Supporting Multimedia Authoring by using Machine Learning

使用机器学习支持多媒体创作

• 批准号: 10680373
• 负责人: NUMAO Masayuki
• 金额: $ 1.92万
• 依托单位: Tokyo Institute of Technology
• 依托单位国家: 日本
• 项目类别: Grant-in-Aid for Scientific Research (C)
• 财政年份: 1998
• 资助国家: 日本
• 起止时间: 1998 至 2000
• 项目状态: 已结题
• 来源: https://kaken.nii.ac.jp/grant/KAKENHI-PROJECT-10680373/
• 关键词: Machine Learning; Computer Music; Multimedia Authoring; Multistrategy Learning; Automatic Arrangement; Kansei Information; Karaoke; Authoring Support

We propose a method to locate relations and constraints between a music score and its impressions, by which we show that machine learning techniques may provide a powerful tool for composing music and analyzing human feelings. We examine its generality by modifying some arrangements to provide the subjects with a speci-fied impression. This research introduces some user interfaces. They are capable of predicting feelings and creating new objects based on seed structures, such as spec-trums and their transition for sounds that have been extracted and are perceived as favorable by the test subject.

我们提出了一种定位乐谱与其印象之间的关系和约束的方法，通过该方法我们表明机器学习技术可以为创作音乐和分析人类情感提供强大的工具。我们通过修改一些安排来检验其普遍性，以便为受试者提供特定的印象。本研究介绍了一些用户界面。它们能够预测感受并根据种子结构创建新对象，例如频谱及其对已提取的声音的转换，并被测试对象认为是有利的。

项目成果

Masayuki Numao: "Modeling Embedded Persons - Cognitive Modeling in Global Intelligence"Proc.International Conf.on Cognitive Modeling. 3. 289-290 (2000)

Masayuki Numao：“建模嵌入式人员 - 全球智能中的认知建模”Proc.International Conf.on Cognitive Modeling。

Ken Kuriyama, Takao Terano, and Masayuki Numao: "Authoring Support by Interactive Genetic Algorithms"International Journal of Knowledge-Based Intellingent Engineering. 1,4. 197-202 (1998)

Ken Kuriyama、Takao Terano 和 Masayuki Numao：“交互式遗传算法的创作支持”国际知识型智能工程杂志。

Nada Lavrac, Saso Dzeroski, and Masayuki Numao: "Inductive Logic Programming for relational knowledge discovery"New Generation Computing. 17,1. 3-23 (1998)

Nada Lavrac、Saso Dzeroski 和 Masayuki Numao：“用于关系知识发现的归纳逻辑编程”新一代计算。

沼尾正行(分担): "エンサイクロペディア情報処理"オーム社. 572 (2000)

Masayuki Numao（贡献者）：“百科全书信息处理”Ohmsha 572（2000）。

沼尾正行(分担): "エンサイクロペディア情報処理"オーム社. 572 (2000)

Masayuki Numao（贡献者）：“百科全书信息处理”Ohmsha 572（2000）。