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| 1 | EasySVM: A visual analysis approach for open-box support vector machines显示文摘Support vector machines(SVMs) are supervised learning models traditionally employed for classification and regression analysis. In classification analysis, a set of training data is chosen, and each instance in the training data is assigned a categorical class. An SVM then constructs a model based on a separating plane that maximizes the margin between different classes. Despite being one of the most popular classification models because of its strong performance empirically, understanding the knowledge captured in an SVM remains difficult. SVMs are typically applied in a black-box manner where the details of parameter tuning, training, and even the final constructed model are hidden from the users. This is natural since these details are often complex and difficult to understand without proper visualization tools. However, such an approach often brings about various problems including trial-and-error tuning and suspicious users who are forced to trust these models blindly.The contribution of this paper is a visual analysis approach for building SVMs in an open-box manner.Our goal is to improve an analyst's understanding of the SVM modeling process through a suite of visualization techniques that allow users to have full interactive visual control over the entire SVM training process.Our visual exploration tools have been developed to enable intuitive parameter tuning, training datamanipulation, and rule extraction as part of the SVM training process. To demonstrate the efficacy of our approach, we conduct a case study using a real-world robot control dataset. | Yuxin Ma Wei Chen Xiaohong Ma Jiayi Xu Xinxin Huang Ross Maciejewski Anthony K.H.Tung | 2017 | Computational Visual Media2017，3，2： | 2 |
| 2 | Testing a key assumption of wildlife buffer zones:is flight initiation distance a species trait显示文摘 | Blumstein DT Anthony LL Harcourt A Ross G | | 0，，： | 1 |
| 3 | Growth hormone, insulinlike growth factor-1, and insulinlike growth factor binding proteins 1 and 3 in chronic liver disease显示文摘 | Anthony Donaghy Richard Ross Alexander Gimson Sian Cwyfan Hughes Jeffrey Holly Roger Williams | 1995 | Hepatology1995，，3： | 1 |
| 4 | An analysis of image texture, tumor location, and MGMT promoter methylation in glioblastoma using magnetic resonance imaging显示文摘 | Sylvia Drabycz Gloria Roldán Paula de Robles Daniel Adler John B. McIntyre Anthony M. Magliocco J. Gregory Cairncross J. Ross Mitchell | 2009 | Neuroimage2009，，2： | 1 |
| 5 | Fast DNA and protein microarray tests for the diagnosis of hepatitis C virus infection on a single platform显示文摘 | Stuart W. J. Ember Holger Schulze Alan J. Ross Julie Luby Mizanur Khondoker Gerard Giraud Jonathan G. Terry Ilenia Ciani Chaker Tlili Jason Crain Anthony J. Walton Andrew R. Mount Peter Ghazal Till T. Bachmann Colin J. Campbell | 2011 | Analytical and Bioanalytical Chemistry2011，，8： | 1 |
| 6 | Practice parameters for the treatment of sigmoid diverticulitis—Supporting documentation显示文摘 | Drs. W. Douglas Wong Steven D. Wexner Ann Lowry Anthony Vernava Marcus Burnstein Frederick Denstman Victor Fazio Bruce Kerner Richard Moore Gregory Oliver Walter Peters Theodore Ross Peter Senatore Clifford Simmang | 2000 | Diseases of the Colon & Rectum2000，，3： | 1 |
| 7 | Programming infant gut microbiota: influence of dietary and environmental factors显示文摘 | Tatiana Milena Marques Rebecca Wall R Paul Ross Gerald F Fitzgerald C Anthony Ryan Catherine Stanton | 2010 | Current Opinion in Biotechnology2010，，2： | 1 |
| 8 | An analy- sis of operations efficiency in large- scale distribution systems显示文摘 | Anthony D Ross Cornelia Droge | 2004 | Journal of Opera- tions Management2004，，213： | 1 |
| 9 | Inhibition of cystathionine gamma-lyase and the biosynthesis of endogenous hydrogen sulphide ameliorates gentamicin-induced nephrotoxicity显示文摘 | Van P. Dam Jennifer L. Scott Anthony Ross Robert T. Kinobe | 2012 | European Journal of Pharmacology (-)2012，，13： | 1 |
| 10 | A simulated alnnealing methodology to distribution network design and management 显示文摘 | Vaidyanathan Jayaraman Anthony Ross | 2003 | European Journal of Operational Research2003，，144： | 1 |
| 11 | An integrated benchmarking approach to distribution center performance using DEA modeling显示文摘 | Ross Anthony Droge Cornelia | 2002 | Journal of Operations Management2002，20，： | 1 |
| 12 | First-line treatment with zoledronic acid as compared with clodronic acid in multiple myeloma (MRC Myeloma IX): a randomised controlled trial显示文摘 | Gareth J Morgan Faith E Davies Walter M Gregory Kim Cocks Sue E Bell Alex J Szubert Nuria Navarro-Coy Mark T Drayson Roger G Owen Sylvia Feyler A John Ashcroft Fiona Ross Jennifer Byrne Huw Roddie Claudius Rudin Gordon Cook Graham H Jackson J Anthony Chil | 2010 | The Lancet . 2010 (9757)2010，，： | 1 |
| 13 | Subcutaneous injection of depot medroxyprogesterone acetate compared with leuprolide acetate in the treatment of endometriosis-associated pain显示文摘 | William D. Schlaff Sandra Ann Carson Anthony Luciano Doug Ross Agneta Bergqvist | 2006 | Fertility and Sterility2006，，2： | 1 |
| 14 | Relaxin Therapy Reverses Large Artery Remodeling and Improves Arterial Compliance in Senescent Spontaneously Hypertensive Rats显示文摘 | Qi Xu Arindam Chakravorty Ross A.D. Bathgate Anthony M. Dart Xiao-Jun Du | 2010 | Hypertension2010，，5： | 1 |
| 15 | Practice parameters for the treatment of sigmoid diverticulitis—Supporting documentation显示文摘 | Drs. W. Douglas Wong Steven D. Wexner Ann Lowry Anthony Vernava Marcus Burnstein Frederick Denstman Victor Fazio Bruce Kerner Richard Moore Gregory Oliver Walter Peters Theodore Ross Peter Senatore Clifford Simmang | 2000 | Diseases of the Colon & Rectum2000，，3： | 1 |
| 16 | Statins and Risk of Cancer显示文摘 | Claudio Marelli Candace Gunnarsson Susan Ross Sara Haas Donna F. Stroup Paul Cload Paul Clopton Anthony N. DeMaria | 2011 | Journal of the American College of Cardiology2011，，5： | 1 |
| 17 | A two-phased approach to the supply network reconfiguration problem显示文摘 | Anthony D Ross | 2000 | European Journal of Operational Research2000，122，1： | 1 |
| 18 | Effects of zoledronic acid versus clodronic acid on skeletal morbidity in patients with newly diagnosed multiple myeloma (MRC Myeloma IX): secondary outcomes from a randomised controlled trial显示文摘 | Gareth J Morgan J Anthony Child Walter M Gregory Alex J Szubert Kim Cocks Sue E Bell Nuria Navarro-Coy Mark T Drayson Roger G Owen Sylvia Feyler A John Ashcroft Fiona M Ross Jennifer Byrne Huw Roddie Claudius Rudin Gordon Cook Graham H Jackson Ping Wu Fai | 2011 | Lancet Oncology2011，，8： | 1 |
| 19 | Epigenetic modulation in the treatment of atherosclerotic disease显示文摘 | Mikaela M B Ross T M Anthony W R | 2014 | Fronries in Genetics2014，364，： | 1 |
| 20 | a-Synuclein in filamentous inclusions of Lewy bodies from Parkinson's disease and dementia with Lewy bodies 显示文摘 | Maria GS Anthony C Ross J | 1998 | Neurobiology1998，，95： | 1 |
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