- Title Information
- Title
- Musical Source Separation: A Review of Techniques and the Proposal of Cepstromarg Filtering
- Abstract
- In this thesis, we give a review of modern blind, semi-blind, and informed source separation techniques. Specifically, the details of independent component analysis are derived, and several non-negative matrix factorization algorithms and adaptations are introduced. We focus on source separation applied to monaural musical signals in an attempt to develop a real-time musical decomposition system with applications in audio visualization, vocal recognition, karaoke generation, and more. Harmonic- percussive source separation algorithms are investigated, and a new filtering technique is proposed by defining a new transform space, the cepstromarg domain, which allows for instantaneous harmonic-percussive separation.
- Name:
Personal
- Name Part
- Charous, Aaron
- Role
- Role Term (marcrelator)
(authorityURI="http://id.loc.gov/vocabulary/relators", valueURI="http://id.loc.gov/vocabulary/relators/cre")
- creator
- Name:
Personal
- Name Part
- Sandstede, Björn
- Role
- Role Term (marcrelator)
(authorityURI="http://id.loc.gov/vocabulary/relators", valueURI="http://id.loc.gov/vocabulary/relators/ths")
- thesis advisor
- Name:
Personal
- Name Part
- Rose, Christopher
- Role
- Role Term
- reader
- Name:
Corporate
- Name Part
- Brown University. Applied Mathematics
- Role
- Role Term:
Text
- sponsor
- Origin Information
- Copyright Date
- 2019
- Type of Resource
- text
- Physical Description
- digitalOrigin
- born digital
- Language
- Language Term:
Text (ISO639-2B)
(authorityURI="http://id.loc.gov/vocabulary/iso639-2.html", valueURI="http://id.loc.gov/vocabulary/iso639-2/eng")
- English
- Note:
thesis
- Senior thesis (ScB)--Brown University, 2019
- Note
(displayLabel="Concentration")
- Applied Mathematics
- Genre (aat)
- theses
- Subject (fast)
(authorityURI="http://id.worldcat.org/fast", valueURI="http://id.worldcat.org/fast/00972972")
- Topic
- Information storage and retrieval systems--Music
- Subject (fast)
(authorityURI="http://id.worldcat.org/fast", valueURI="http://id.worldcat.org/fast/")
- Topic
- Music information retrieval
- Subject (fast)
(authorityURI="http://id.worldcat.org/fast", valueURI="http://id.worldcat.org/fast/01739925")
- Topic
- Blind source separation
- Subject (fast)
(authorityURI="http://id.worldcat.org/fast", valueURI="http://id.worldcat.org/fast/01764575")
- Topic
- Independent component analysis
- Subject (fast)
(authorityURI="http://id.worldcat.org/fast", valueURI="http://id.worldcat.org/fast/01038561")
- Topic
- Non-negative matrices
- Subject (fast)
(authorityURI="http://id.worldcat.org/fast", valueURI="http://id.worldcat.org/fast/01742184")
- Topic
- Auditory scene analysis
- Subject (fast)
(authorityURI="http://id.worldcat.org/fast", valueURI="http://id.worldcat.org/fast/01118294")
- Topic
- Signal processing--Digital techniques--Mathematics
- Identifier:
DOI
- 10.26300/pcpz-6m06
- Access Condition:
rights statement
(href="http://rightsstatements.org/vocab/InC/1.0/")
- In Copyright
- Access Condition:
restriction on access
- Collection is open for research.