An implementation of the algorithm for solving the problem of order preserving assignments without contiguity (N-Opa) created and proved by Dimitris Alevras here: https://www.sciencedirect.com/science/article/pii/0012365X9500325Q
The N-Opa problem is to maximize the weighted assignments of items to slots while each successive slot assignment does not break the order of the items (please see the paper for a more precise mathematical definition). You can imagine modeling this problem with a bipartite graph where the final assignment edges never cross.
The primary use for this gem is to determine accurate transit stop distances along route lines where such data is not provided. See transitland/transitland-datastore#1271
The implementation is iterative instead of recursive, and allows for costs instead of profits.
D Alevras,
Order preserving assignments without contiguity
Discrete Mathematics, 163 (1997), pp. 1-11
Add this line to your application's Gemfile:
gem 'n_opa', git: '[email protected]:doublestranded/n_opa', branch: 'master'And then execute:
$ bundle
Or install it yourself as:
$ gem install n_opa
algo = NOpa::DynamicAlgorithm.new(input_matrix)
algo.compute
access assignments with algo.assignments
After checking out the repo, run bin/setup to install dependencies. Then, run rake spec to run the tests. You can also run bin/console for an interactive prompt that will allow you to experiment.
To install this gem onto your local machine, run bundle exec rake install. To release a new version, update the version number in version.rb, and then run bundle exec rake release, which will create a git tag for the version, push git commits and tags, and push the .gem file to rubygems.org.
Bug reports and pull requests are welcome on GitHub at https://github.com/doublestranded/n_opa.
The gem is available as open source under the terms of the MIT License.