参考文献

［1］ Munzner T.Visualization Analysis and Design［M］.CRC Press，2015.

［2］ 陈为，沈则潜，陶煜波.数据可视化［M］.北京：电子工业出版社，2013.

［3］ Brehmer M，Munzner T.A multi-level typology of abstract visualization tasks［J］.IEEE Transactions on Visualization & Computer Graphics，2013，19（12）：2376-2385.

［4］ Ellis G，Mansmann F.Mastering the information age solving problems with visual analytics［C］.Eurographics.2010，2：5.

［5］ Wang X M，Zhang T Y，Ma Y X，et al.A Survey of Visual Analytic Pipelines［J］.Journal of Computer Science and Technology，2016，31（4）：787-804.

［6］ Lu J，Chen W，Ma Y，et al.Recent progress and trends in predictive visual analytics［J］.Frontiers of Computer Science，2017：1-16.

［7］ Ma Y，Chen W，Ma X，et al.EasySVM：A visual analysis approach for open-box support vector machines［J］.Computational Visual Media，2017，3（2）：161-175.

［8］ Kim H，Choo J，Lee C，et al.PIVE：Per-Iteration Visualization Environment for Real-Time Interactions with Dimension Reduction and Clustering［C］.AAAI.2017：1001-1009.

［9］ Gruber T R.Toward principles for the design of ontologies used for knowledge sharing［J］. International Journal of Human-Computer Studies，1995，43（5）：907-928.

［10］ Ma Y X，Xu J Y，Peng D C，et al.A visual analysis approach for community detection of multi-context mobile social networks［J］.Journal of Computer Science and Technology，2013，28（5）：797-809.

［11］ Endert A，Ribarsky W，Turkay C，et al.The state of the art in integrating machine learning into visual analytics［C］.Computer Graphics Forum.2017.

［12］ Seaborne A.RDQL-a query language for RDF［J］.W3C Member submission，2004，9（29-21）：33.

［13］ Lu Y，Garcia R，Hansen B，et al.The State-of-the-Art in Predictive Visual Analytics［C］.Computer Graphics Forum.2017，36（3）：539-562.

［14］ Sun G D，Wu Y C，Liang R H，et al.A survey of visual analytics techniques and applications：State-of-the-art research and future challenges［J］.Journal of Computer Science and Technology，2013，28（5）：852-867.

［15］ Payne J，Solomon J，Sankar R，et al.Grand challenge award：Interactive visual analytics palantir：The future of analysis［C］.IEEE Symposium on Visual Analytics Science and Technology，2008：201-202.

［16］ 马昱欣，曹震东，陈为.可视化驱动的交互式数据挖掘方法综述［J］.计算机辅助设计与图形学学报，2016，28（1）：1-8.

［17］ Volz J，Bizer C，Gaedke M，et al.Silk-A Link Discovery Framework for the Web of Data［J］.LDOW，2009：538.

［18］ Ma Y，Xu J，Wu X，et al.A visual analytical approach for transfer learning in classification［J］.Information Sciences，2017，390：54-69.

［19］ Robert B Haber，David A McNabb.Visualization idioms：A conceptual model for scientific visualization systems［J］.Visualization in scientific computing，1990，74：93.

［20］ Stuart K Card，Jock D Mackinlay，Ben Shneiderman.Readings in information visualization：using vision to think［M］.Morgan Kaufmann，1999.

［21］ Tamara Munzner.A nested model for visualization design and validation［J］.IEEE transactions on visualization and computer graphics，2009，15（6）：921-928.

［22］ Michael Bostock，Vadim Ogievetsky，Jeffrey Heer.D3 data-driven documents［J］.IEEE transactions on visualization and computer graphics，2011，17（12）：2301-2309.

［23］ Leland Wilkinson.The grammar of graphics［M］.Springer Science & Business Media，2006.

［24］ Chris Stolte，Diane Tang，Pat Hanrahan.Polaris：A system for query，analysis，and visualization of multidimensional relational databases［J］.IEEE Transactions on Visualization and Computer Graphics，2002，8（1）：52-65.

［25］ Fernanda B Viegas，Martin Wattenberg，Frank Van Ham，Jesse Kriss，Matt McKeon.Manyeyes：a site for visualization at internet scale［J］.IEEE transactions on visualization and computer graphics，2007，13（6）：1121-1128.

［26］ Arvind Satyanarayan，Jeffrey Heer.Lyra：An interactive visualization design environment［C］，Computer Graphics Forum.volume 33.Wiley Online Library，2014：351-360.

［27］ Arvind Satyanarayan，Ryan Russell，Jane Hoffswell，Jeffrey Heer.Reactive vega：A streaming dataflow architecture for declarative interactive visualization［J］.IEEE transactions on visualization and computer graphics，2016，22（1）：659-668.

［28］ Arvind Satyanarayan，Dominik Moritz，Kanit Wongsuphasawat，Jeffrey Heer.Vega-lite：A grammar of interactive graphics［J］.IEEE Transactions on Visualization and Computer Graphics，2017，23（1）：341-350.

［29］ Arvind Satyanarayan，Kanit Wongsuphasawat，Jeffrey Heer.Declarative interaction design for data visualization［C］，Proceedings of the 27th annual ACM symposium on User interface software and technology.ACM，2014：669-678.

［30］ Donghao Ren，Tobias Hollerer，Xiaoru Yuan.ivisdesigner：Expressive interactive design of information¨ visualizations［J］.IEEE transactions on visualization and computer graphics，2014，20（12）：2092-2101.

［31］ Arvind Satyanarayan，Jeffrey Heer.Authoring narrative visualizations with ellipsis［C］，Computer Graphics Forum.volume 33.Wiley Online Library，2014：361-370.

［32］ Winston W Royce.Managing the development of large software systems［C］，proceedings of IEEE WESCON.volume 26.Los Angeles，1970：328-338.

［33］ Sean Kandel，Andreas Paepcke，Joseph Hellerstein，Jeffrey Heer.Wrangler：Interactive visual specification of data transformation scripts［C］，Proceedings of the SIGCHI Conference on Human Factors in Computing Systems.ACM，2011：3363-3372.

［34］ Tom Morris，Thad Guidry，Martin Magdinie.Openrefine：A free，open source，powerful tool for working with messy data［R］：Technical report，The OpenRefine Development Team，2015.http：//openrefine.org，2015.

［35］ Jim Webber.A programmatic introduction to neo4j［C］，Proceedings of the 3rd annual conference on Systems，programming，and applications：software for humanity.ACM，2012：217-218.

［36］ Fay Chang，Jeffrey Dean，Sanjay Ghemawat，Wilson C Hsieh，Deborah A Wallach，Mike Burrows，Tushar Chandra，Andrew Fikes，Robert E Gruber.Bigtable：A distributed storage system for structured data［J］.ACM Transactions on Computer Systems（TOCS），2008，26（2）：4.

［37］ Ben Shneiderman.The eyes have it：A task by data type taxonomy for information visualizations［C］，Visual Languages，1996.Proceedings，IEEE Symposium on.IEEE，1996：336-343.

［38］ Gunhee Kim，Eric P Xing.Reconstructing storyline graphs for image recommendation from web community photos［C］，Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition.2014：3882-3889.

［39］ Amershi S，Fogarty J，Weld D.Regroup：Interactive machine learning for on-demand group creation in social networks［C］.Proceedings of the SIGCHI Conference on Human Factors in Computing Systems.ACM，2012：21-30.

［40］ Andrienko G，Andrienko N，Rinzivillo S，et al.Interactive visual clustering of large collections of trajectories［C］.Visual Analytics Science and Technology，2009.VAST 2009.IEEE Symposium on.IEEE，2009：3-10.

［41］ Ankerst M，Elsen C，Ester M，et al.Visual classification：an interactive approach to decision tree construction［C］.Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining.ACM，1999：392-396.

［42］ Ben-David S，Blitzer J，Crammer K，et al.Analysis of representations for domain adaptation［C］.Advances in neural information processing systems.2007：137-144.

［43］ Bosch H，Thom D，Heimerl F，et al.Scatterblogs2：Real-time monitoring of microblog messages through user-guided filtering［J］.IEEE Transactions on Visualization and Computer Graphics，2013，19（12）：2022-2031.

［44］ Cao N，Gotz D，Sun J，et al.Dicon：Interactive visual analysis of multidimensional clusters［J］.IEEE transactions on visualization and computer graphics，2011，17（12）：2581-2590.

［45］ Choo J，Lee H，Kihm J，et al.iVisClassifier：An interactive visual analytics system for classification based on supervised dimension reduction［C］.Visual Analytics Science and Technology（VAST），2010 IEEE Symposium on.IEEE，2010：27-34.

［46］ Cui Q，Ward M，Rundensteiner E，et al.Measuring data abstraction quality in multiresolution visualizations［J］.IEEE Transactions on Visualization and Computer Graphics，2006，12（5）：709-716.

［47］ Endert A，Han C，Maiti D，et al.Observation-level interaction with statistical models for visual analytics［C］.Visual Analytics Science and Technology（VAST），2011 IEEE Conference on.IEEE，2011：121-130.

［48］ Höferlin B，Netzel R，Höferlin M，et al.Inter-active learning of ad-hoc classifiers for video visual analytics［C］.Visual Analytics Science and Technology（VAST），2012 IEEE Conference on.IEEE，2012：23-32.

［49］ Jankowska M，Kešelj V，Milios E.Relative N-gram signatures：Document visualization at the level of character N-grams［C］.Visual Analytics Science and Technology（VAST），2012 IEEE Conference on.IEEE，2012：103-112.

［50］ Mühlbacher T，Piringer H，Gratzl S，et al.Opening the black box：Strategies for increased user involvement in existing algorithm implementations［J］.IEEE transactions on visualization and computer graphics，2014，20（12）：1643-1652.

［51］ Pan S J，Yang Q.A survey on transfer learning［J］.IEEE Transactions on knowledge and data engineering，2010，22（10）：1345-1359.

［52］ Steed C A，Symons C T，DeNap F，et al.Guided text analysis using adaptive visual analytics［C］ .Visualization and Data Analysis.2012：829408.

［53］ Suykens J A K，Vandewalle J.Least squares support vector machine classifiers［J］.Neural processing letters，1999，9（3）：293-300.

［54］ Talbot J，Lee B，Kapoor A，et al.EnsembleMatrix：interactive visualization to support machine learning with multiple classifiers［C］.Proceedings of the SIGCHI Conference on Human Factors in Computing Systems.ACM，2009：1283-1292.

［55］ Wei J，Shen Z，Sundaresan N，et al.Visual cluster exploration of web clickstream data［C］.Visual Analytics Science and Technology（VAST），2012 IEEE Conference on.IEEE，2012：3-12.