Natto2classifier
Welcome to your new gem! In this directory, you'll find the files you need to be able to package up your Ruby library into a gem. Put your Ruby code in the file lib/natto2classifier
. To experiment with that code, run bin/console
for an interactive prompt.
Installation
Add this line to your application's Gemfile:
gem 'natto2classifier'
And then execute:
$ bundle install
Or install it yourself as:
$ gem install natto2classifier
Usage
Baysian methods
bayes = Natto2classifier::Bayes.new '朝食', '夕食'
bayes.train '朝食', '今日の朝食は納豆だ'
bayes.train '夕食', '今日の夕食は湯豆腐だ'
bayes.classify '納豆はいつも朝食べている' #=> '朝食'
LSI methods
lsi = Natto2classifier::LSI.new
lsi.add_item '今日の朝食は納豆だ', '朝食'
lsi.add_item '今日の夕食は湯豆腐だ', '夕食'
lsi.classify '納豆はいつも朝食べている' #=> '朝食'
lsi.find_related '納豆はいつも朝食べている' #=> ['今日 キョウ の ノ 朝食 チョウショク は ハ 納豆 ナットウ だ ダ', '今日 キョウ の ノ 夕食 ユウショク は ハ 湯豆腐 ユドウフ だ ダ']
validate methods
sample_data = CSV.read('./data/train.csv')
bayes = Natto2classifier::Bayes.new '朝食', '夕食'
cross_validate(bayes, sample_data) #=> report...
test_data, training_data = sample_data.partition.with_index { |_, i| (i % 2).zero? }
validate(bayes, training_data, test_data) #=> {"夕食"=>{"夕食"=>3, "朝食"=>0}, "朝食"=>{"夕食"=>...}}
Development
After checking out the repo, run bin/setup
to install dependencies. Then, run rake test
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.
Contributing
Bug reports and pull requests are welcome on GitHub at https://github.com/kanayannet/natto2classifier. This project is intended to be a safe, welcoming space for collaboration, and contributors are expected to adhere to the Contributor Covenant code of conduct.
License
The gem is available as open source under the terms of the MIT License.
Code of Conduct
Everyone interacting in the Natto2classifier project’s codebases, issue trackers, chat rooms and mailing lists is expected to follow the code of conduct.