding spatial situations from episodic movement data显示文摘 | Andrienko N Andrienko G Stange H | 2012 | Kunstliche Intelligenz2012，26，3： | 1 |
| 8 | Space-in-time and time-in-space self-organizing maps for exploring spatiotemporalpatterns 显示文摘 | Andrienko G Andrienko N Bremm S | 2010 | Computer Graphics Forum2010，29，3： | 1 |
| 9 | Geovisual Analytics for Spatial Decision Support:Setting the Research Agenda显示文摘 | ANDRIENKO G ANDRIENKO N JANKOWSKI P | | 0，，08： | 1 |
| 10 | Space,Time and Visual Analytics显示文摘 | ANDRIENKO G ANDRIENKO N DEMSAR U | | 0，，10： | 1 |
| 11 | Spatial generalization and aggregationof massive movement data 显示文摘 | Andrienko N Andrienko G | 2011 | IEEE Transactions on Visualizationand Computer Graphics2011，17，20： | 1 |
| 12 | A framework for using self-organising maps to analyse spatio-temporal pat- terns, exemplified by analysis of mobile phone usage显示文摘 | Andrienko G Andrienko N Bak P | 2010 | Journal of Location Based Services2010，4，34： | 1 |
| 13 | Map-centred exploratory approach to multiple criteria spatial decision making 显示文摘 | ANDRIENKO N ANDRIENKO G | 2001 | International Journal of Geographical Information Science2001，15，2： | 1 |
| 14 | Integrating forest simulation models and spatial-temporal interactive visualisation for decisiion making at landscape level显示文摘 | CHERTOV O KOMOROV A ANDRIENKO G | 2002 | Ecological Modelling2002，148，： | 1 |
| 15 | Elasticity of polyelectrolyte multilayer microcapsules 显示文摘 | Lulevich VV Andrienko D Vinogradova OI | 2004 | J Chem Phys2004，120，8： | 1 |
| 16 | Testing the usability of interactive maps in common GIS显示文摘 | ANDRIENKO N | 2002 | Cartography and Geographic Information Science2002，29，4： | 1 |
| 17 | Visual analytics methodology for eye movement studies 显示文摘 | Andrienko G Andrienko N Burch M etal | 2012 | IEEE Transactions on Visualization and Computer Graphics2012，18，12： | 1 |
| 18 | Exploratory spatio-temporal visualization:An analytical review显示文摘 | Andrienko N Andrienko G Gatalsky P | | 0，，06： | 1 |
| 19 | Exploring spatial data with dominant attribute map and parallel coordinates显示文摘 | ANDRIENKO G ANDRIENKO N | 2001 | Com Environ Urban Sys2001，25，： | 1 |
| 20 | Mining spatio-temporal data显示文摘 | Andrienko G Malerba D May M | | 0，，03： | 1 |
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