By T. J. Lorenzen, L. T. Truss, W. S. Spangler, W. T. Corpus, A. B. Parker (auth.), D. J. Hand (eds.)
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Extra info for Artificial Intelligence Frontiers in Statistics: AI and statistics III
M. Raes INTRODUCTION The research into applications of artificial intelligence in statistics carried out in the last decade has resulted in numerous papers describing hypothetical or toy statistical expert systems and a number of working demonstration prototypes. , 1988). Nevertheless, interest in the development of more intelligent statistical software is still going strong and valuable contributions are being delivered at several academic and other research institutes. MULREG is an example of a less stupid environment for multiple regression analysis which, although it does not use specific artificial intelligence or expert-system concepts or technology, achieves much of what typical statistical expert systems aim to do.
The numerical resolution software, SAMSS, is completely independent of the applications: for every modeL it only needs specific entry files (names of variables, model relations texts, initializations, and requests for results editing). The AMIA user-interface facilities are also independent of the supported models. So are, to some extent, the knowledge bases of the AMIA expert system: those which work on helping to write the relations texts in Pseudo PASCAL (the language of the numerical resolution package); on checking the consistency of model modifications; and on comparing the results of two simulation scenarios.
It would also easily allow for 'what if' sensitivity analysis, a feature which is also available in STATISTICAL NAVIGATOR but which is very cumbersome. Changing the score of a property would immediately result in a different ordering of the techniques. This visual interadive exploration could be supplemented by other tools, such as a help system to explain concepts and terms. M. Raes 29 attention going to concepts, tools and techniques, to a level where the overall result and effectiveness of a system are more important.