Music Genome Project
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Music Genome Project
The Music Genome Project is an effort to "capture the essence of music at the most fundamental level" using various attributes to describe songs and mathematics to connect them together into an interactive map. The Music Genome Project covers five music genres: Pop/Rock, Hip-Hop/Electronica, Jazz, World Music, and Classical. Any given song is represented by approximately 450 "genes" (analogous to trait-determining genes for organisms in the field of genetics). Each gene corresponds to a characteristic of the music, for example, ''gender of lead vocalist'', ''prevalent use of groove'', ''level of distortion on the electric guitar'', ''type of background vocals'', etc. Rock and pop songs have 150 genes, rap songs have 350, and jazz songs have approximately 400. Other genres of music, such as world and classical music, have 300–450 genes. The system depends on a sufficient number of genes to render useful results. Each gene is assigned a number between 0 and 5, in half-integer inc ...
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Music
Music is generally defined as the art of arranging sound to create some combination of form, harmony, melody, rhythm or otherwise expressive content. Exact definitions of music vary considerably around the world, though it is an aspect of all human societies, a cultural universal. While scholars agree that music is defined by a few specific elements, there is no consensus on their precise definitions. The creation of music is commonly divided into musical composition, musical improvisation, and musical performance, though the topic itself extends into academic disciplines, criticism, philosophy, and psychology. Music may be performed or improvised using a vast range of instruments, including the human voice. In some musical contexts, a performance or composition may be to some extent improvised. For instance, in Hindustani classical music, the performer plays spontaneously while following a partially defined structure and using characteristic motifs. In modal jazz ...
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Tim Westergren
Timothy Brooks Westergren (born December 21, 1965) is a co-founder of Pandora Radio. Biography Westergren was born in 1965 in Minneapolis, Minnesota, Minneapolis. He attended boarding school, Cranbrook Educational Community, Cranbrook Kingswood, during his high school years. He graduated from Stanford University with a B.A. in political science. Following his graduation, Westergren spent twenty years working as a record producer and composer (working as a nanny in between jobs), devoting the majority of his time to emerging artists and independent labels. In 1999 he started Pandora Radio, Pandora Media along with co-founders Will Glaser and Jon Kraft. The Oakland, Calif., company went public in 2011, reporting $138 million in revenue that fiscal year. As an early project, Westergren and Glaser created the Music Genome Project, a mathematical algorithm to organize music. As the company's chief strategy officer, Westergren spent the majority of his time traveling the nation and gath ...
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WhoSampled
WhoSampled is a website and app database of information about sampled music or sample-based music, cover songs and remixes. History Nadav Poraz founded the site in London, England in 2008, as a way to track musical samples and cover songs. Mobile apps were released in 2012 and 2014 for iPhone and Android, respectively. The website's database is user-generated and reviewed by moderators before the content goes live. As of 2022, the site's most sampled track is the Amen break from the Winstons. In 2015, the site added support for film and television clips. The following year, it partnered with Spotify and introduced a six degrees of separation-inspired game that tracks relationships between artists, producers, and their tracks. In October 2017, WhoSampled partnered with KPM and Ableton and organised the third 'Samplethon' competition at Point Blank Studios in London. See also * Interpolation (popular music) * Discogs * Pandora Radio * SecondHandSongs SecondHandS ...
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MusicBrainz
MusicBrainz is a MetaBrainz project that aims to create a collaborative music database that is similar to the freedb project. MusicBrainz was founded in response to the restrictions placed on the Compact Disc Database (CDDB), a database for software applications to look up audio CD information on the Internet. MusicBrainz has expanded its goals to reach beyond a CD metadata (this is information about the performers, artists, songwriters, etc.) storehouse to become a structured online database for music. MusicBrainz captures information about artists, their recorded works, and the relationships between them. Recorded works entries capture at a minimum the album title, track titles, and the length of each track. These entries are maintained by volunteer editors who follow community written style guidelines. Recorded works can also store information about the release date and country, the CD ID, cover art, acoustic fingerprint, free-form annotation text and other metadata. , Musi ...
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Moodbar
Moodbar is a computer visualization used for navigating within a piece of music or any other recording on a digital audio track. This is done with a commonly horizontal bar that is divided into vertical stripes. Each stripe has a colour combination showing the "mood" within a short part of the audio track. The colour can depend on spectrum and/or rhythmic features of the part of the track. If the audio is a song then various parts of it (intro, choruses, solos, accents etc.) as well as changes ( dynamics, rhythm, texture, playing instruments) are differently coloured on the bar. If the audio is a speech or an interview then the moodbar displays different speaking segments in unique colour combinations. Moodbar was originally presented by Gavin Wood and Simon O’Keefe in their paper ''On Techniques for Content-Based Visual Annotation to Aid Intra-Track Music Navigation''. Moodbar has been implemented for Amarok, ClementineStrawberry Music Player and Exaile music players and th ...
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Trade Secret
Trade secrets are a type of intellectual property that includes formulas, practices, processes, designs, instruments, patterns, or compilations of information that have inherent economic value because they are not generally known or readily ascertainable by others, and which the owner takes reasonable measures to keep secret. Intellectual property law gives the owner of a trade secret the right to restrict others from disclosing it. In some jurisdictions, such secrets are referred to as confidential information. Definition The precise language by which a trade secret is defined varies by jurisdiction, as do the particular types of information that are subject to trade secret protection. Three factors are common to all such definitions: A trade secret is information that * is not generally known to the public; * confers economic benefit on its holder the information is not publicly known; and * where the holder makes reasonable efforts to maintain its secrecy. In internation ...
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United States Patent Office
The United States Patent and Trademark Office (USPTO) is an agency in the U.S. Department of Commerce that serves as the national patent office and trademark registration authority for the United States. The USPTO's headquarters are in Alexandria, Virginia, after a 2005 move from the Crystal City area of neighboring Arlington, Virginia. The USPTO is "unique among federal agencies because it operates solely on fees collected by its users, and not on taxpayer dollars". Its "operating structure is like a business in that it receives requests for services—applications for patents and trademark registrations—and charges fees projected to cover the cost of performing the services tprovide . The Office is headed by the Under Secretary of Commerce for Intellectual Property and Director of the United States Patent and Trademark Office, a position last held by Andrei Iancu until he left office on January 20, 2021. Commissioner of Patents Drew Hirshfeld is performing the funct ...
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Trademark
A trademark (also written trade mark or trade-mark) is a type of intellectual property consisting of a recognizable sign, design, or expression that identifies products or services from a particular source and distinguishes them from others. The trademark owner can be an individual, business organization, or any legal entity. A trademark may be located on a package, a label, a voucher, or on the product itself. Trademarks used to identify services are sometimes called service marks. The first legislative act concerning trademarks was passed in 1266 under the reign of Henry III of England, requiring all bakers to use a distinctive mark for the bread they sold. The first modern trademark laws emerged in the late 19th century. In France, the first comprehensive trademark system in the world was passed into law in 1857. The Trade Marks Act 1938 of the United Kingdom changed the system, permitting registration based on "intent-to-use", creating an examination based process, an ...
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Internet Radio
Online radio (also web radio, net radio, streaming radio, e-radio, IP radio, Internet radio) is a digital audio service transmitted via the Internet. Broadcasting on the Internet is usually referred to as webcasting since it is not transmitted broadly through wireless means. It can either be used as a stand-alone device running through the Internet, or as a software running through a single computer. Internet radio is generally used to communicate and easily spread messages through the form of talk. It is distributed through a wireless communication network connected to a switch packet network (the internet) via a disclosed source. Internet radio involves streaming media, presenting listeners with a continuous stream of audio that typically cannot be paused or replayed, much like traditional broadcast media; in this respect, it is distinct from on-demand file serving. Internet radio is also distinct from podcasting, which involves downloading rather than streaming. Internet ra ...
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Pandora Radio
Pandora is a subscription-based music streaming service owned by Sirius XM Holdings based in Oakland, California, United States. The service carries a focus on recommendations based on the "Music Genome Project" — a means of classifying individual songs by musical traits. The service originally launched in the consumer market as an internet radio service, which would generate personalized channels based on these traits and songs liked by the user; this service is available in an advertising-supported tier, and a subscription-based version. In 2017, the service launched ''Pandora Premium'', an on-demand version of the service more in line with contemporary competitors. The company was founded in 2000 as Savage Beast Technologies, and initially conceived as a business-to-business company licensing the Music Genome Project to retailers as a recommendation platform. In 2005, the company shifted its focus to the consumer market by launching Pandora as an internet radio product. P ...
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Jon Kraft
Jon Kraft is an American business executive best known as a co-founder of Pandora Media, Inc. and its former CEO. He also co-founded Thrively, LiftOff, Big Stage Entertainment and Stanford Technology Group and previously worked for a number of technology companies including Oracle Corporation, CoreObjects Software, Ubermedia and Auryn, Inc. He currently serves as the Chairman of Thrively, managing partner of LiftOff LLC and the Chief Executive Officer of MuMo, Inc. Early life and education Kraft was born in Brooklyn and raised in Plainview, New York. He holds a Bachelor of Arts degree from Stanford University. From 1989 to 1992, he worked for Oracle Corporation as a Senior Technical Analyst. Career Stanford Technology Group In 1993, Kraft started his first company, Stanford Technology Group, which developed analytical software and consulted to Fortune 500 companies on the design and implementation of large database management systems. He served as its Vice President unt ...
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Reliability (statistics)
In statistics and psychometrics, reliability is the overall consistency of a measure. A measure is said to have a high reliability if it produces similar results under consistent conditions:"It is the characteristic of a set of test scores that relates to the amount of random error from the measurement process that might be embedded in the scores. Scores that are highly reliable are precise, reproducible, and consistent from one testing occasion to another. That is, if the testing process were repeated with a group of test takers, essentially the same results would be obtained. Various kinds of reliability coefficients, with values ranging between 0.00 (much error) and 1.00 (no error), are usually used to indicate the amount of error in the scores." For example, measurements of people's height and weight are often extremely reliable.The Marketing Accountability Standards Board (MASB) endorses this definition as part of its ongoinCommon Language: Marketing Activities and Metrics Pr ...
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