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Frank Nielsen1

  • 1Sony Computer Science Laboratories, 3-14-13 Higashi Gotanda, Shinagawa Ku, Tokyo 141-0022, Japan.

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PubMed
まとめ
この要約は機械生成です。

本研究は、一般化ルジャンドル変換が二重アフィン変形関数の標準ルジャンドル変換に相当することを明らかにする。これらの変換は、情報幾何学内の二重ヘッセ行列構造から導出される。

キーワード:
ブレグマン・フェンケル・ヤングダイバージェンスアフィン・曲線座標系二重平坦空間・ヘッセ多様体情報幾何学ルジャンドル変換逆順序・凸二重性

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科学分野:

  • 凸解析
  • 情報幾何学
  • 関数解析

背景:

  • ルジャンドル変換は、凸解析とその応用における基本的なツールです。
  • アートスタイン・アビダンとミルマンは以前、特定の可逆変換をルジャンドル変換のアフィン変形として特徴付けました。

研究 の 目的:

  • 一般化ルジャンドル変換と通常のルジャンドル変換との直接的な対応を確立すること。
  • 情報幾何学の二重ヘッセ行列構造からこれらの一般化変換を導出することを示すこと。

主な方法:

  • 一般化ルジャンドル変換と二重アフィン変形関数の通常のルジャンドル変換との等価性を証明すること。
  • 情報幾何学に固有の二重ヘッセ行列構造を利用すること。

主要な成果:

  • 研究されているすべての一般化ルジャンドル変換は、二重アフィン変形関数の通常のルジャンドル変換に対応します。
  • 一般化凸共役は、二重アフィン変形関数の通常の凸共役であることが示されています。
  • これらの一般化変換を情報幾何学から導出する方法が提示されています。

結論:

  • この発見は、一般化ルジャンドル変換に対する統一的な視点を提供します。
  • この研究は、ルジャンドル変換を介して凸解析と情報幾何学を結びつけます。