GBNLMULT(1)
π GBNLMULT(1) β the manual, but make it make sense π
okay bestie, gather round β this is gbnlmult, a lil user command that solves systems of non linear simultaneous equations. no cap. it's giving math girlboss and we're gonna walk through it together π«Ά
β¨ NAME β¨
gbnlmult β solve systems of non linear simultaneous equations π
πΈ SYNOPSIS πΈ
gbnlmult [options] <function definition>
π¦ DESCRIPTION π¦
so basically it does least square estimation of a system of j non linear equations. it reads data in columns, (X_1 .. X_N) β¨
the j-th equation is specified by a function f_j(x1,x2...) and it uses the variable names x1,x2,..,xN for the first, secondβ¦ N-th column of data. literally just columns β variables, one to one, periodt π«
and the f_j(x1,x2,...)'s are assumed i.i.d. according to a multivariate gaussian distribution. iconic behaviour honestly π
π OPTIONS π
-Oβ type of output (default0)0β parameters1β parameters and errors2β<variables>and residuals3β parameters and variance matrix
-Vβ variance matrix estimation (default0)0β<gradF gradF^t>1β< J^{-1} >2β< H^{-1} >3β< H^{-1} J H^{-1} >
-eβ minimization tolerance (default1e-5)-vβ verbosity level (default0)0β just results1β comment headers2β summary statistics3β covariance matrix4β minimization steps5β model definition
-Fβ input fields separators (default" \t")-hβ this help
ngl bestie, -v 5 is the main character setting. it shows you the whole model definition. we love a transparent king π
π AUTHOR π
Written by Giulio Bottazzi π
π REPORTING BUGS π
Report bugs to <gbutils@googlegroups.com> π
Package home page: <http://cafim.sssup.it/~giulio/software/gbutils/index.html> π
π COPYRIGHT π
Copyright Β© 2001-2018 Giulio Bottazzi This program is free software; you can redistribute it and/or modify it under the terms of the GNU General Public License (version 2) as published by the Free Software Foundation;
This program is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU General Public License for more details. π (yes the caps are doing the heavy lifting, it's a legal thing, respect it fr fr)
and that's the whole page bestie, you ate that β¨π this was gbnlmult version 6.2, dated June 2021 β go forth and estimate those systems, you absolute legend πΈπ¦π
π¦ where this page comes from
- debian bookworm: gbutils 6.3-1 Β· GPL-2.0-or-later
- debian trixie: gbutils 6.3-1+b1 Β· GPL-2.0-or-later
- ubuntu noble: gbutils 6.3-1 Β· GPL-2.0-or-later
- ubuntu questing: gbutils 6.3-1build1
- ubuntu resolute: gbutils 6.3-1build2 Β· GPL-2.0-or-later
- ubuntu stonking: gbutils 6.3-1build2 Β· GPL-2.0-or-later
- π girlified by deepseek-ai/DeepSeek-V4.1-Flash on : a language model's rewrite of the original, under its terms