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
  • Published: 01 Jan 2004 Journal: AIP Conference Proceedings (issn: 0094-243X, Copyright policy)
  • Publisher: AIP
  • Country: United States
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 ...
Subjects
free text keywords: Systems architecture, Image processing, Planetary nebula, Statistical model, Data structure, Theoretical computer science, Bayesian network, Cluster analysis, Program synthesis, Algorithm, Computer science
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publication . Conference object . 2004

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

Fischer, Bernd; Knuth, Kevin; Hajian, Arsen; Schumann, Johann;