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Consultation system for fitting distributions to sample data | |
Author | Sheng, Zhang Xin |
Call Number | AIT Thesis no. CS-88-1 |
Subject(s) | Distribution (Probability theory) |
Note | A thesis submitted in partial fulfillment of the requirement for the degree of Master of Science, School of Engineering and Technology |
Publisher | Asian Institute of Technology |
Abstract | Existing statistical software, although quite powerful and computation a l easy to u se, requires considerable statistical knowledge to be used effectively. The user must have adequate knowledge in statistics and u se some rules and experiences to determine t hat the statistical result is good or not . It brings user much inconvenience, especially to those users who know nothing about statistics. In this study , an consultation system for fitting distributions to sample data (CSFFD ) is designed to help someone with or without statistical background and an expert to select a best fi t ted distribution on a particular set of data among a group of accepted distributions. The CSFFD which we built encodes enough knowledge a nd individual experiences to do fitting distributions effectively. It can also be used as a tool for general purpose in statistics, such as parameter estimation, PDF and CDF computation , sample statistical computation , histogram , PDF and CDF graph drawing, a nd goodness of fit test and so on. Several typical sets of data were selected to test the workability of CSFFD . The result showed that al l the modules which are used in CSFFD are correct and satisfactory. The strategy which was used for logical reasoning and knowledge representation makes the whole consultation system execute with optima l speed. |
Year | 1988 |
Type | Thesis |
School | School of Engineering and Technology (SET) |
Department | Other Field of Studies (No Department) |
Academic Program/FoS | Computer Science (CS) |
Chairperson(s) | Huynh Ngoc Phien |
Examination Committee(s) | Sadananda, Ramakoti ;Kanchana Kanchanasut |
Scholarship Donor(s) | DAAD, The Federal Republic of Germany |
Degree | Thesis (M.Sc.) - Asian Institute of Technology, 1988 |