@inproceedings{minka2003building, author = {Minka, Tom}, title = {Building Statistical Models by Visualization}, year = {2003}, month = {May}, abstract = {Practical applications of statistical methods usually involve assumptions about the domain, such as independence, normality, linearity, and the choice of variables. I will describe a set of graphical tools which simplify the process of learning about a domain and checking model assumptions. Some of these tools have been around for years, but vastly underused by statistical learning researchers. Using real-world examples, I will illustrate how visualization can be used for model selection, identifying exceptional cases, and interpreting the results of learning algorithms.}, url = {http://approjects.co.za/?big=en-us/research/publication/building-statistical-models-visualization/}, }