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http://nipl.cs.chubu.ac.jp/
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中野研究室の研究
http://www.nipl.cs.chubu.ac.jp/~nakano/learning-j.html
中野研究室では人工知能の機械学習を ニューラル情報処理 の視点から 研究しています 人の知能の根元的な働きは学習にあると考えます 生物は未知環境に適応して生き残ります 学習も適応も数理的に定式化できれば，最適化として理解できます したがって，私たちが最も重要と考える研究テーマは 機械学習 学習 適応 最適化 です. 具体的な研究テーマは以下の通りです なお，下記の私たちの研究成果が引用された件数は合計すると， 3,800件を越えています( Google Scholar. 特異モデルで探索法を走らせると，すぐに特異領域に陥り，探索が停滞します 特異領域はそうした負の側面だけでなく， もっと良い解への入口となるという魅力も有します ここでは，特異領域をうまく利用して安定して良解を得る探索法を模索します. 入出力や重みを複素数とする複素多層パーセプトロンは実パーセプトロンには ない優れた適合能力を有します その学習にはWirtinger微分を用いる必要があります また、重みの値の種類を限定する共有重み構造の多層パーセプトロンは 程良い適合能力と良質の汎化性能を有します これらの高度な学習モデルを研究します.
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