Advent Calendar 2019 / Science & Theory

九工大古川研 presents 機械学習 Advent Calendar 2019

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Category：Science & Theory

九州工業大学古川研究室

アルゴリズム開発・脳型知能に関する研究室

九州工業大学の古川研究室です。

古川研究室はアルゴリズム開発・脳型知能に関する研究室で機械学習手法の勉強をしています。

夏には Workout Calendarという Advent Calendar もどきみたいなものを勝手に企画していました。

今回も日頃の研究で培った技術のアウトプット先として Advent Calendar を利用したいと思います。

学生が書いたものですので内容が曖昧であったり表現が多少異なったりする場合があります。解説記事というより勉強のメモとして捉えてください。
それでもよければ、是非、読んでいってください！

Sunday	Monday	Tuesday	Wednesday	Thursday	Friday	Saturday
@syusyumk2 Variants of UKRを読んで実装したよ Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@forusufia 関係データの定義まとめ Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@seno pandas使うときに便利だったものまとめ Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@forusufia 関係データの表現まとめ Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@yoneda88 Few shot NODOGURO turningして、ノドグロを自動カウントしてみた Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@K_Noguchi NMF（非負値行列因子分解）: 学習の可視化 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@tsuno0829 可視化したくなる(かもしれない)データセット20選+α Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use
@kpasso1015 [python]変数のメモリ消費量確認 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@kpasso1015 Beverage Preference Dataset(関係データ) にテンソル分解かけて可視化してみた Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@takuro-Ishida pLSAとNMFが等価なのか確かめてみた Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@K_Noguchi NMF(非負値行列因子分解）の初期値問題 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@ae14watanabe 知識グラフは特殊な関係データ？ Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@syusyumk2 巡回セールスマン問題を適当に解こうとしたらアルゴリズムがとんでもない結論を叩き出した話 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@tsuno0829 IBISで見たポスターまとめ Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use
@ae14watanabe ネット上に氾濫する自己組織化マップ（SOM）の情報を俺が整理する【随時更新】 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use		@takuro-Ishida ガウス分布とガウス過程の性質をまとめてみた Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@kusmoto 未定です Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@kusmoto 発達の扉 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@takuro-Ishida GPMLかガウス過程と機械学習の図を再現してみた(内容仮) Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@seno 標本誤差が気になった件について Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use
@iwasaki620 scipy.sparseで疎行列入門 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@student-i GPLVMの基本形についてまとめてみた Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use			26	27	28

@syusyumk2
Variants of UKRを読んで実装したよ
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@forusufia
関係データの定義まとめ
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@seno
pandas使うときに便利だったものまとめ
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@forusufia
関係データの表現まとめ
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@yoneda88
Few shot NODOGURO turningして、ノドグロを自動カウントしてみた
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@K_Noguchi
NMF（非負値行列因子分解）: 学習の可視化
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@tsuno0829
可視化したくなる(かもしれない)データセット20選+α
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@kpasso1015
[python]変数のメモリ消費量確認
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@kpasso1015
Beverage Preference Dataset(関係データ) にテンソル分解かけて可視化してみた
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@takuro-Ishida
pLSAとNMFが等価なのか確かめてみた
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@K_Noguchi
NMF(非負値行列因子分解）の初期値問題
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@ae14watanabe
知識グラフは特殊な関係データ？
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@syusyumk2
巡回セールスマン問題を適当に解こうとしたらアルゴリズムがとんでもない結論を叩き出した話
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@tsuno0829
IBISで見たポスターまとめ
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@ae14watanabe
ネット上に氾濫する自己組織化マップ（SOM）の情報を俺が整理する【随時更新】
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@takuro-Ishida
ガウス分布とガウス過程の性質をまとめてみた
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@kusmoto
未定です
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@kusmoto
発達の扉
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@takuro-Ishida
GPMLかガウス過程と機械学習の図を再現してみた(内容仮)
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@seno
標本誤差が気になった件について
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@iwasaki620
scipy.sparseで疎行列入門
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@student-i
GPLVMの基本形についてまとめてみた
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Sunday	Monday	Tuesday	Wednesday	Thursday	Friday	Saturday
@syusyumk2 Variants of UKRを読んで実装したよ Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@forusufia 関係データの定義まとめ Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@seno pandas使うときに便利だったものまとめ Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@forusufia 関係データの表現まとめ Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@yoneda88 Few shot NODOGURO turningして、ノドグロを自動カウントしてみた Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@K_Noguchi NMF（非負値行列因子分解）: 学習の可視化 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@tsuno0829 可視化したくなる(かもしれない)データセット20選+α Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use
@kpasso1015 [python]変数のメモリ消費量確認 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@kpasso1015 Beverage Preference Dataset(関係データ) にテンソル分解かけて可視化してみた Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@takuro-Ishida pLSAとNMFが等価なのか確かめてみた Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@K_Noguchi NMF(非負値行列因子分解）の初期値問題 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@ae14watanabe 知識グラフは特殊な関係データ？ Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@syusyumk2 巡回セールスマン問題を適当に解こうとしたらアルゴリズムがとんでもない結論を叩き出した話 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@tsuno0829 IBISで見たポスターまとめ Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use
@ae14watanabe ネット上に氾濫する自己組織化マップ（SOM）の情報を俺が整理する【随時更新】 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use		@takuro-Ishida ガウス分布とガウス過程の性質をまとめてみた Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@kusmoto 未定です Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@kusmoto 発達の扉 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@takuro-Ishida GPMLかガウス過程と機械学習の図を再現してみた(内容仮) Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@seno 標本誤差が気になった件について Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use
@iwasaki620 scipy.sparseで疎行列入門 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@student-i GPLVMの基本形についてまとめてみた Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use			26	27	28

@syusyumk2
Variants of UKRを読んで実装したよ
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@forusufia
関係データの定義まとめ
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@seno
pandas使うときに便利だったものまとめ
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@forusufia
関係データの表現まとめ
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@yoneda88
Few shot NODOGURO turningして、ノドグロを自動カウントしてみた
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@K_Noguchi
NMF（非負値行列因子分解）: 学習の可視化
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@tsuno0829
可視化したくなる(かもしれない)データセット20選+α
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@kpasso1015
[python]変数のメモリ消費量確認
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@kpasso1015
Beverage Preference Dataset(関係データ) にテンソル分解かけて可視化してみた
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@takuro-Ishida
pLSAとNMFが等価なのか確かめてみた
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@K_Noguchi
NMF(非負値行列因子分解）の初期値問題
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@ae14watanabe
知識グラフは特殊な関係データ？
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@syusyumk2
巡回セールスマン問題を適当に解こうとしたらアルゴリズムがとんでもない結論を叩き出した話
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@tsuno0829
IBISで見たポスターまとめ
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@ae14watanabe
ネット上に氾濫する自己組織化マップ（SOM）の情報を俺が整理する【随時更新】
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@takuro-Ishida
ガウス分布とガウス過程の性質をまとめてみた
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@kusmoto
未定です
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@kusmoto
発達の扉
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@takuro-Ishida
GPMLかガウス過程と機械学習の図を再現してみた(内容仮)
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@seno
標本誤差が気になった件について
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@iwasaki620
scipy.sparseで疎行列入門
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@student-i
GPLVMの基本形についてまとめてみた
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