Quantifying Counts, Costs, and Trends Accurately via Machine Learning


 
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Old 04-07-2008
Quantifying Counts, Costs, and Trends Accurately via Machine Learning

HPL-2007-164(R.1) Quantifying Counts, Costs, and Trends Accurately via Machine Learning - Forman, George
Keyword(s): supervised machine learning, classification, prevalence estimation, class distribution estimation, cost quantification, quantification research methodology, minimizing training effort, detecting and tracking trends, concept drift, class imbalance, text mining
Abstract: In many business and science applications, it is important to track trends over historical data, for example, measuring the monthly prevalence of influenza incidents at a hospital. In situations where a machine learning classifier is needed to identify the relevant incidents from among all cases in ...
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CLASP(1)						      General Commands Manual							  CLASP(1)

NAME
clasp - a conflict-driven nogood learning answer set solver SYNOPSIS
clasp [number][options] DESCRIPTION
This manual page documents briefly the clasp command. clasp is an answer set solver for (extended) normal logic programs. It combines the high-level modeling capacities of answer set program- ming (ASP) with state-of-the-art techniques from the area of Boolean constraint solving. The primary clasp algorithm relies on conflict- driven nogood learning, a technique that proved very successful for satisfiability checking (SAT). Unlike other learning ASP solvers, clasp does not rely on legacy software, such as a SAT solver or any other existing ASP solver. Rather, clasp has been genuinely developed for answer set solving based on conflict-driven nogood learning. clasp can be applied as an ASP solver (on LPARSE output format), as a SAT solver (on simplified DIMACS/CNF format), or as a PB solver (on OPB format). OPTIONS
These programs follow the usual GNU command line syntax, with long options starting with two dashes (`-'). A summary of options is included below. For a complete description, see <http://www.cs.uni-potsdam.de/clasp/>. -h, --help Show summary of options. -v, --version Show version of program. SEE ALSO
gringo(1). AUTHOR
clasp was written by Benjamin Kaufmann <kaufmann@cs.uni-potsdam.de>. This manual page was written by Thomas Krennwallner <tkren@kr.tuwien.ac.at>, for the Debian project (and may be used by others). March 4, 2010 CLASP(1)