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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wc(1)								   User Commands							     wc(1)

NAME
wc - display a count of lines, words and characters in a file SYNOPSIS
wc [-c | -m | -C] [-lw] [file...] DESCRIPTION
The wc utility reads one or more input files and, by default, writes the number of newline characters, words and bytes contained in each input file to the standard output. The utility also writes a total count for all named files, if more than one input file is specified. wc considers a word to be a non-zero-length string of characters delimited by white space (for example, SPACE, TAB). See iswspace(3C) or isspace(3C). OPTIONS
The following options are supported: -c Counts bytes. -C Same as -m. -l Counts lines. -m Counts characters. -w Counts words delimited by white space characters or new line characters. Delimiting characters are Extended Unix Code (EUC) char- acters from any code set defined by iswspace(). If no option is specified, the default is -lwc (counts lines, words, and bytes.) OPERANDS
The following operand is supported: file A path name of an input file. If no file operands are specified, the standard input will be used. USAGE
See largefile(5) for the description of the behavior of wc when encountering files greater than or equal to 2 Gbyte ( 2**31 bytes). ENVIRONMENT VARIABLES
See environ(5) for descriptions of the following environment variables that affect the execution of wc: LANG, LC_ALL, LC_CTYPE, LC_MES- SAGES, and NLSPATH. EXIT STATUS
The following exit values are returned: 0 Successful completion. >0 An error occurred. ATTRIBUTES
See attributes(5) for descriptions of the following attributes: +-----------------------------+-----------------------------+ | ATTRIBUTE TYPE | ATTRIBUTE VALUE | +-----------------------------+-----------------------------+ |Availability |SUNWcsu | +-----------------------------+-----------------------------+ |CSI |Enabled | +-----------------------------+-----------------------------+ |Interface Stability |Standard | +-----------------------------+-----------------------------+ SEE ALSO
cksum(1), isspace(3C), iswalpha(3C), iswspace(3C), setlocale(3C), attributes(5), environ(5), largefile(5), standards(5) SunOS 5.10 20 Dec 1996 wc(1)