Music Mood Visualization Using Self-Organizing Maps

Plewa Magdalena; Kostek Bozena

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Music Mood Visualization Using Self-Organizing Maps

机译：使用自组织映射的音乐心情可视化

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摘要

Due to an increasing amount of music being made available in digital form in the Internet, an automatic organization of music is sought. The paper presents an approach to graphical representation of mood of songs based on Self-Organizing Maps. Parameters describing mood of music are proposed and calculated and then analyzed employing correlation with mood dimensions based on the Multidimensional Scaling. A map is created in which music excerpts with similar mood are organized next to each other on the two-dimensional display.

机译：由于越来越多的音乐以数字形式在Internet上可用，因此寻求一种音乐的自动组织。本文提出了一种基于自组织映射的歌曲情绪图形表示方法。提出并计算了描述音乐情绪的参数，然后根据多维尺度与情绪维度进行相关性分析。创建一个地图，在该地图中，具有相似心情的音乐摘录在二维显示器上彼此相邻组织。

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来源
《Archives of acoustics》 |2015年第4期|513-525|共13页
作者
Plewa Magdalena; Kostek Bozena;
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作者单位

Gdansk Univ Technol, Fac Elect Telecommun & Informat, Audio Acoust Lab, PL-81233 Gdansk, Poland;

Gdansk Univ Technol, Fac Elect Telecommun & Informat, Audio Acoust Lab, PL-81233 Gdansk, Poland;

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原文格式 PDF
正文语种 eng
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关键词
music mood; music parameterization; MER (Music Emotion Recognition); MIR (Music Information Retrieval); Multidimensional Scaling (MDS); Principal Component Analysis (PCA); Self-Organizing Maps (SOM); ANN (Artificial Neural Networks);

机译：音乐情绪;音乐参数化;MER（音乐情感识别）;MIR（音乐信息检索）;多维缩放（MDS）;主成分分析（PCA）;自组织图（SOM）;ANN（人工神经网络）;

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1. Comparison of visualization of optimal clustering using self-organizing map and growing hierarchical self-organizing map in cellular manufacturing system [J] . Chattopadhyay Manojit, Dan Pranab K., Mazumdar Sitanath Applied Soft Computing . 2014,第Null期

机译：自组织图和增长层次自组织图在蜂窝制造系统中最佳聚类可视化的比较
2. Performance Analysis of Different Kernels of Support Vector Machine and Self-organizing Maps for Classifying Musical and Non-musical Personal Videos [J] . Pratap Sanap, Shaila D. Apte Indian Journal of Science and Technology . 2019,第14期

机译：支持向量机和自组织映射对音乐和非音乐个人视频分类的不同内核的性能分析
3. ANALYSIS OF MELODY ROOTS IN HUNGARIAN FOLK MUSIC USING SELF-ORGANIZING MAPS WITH ADAPTIVELY WEIGHTED DYNAMIC TIME WARPING [J] . Zoltan Juhasz Applied Artificial Intelligence . 2007,第1期

机译：自适应加权动态遍历的自组织映射分析匈牙利民间音乐的旋律根
4. Recognition and Visualization of Music Sequences Using Self-organizing Feature Maps [C] . Tobias Hein, Oliver Kramer KI 2010: Advances in artificial intelligence . 2010

机译：使用自组织特征图对音乐序列进行识别和可视化
5. A software environment for visualizing high-dimensional data using contextual self-organizing maps linked with immersive virtual reality [D] . Richardson, Trevor Thomas 2013

机译：使用与沉浸式虚拟现实链接的上下文自组织映射图可视化高维数据的软件环境
6. Metabolite-based clustering and visualization of mass spectrometry data using one-dimensional self-organizing maps [O] . Peter Meinicke, Thomas Lingner, Alexander Kaever, 2008

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7. Performance analysis of different kernels of Support vector machine and self-organizing maps for classifying musical and non-musical personal video [O] . Pratap Sanap, Shaila D. Apte 2019

机译：支持向量机的不同内核和自组织地图对音乐和非音乐个人视频的绩效分析

Music Mood Visualization Using Self-Organizing Maps

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