publication . Conference object . 2004

Automatic Derivation of Statistical Data Analysis Algorithms: Planetary Nebulae and Beyond

Fischer, Bernd; Knuth, Kevin; Hajian, Arsen; Schumann, Johann;
Open Access English
  • Published: 01 Jan 2004
Abstract
AUTOBAYES is a fully automatic program synthesis system for the data analysis domain. Its input is a declarative problem description in form of a statistical model; its output is documented and optimized C/C++ code. The synthesis process relies on the combination of three key techniques. Bayesian networks are used as a compact internal representation mechanism which enables problem decompositions and guides the algorithm derivation. Program schemas are used as independently composable building blocks for the algorithm construction; they can encapsulate advanced algorithms and data structures. A symbolic-algebraic system is used to find closed-form solutions for ...
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Conference object . 2004
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