Informetrics and Music Information Retrieval: An Informetric Examination of a Folksong Database
نویسنده
چکیده
This study examined the informetric properties of intervallic n-grams as derived from a database of 9354 folksongs. The informetric properties of the melodies were compared and contrasted to those of traditional text. Understanding these similarities/dissimilarities can play a vital role in the creation of a successful Music Information Retrieval (MIR) system. Various styles of n-gram creation were examined some of which exhibited great promises. Finally, this paper shows how the informetric analyses can be used to give theoretical justifications for the application of traditional IR methodologies in constructing MIR systems. Background There seems to be as many approaches to developing Music Information Retrieval (MIR) systems as there are developers. Some have designed complex suites of computer tools to analyse all the varied facets of music (e.g., Huron 1991). Others have tried to automate the thematic catalogue by including incipits (i.e., beginning phrases) as part of a bibliographic record (e.g., RISM 1997). Still others have explored the idea of using sophisticated approximate string-matching techniques (e.g., Ghias et al. 1995; McNab et al. 1996). One thing that unites all of these approaches is that they have some kind of shortcoming. The more powerful analytic systems can be very difficult to use, incipit indexes leave out large amounts of music that might be of interest, and approximate stringmatching can be computationally expensive without necessarily giving better results (Downie 1997). Taking our cue from those thematic catalogues that have reduced the amount of musical information represented (e.g., Keller and Rabson 1980) we have been developing a prototype MIR system (Tague et al. 1993; Downie 1994) based upon the intervals (i.e., the signed differences between pitches) found within monophonic melodies (Downie 1995, 1997a). We believe that there is enough information contained within an interval-only representation of monophonic melodies that effective retrieval of musical information can be achieved. We aim to extend the thematic catalogue model by affording access to melodic segments found anywhere within a melody. To achieve this extension we fragment the melodies into length-n subsections called n-grams. The length of these n-grams and the degree to which we precisely represent the
منابع مشابه
Applications Of Informetrics To Information Retrieval Research
A non-technical overview of two primary areas of study within the discipline of information science, information retrieval (IR) and informetrics, is presented. Informetric properties of IR systems as the basis for understanding IR system structure and generalizing human information seeking in electronic environments are discussed. Applications of informetric study of IR systems for more efficie...
متن کاملPerforming Informetric Analysis on Information Retrieval Test Collections: Preliminary Experiments in the Physics Domain
The combination of informetric analysis and information retrieval allows a twofold application. (1) While informetrics analysis is primarily used to gain insights into a scientific domain, it can be used to build recommendation or alternative ranking services. They are usually based on methods like co-occurrence or citation analyses. (2) Information retrieval and its decades-long tradition of r...
متن کاملDuality in information retrieval and the hypergeometric distribution
Duality is an important topic in informetrics, especially in connection with the classical informetric laws. Yet, this concept is less studied in information retrieval. It deals with the unification or symmetry between queries and documents, retrieval versus indexing, and relevant versus retrieved documents. These ideas are elaborated in this note and the connection with the hypergeometric dist...
متن کاملInformetrics and Music Information Retrieval
The use of informetric analyses has had profound effects on the development of powerful information retrieval systems. The informetric properties of melodies represented as simple collections of intervallic n-grams exhibit some remarkable similarities to the well-known informetric properties of text. Understanding these similarities can play a vital role in the creation of a successful Music In...
متن کاملWiMIR: An Informetric Study On Women Authors In ISMIR
The Music Information Retrieval (MIR) community is becoming increasingly aware of a gender imbalance evident in ISMIR participation and publication. This paper reports upon a comprehensive informetric study of the publication, authorship and citation characteristics of female researchers in the context of the ISMIR conferences. All 1,610 papers in the ISMIR proceedings written by 1,910 unique a...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 1998