Metadata-Version: 2.1
Name: anmetal
Version: 0.0.3
Summary: Another Numeric optimization and Metaheuristics Library
Project-URL: Homepage, https://github.com/erickfmm/ANMetaL
Project-URL: Bug Tracker, https://github.com/erickfmm/ANMetaL/issues
Author-email: Erick Merino <erickfmm@gmail.com>
Maintainer-email: Erick Merino <erickfmm@gmail.com>
License: MIT License
        
        Copyright (c) 2017 Erick Francisco Merino Menares
        
        Permission is hereby granted, free of charge, to any person obtaining a copy
        of this software and associated documentation files (the "Software"), to deal
        in the Software without restriction, including without limitation the rights
        to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
        copies of the Software, and to permit persons to whom the Software is
        furnished to do so, subject to the following conditions:
        
        The above copyright notice and this permission notice shall be included in all
        copies or substantial portions of the Software.
        
        THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
        IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
        FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
        AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
        LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
        OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
        SOFTWARE.
License-File: LICENSE
Keywords: metaheuristic,optimization
Classifier: License :: OSI Approved :: MIT License
Classifier: Operating System :: OS Independent
Classifier: Programming Language :: Python :: 3
Requires-Python: >=3.9
Requires-Dist: numpy
Provides-Extra: test
Requires-Dist: matplotlib; extra == 'test'
Description-Content-Type: text/markdown

# Another Numeric optimization and Metaheuristics Library

A library to do your metaheuristics and numeric combinatorial stuff.

to install use

´´´
pip install anmetal
´´´

see /test folder to see some examples of use

In later updates I will make documentation, for now there is only examples code


## Content

### Numeric optimization
Iterative optimization functions (one solution)
* Euler method
* Newton method


### Metaheuristics

Real input
* Artificial Fish Swarm Algorithm (AFSA) (Li, X. L. (2003). A new intelligent optimization-artificial fish swarm algorithm. Doctor thesis, Zhejiang University of Zhejiang, China, 27.)
* Particle Swarm Optimization (PSO) (Based on https://en.wikipedia.org/wiki/Particle_swarm_optimization)
* Particle Swarm Optimization (PSO) With Leap
* Greedy
* Greedy With Leap

Categorical input
* Genetic
* Genetic With Leap

### Problems and gold-standard functions

Nphard problems

* Real problems
  * Partition problem
  * Subset problem

* Categorical problems
  * knapsack
  * sudoku (without initial matrix, just random)

Non linear functions

* one input (1-D)
  * F1 (https://doi.org/10.1007/s00521-017-3088-3)
  * F3 (https://doi.org/10.1007/s00521-017-3088-3)
* two inputs (2-D)
  * Camelback (https://doi.org/10.1007/s00521-017-3088-3)
  * Goldsteinprice (https://doi.org/10.1007/s00521-017-3088-3)
  * Pshubert1 (https://doi.org/10.1007/s00521-017-3088-3)
  * Pshubert2 (https://doi.org/10.1007/s00521-017-3088-3)
  * Shubert (https://doi.org/10.1007/s00521-017-3088-3)
  * Quartic (https://doi.org/10.1007/s00521-017-3088-3)
* n inputs (N-D)
  * Brown1 (https://doi.org/10.1007/s00521-017-3088-3)
  * Brown3 (https://doi.org/10.1007/s00521-017-3088-3)
  * F10n (https://doi.org/10.1007/s00521-017-3088-3)
  * F15n (https://doi.org/10.1007/s00521-017-3088-3)
  * Sphere (https://doi.org/10.1007/s00521-018-3512-3)
  * Rosenbrock (https://doi.org/10.1007/s00521-018-3512-3)
  * Griewank (https://doi.org/10.1007/s00521-018-3512-3)
  * Rastrigrin (https://doi.org/10.1007/s00521-018-3512-3)
  * Sumsquares (https://doi.org/10.1007/s00521-018-3512-3)
  * Michalewicz (https://doi.org/10.1007/s00521-018-3512-3)
  * Quartic (https://doi.org/10.1007/s00521-018-3512-3)
  * Schwefel (https://doi.org/10.1007/s00521-018-3512-3)
  * Penalty (https://doi.org/10.1007/s00521-018-3512-3)

### Another content

Binarization functions
* sShape1
* sShape2
* sShape3
* sShape4
* vShape1
* vShape2
* vShape3
* vShape4
* erf

Binarization strategies
* standard
* complement
* static_probability
* elitist
