音乐检索:教程和回顾

IF 8.3 2区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS
N. Orio
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引用次数: 215

摘要

越来越多的数字格式音乐的可用性需要与音乐访问、过滤、分类和检索工具的发展相匹配。音乐信息检索(MIR)的研究领域涵盖了这些方面。本文的目的是对这一广阔的新领域进行概述。本文描述了音乐语言特有的一些问题,包括音乐的形式、格式和维度,以及用户的类型学和他们的信息需求。为了满足这些需求,讨论了许多方法,从直接搜索到信息过滤和音乐文档的聚类。音乐处理技术的概述,这是通常利用在许多方法,也提出了。在一个共同的基准上评估和比较这些方法是另一个重要问题。为此目的,介绍了MIR的初步努力和评价运动。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Music Retrieval: A Tutorial and Review
The increasing availability of music in digital format needs to be matched by the development of tools for music accessing, filtering, classification, and retrieval. The research area of Music Information Retrieval (MIR) covers many of these aspects. The aim of this paper is to present an overview of this vast and new field. A number of issues, which are peculiar to the music language, are described--including forms, formats, and dimensions of music--together with the typologies of users and their information needs. To fulfil these needs a number of approaches are discussed, from direct search to information filtering and clustering of music documents. An overview of the techniques for music processing, which are commonly exploited in many approaches, is also presented. Evaluation and comparisons of the approaches on a common benchmark are other important issues. To this end, a description of the initial efforts and evaluation campaigns for MIR is provided.
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来源期刊
Foundations and Trends in Information Retrieval
Foundations and Trends in Information Retrieval COMPUTER SCIENCE, INFORMATION SYSTEMS-
CiteScore
39.10
自引率
0.00%
发文量
3
期刊介绍: The surge in research across all domains in the past decade has resulted in a plethora of new publications, causing an exponential growth in published research. Navigating through this extensive literature and staying current has become a time-consuming challenge. While electronic publishing provides instant access to more articles than ever, discerning the essential ones for a comprehensive understanding of any topic remains an issue. To tackle this, Foundations and Trends® in Information Retrieval - FnTIR - addresses the problem by publishing high-quality survey and tutorial monographs in the field. Each issue of Foundations and Trends® in Information Retrieval - FnT IR features a 50-100 page monograph authored by research leaders, covering tutorial subjects, research retrospectives, and survey papers that provide state-of-the-art reviews within the scope of the journal.
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