Difference between revisions of "Music 254/CS 275b Spring 2022 Syllabus"

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25% class participation, 75% project
 
25% class participation, 75% project
 
<ul> <li> Project proposal: 2+ pages, due Thursday. 15 April 2022
 
<ul> <li> Project proposal: 2+ pages, due Thursday. 15 April 2022
<li> Project progress report: 4+ pages, Thurs. ?? May 2022
+
<li> Project progress report: 2+ pages, Thurs. 5 May 2022
 
<li> Project presentation in class: Thursday 4 June 2022
 
<li> Project presentation in class: Thursday 4 June 2022
 
<li> Project writeup: 10&ndash;20 pages  
 
<li> Project writeup: 10&ndash;20 pages  
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! scope="col" width="500px" | Topics
 
! scope="col" width="500px" | Topics
 
|-
 
|-
| 1<div id="week1"></div> || 29 March, 31 March 2022 ||  
+
| 1<div id="week1"></div> || 27 March, 29 March 2022 ||  
  
 
<b>Lectures</b>
 
<b>Lectures</b>
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! scope="col" width="500px" | Topics
 
! scope="col" width="500px" | Topics
 
|-
 
|-
| 2<div id="week3"></div> || 5 Apr 2022 ||  
+
| 2<div id="week3"></div> || 3 Apr 2022 ||  
 
<b>Lectures: Approaches to melodic and other musical-similarity assessment</b>
 
<b>Lectures: Approaches to melodic and other musical-similarity assessment</b>
 
* [https://esf.ccarh.org/CS275B-Mus254/02x_Melodic_Similarity_2022.ppt Melodic Similarity: Pitch and Duration]
 
* [https://esf.ccarh.org/CS275B-Mus254/02x_Melodic_Similarity_2022.ppt Melodic Similarity: Pitch and Duration]
* [https://esf.ccarh.org/CS275B-Mus254/01B_MelodicQuery_2022.ppt Melodic Search: Fundamentals]
 
* [https://esf.ccarh.org/CS275B-Mus254/03B_MorePerspectives-Similarity2019.pptx Musical Similarity: More Perspectives]
 
 
 
 
 
|-
 
|-
| 2 || 7 Apr 2022 ||  
+
| 2 || 5 Apr 2022 ||  
  
* [https://esf.ccarh.org/CS275B-Mus254/02B_TimbralSimilarity.ppt Timbral Similarity]
+
* [https://esf.ccarh.org/254/02B_TimbralSimilarity.ppt Timbral Similarity]
  
 
* [https://docs.google.com/presentation/d/1ZuPHnMlSMHHitmYtSvtMRLkVDvFkd1ob82sO5pdLrXs/edit#slide=id.p Humdrum file parsing in C++]
 
* [https://docs.google.com/presentation/d/1ZuPHnMlSMHHitmYtSvtMRLkVDvFkd1ob82sO5pdLrXs/edit#slide=id.p Humdrum file parsing in C++]
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! scope="col" width="500px" | Topics
 
! scope="col" width="500px" | Topics
 
|-
 
|-
| 2<div id="week2"></div> || 12 & 14 Apr 2022 ||  
+
| 2<div id="week2"></div> || 10 & 12  Apr 2022 ||  
 
<b>Cope, Emmy, Emily Howell Lectures (Style Synthesis)</b>
 
<b>Cope, Emmy, Emily Howell Lectures (Style Synthesis)</b>
 
* [https://esf.ccarh.org/254/03a_Cope1-2022-2.ppt Cope 1: Experiments in Musical Intelligence (Emmy)]
 
* [https://esf.ccarh.org/254/03a_Cope1-2022-2.ppt Cope 1: Experiments in Musical Intelligence (Emmy)]
* [https://esf.ccarh.org/CS275B-Mus254/03b_Emmy-Emily-2022.ppt Cope 2: From Emmy to Emily Howell]   
+
* [https://esf.ccarh.org/254/03b_Emmy-Emily-2022-2.ppt Cope 2: From Emmy to Emily Howell]   
  
 
* [https://docs.google.com/presentation/d/1F71dwp-Q467WBL0yBSz6QkEk5fDkTEksYKi5xTfXGR8/edit#slide=id.g4cd0be3fa2_2_75 Sonic Visualiser]
 
* [https://docs.google.com/presentation/d/1F71dwp-Q467WBL0yBSz6QkEk5fDkTEksYKi5xTfXGR8/edit#slide=id.g4cd0be3fa2_2_75 Sonic Visualiser]
 +
 +
*[https://docs.google.com/presentation/d/1PydXSxNBRelI8frIUGP9UwD7DoZ5r5QUiLZCEupjC2A/edit#slide=id.g5700a91e56_2_18 Performance similarity in Chopin mazurkas]
 +
  
 
|-
 
|-
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! scope="col" width="500px" | Topics
 
! scope="col" width="500px" | Topics
 
|-
 
|-
| 4<div id="week4"></div> || 19 Apr 2022 ||  
+
| 4<div id="week4"></div> || 17 Apr 2022 ||  
 
 
<b>Lectures: Complex Melodic Processes; Search Effectiveness and Modeling</b>
 
* [https://esf.ccarh.org/CS275B-Mus254/04a_ComplexMelodicProcesses_2021.ppt 4a. Complex Melodic Processes]
 
 
 
<br/>
 
<b>Harmony II</b>
 
* [https://docs.google.com/presentation/d/1o2zHVB7VWBbFHdz3-3GOvGl7GDOiyjRdDlvicnfE4vg/edit?usp=sharing Harmony II] Key analysis
 
** Key-cycles:
 
*** [http://kern.ccarh.org/browse&l=hummel/preludes Hummel Op. 67 preludes]
 
*** [http://kern.ccarh.org/browse&l=hummel/preludes Chopin Op. 28 preludes]
 
*** [http://kern.ccarh.org/browse&l=wtc J.S. Bach Well-Tempered Clavier]
 
** [http://extras.humdrum.org/man/keycor keycor]: harmonic structure plots.
 
** [http://extras.humdrum.org/man/mkeyscape mkeyscape]: harmonic structure plots.
 
*** [http://extras.humdrum.org/man/mkeyscape/beet-sonata Beethoven piano sonata keyscapes]
 
*** [http://extras.humdrum.org/man/mkeyscape/moz-sonata Mozart piano sonata keyscapes]
 
*** [https://ccrma.stanford.edu/~craig/keyscape/class Lots of keyscapes]
 
** [http://extras.humdrum.org/man/transpose transpose]: Transpose score to specific key or by interval.
 
 
 
* [https://docs.google.com/presentation/d/10f3kKhbv1R5S07Dzh6NBNHpm85BWUzhJBEymqRe2qUA/edit#slide=id.gd0281746a5_2_404 Similarity with Normalized and Unnormalized Correlation]
 
  
 +
<b>Lectures: Practical Realities of Research</b>
 +
* [https://esf.ccarh.org/254/04a_Practical_Realities_Research.ppt 4a. Practical Realities of Research]
 +
* [https://docs.google.com/presentation/d/1jOJa7CTm8O5y-RxXDV9wboGFEgXJifG2O4QxJhtHe_o/edit?usp=sharing Keyscapes]
 
|-
 
|-
| 4 || 21 Apr 2022 ||  
+
| 4 || 19 Apr 2022 ||  
<b> Search Effectiveness</b>
+
<b> Audio Similarity</b>
* [https://esf.ccarh.org/CS275B-Mus254/04b_Search_effectiveness_and_modeling_2021.ppt 4b. Search Effectiveness and Modeling]
+
* [https://esf.ccarh.org/254/04b_Audio-similarity.ppt 4b. Audio similarity]
 
+
*[https://docs.google.com/presentation/d/10f3kKhbv1R5S07Dzh6NBNHpm85BWUzhJBEymqRe2qUA/edit#slide=id.gd0281746a5_2_404 Similarity with Normalized and Unnormalized Correlation]
<b>Humdrum & MIDI</b>
 
* [[Media:Humdrum2Midi.pdf | Humdrum to MIDI]] (PDF slides)
 
 
 
<b> Keyscapes </b>
 
* [https://docs.google.com/presentation/d/1jOJa7CTm8O5y-RxXDV9wboGFEgXJifG2O4QxJhtHe_o/edit?usp=sharing Keyscapes]
 
 
 
 
|-
 
|-
 
|}
 
|}
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| 5<div id="week5"></div> || 26 April 2022 ||
 
| 5<div id="week5"></div> || 26 April 2022 ||
 
<b>Patterning and Coherence in Music </b>
 
<b>Patterning and Coherence in Music </b>
* [https://esf.ccarh.org/CS275B-Mus254/05A_Similarity-coherence_2021.ppt 5a. Patterning and Coherence]
+
* [https://esf.ccarh.org/254/05a_Similarity-coherence_2022.ppt 5a. Patterning and Coherence]
 +
 
 +
* [https://docs.google.com/presentation/d/1D8dGfuqJK0x6eEYoirkExsP5XCgz7hszNo8IJ_kRTgs/edit#slide=id.gcc08b2512a_0_28 Harmony analysis tools]
  
<b> Regular Expressions </b>
 
* [[Media:RegularExpressions.pdf | Regular Expressions]] (PDF slides)
 
  
 
|-
 
|-
 
| 5 || 28 April 2022 ||
 
| 5 || 28 April 2022 ||
* [https://esf.ccarh.org/CS275B-Mus254/05B_Meter-Rhythm-Expression_2021.ppt 05B. Meter, Rhythm, and Expression]
+
* [https://esf.ccarh.org/254/05b_Meter-Rhythm-Expression_2022.ppt 05b. Meter, Rhythm, and Expression]
 +
 
 +
 
 +
<b> Regular Expressions </b>
 +
* [https://docs.google.com/presentation/d/1H_bjIvY0tr4XAs0g1fWi1DHARD-YKkOWpi0j5GXNSwc/edit#slide=id.p21  Regular Expressions]
 +
 
  
* [https://docs.google.com/presentation/d/1-zZf8ti35jR4l-wcAdrvD6mP91-6aYvaV12Sf-7YPSM/edit?usp=sharing prange and cint tools]
 
  
 
|-
 
|-
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<b>Compositional schemata</b>
 
<b>Compositional schemata</b>
 
* [https://esf.ccarh.org/CS275B-Mus254/06A_CompositionalSchemata-2021.ppt Compositional schemata]
 
* [https://esf.ccarh.org/CS275B-Mus254/06A_CompositionalSchemata-2021.ppt Compositional schemata]
 +
 +
* Quality Control in Research: Heinz Roggenkemper (guest lecture)
 +
* Project report: Adaptive tuning (Shray Alag)
  
 
<b>Counterpoint II</b>
 
<b>Counterpoint II</b>
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|-
 
|-
 
| 6 || 5 May 2022 ||
 
| 6 || 5 May 2022 ||
 +
 +
* Project reports: Leon Bi and Charles Tsai (DJ transitions); Sammy Park (Guqin Digital Scores); Dominic DeMarco (Orchestral Pairings in Band Music)
  
 
<b> Sonority distributions by bass-line scale degrees </b>
 
<b> Sonority distributions by bass-line scale degrees </b>
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| 7 || 10 May 2022 ||
 
| 7 || 10 May 2022 ||
 
<b>Recent developments in MIR</b>
 
<b>Recent developments in MIR</b>
* [https://esf.ccarh.org/CS275B-Mus254/07A_RecentWork_SymbolicMIR_2021.ppt 07A. Recent Work in Symbolic MIR]
+
* [https://esf.ccarh.org/254/06a_CompositionalSchemata-2022.ppt Compositional Schemata]
 +
07A_RecentWork_SymbolicMIR_2021.ppt 07A. Recent Work in Symbolic MIR]
 
|-
 
|-
 
| 7 || 12 May 2022 ||
 
| 7 || 12 May 2022 ||
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| 8 || 17 May 2022 ||
 
| 8 || 17 May 2022 ||
  
<b> Search Engines for Music</b>
+
<b>Recent Research (and Challenges) in MIR</b>
*  
+
* [https://esf.ccarh.org/254/09b_Recent_Results2022.ppt Recent Results]
<b> Project development</b>
+
 
 +
<b> Project development</b>  
  
 
|-
 
|-
 
| 8 || 19 May 2022 ||
 
| 8 || 19 May 2022 ||
 +
* Music and AI: Julia Mills (guest lecture)
 
<b> Project development</b>
 
<b> Project development</b>
* [[Media:MazurkaProject.pdf|Performance style analysis]]
 
  
 
|-
 
|-
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<b> Project presentations in class.</b>
 
<b> Project presentations in class.</b>
 
|-
 
|-
| 11 || 2? June 2022 ||
+
| 11 || 8 June 2022 ||
 
<b> Project write-ups</b> for students <b>taking a degree</b> in June 2022.
 
<b> Project write-ups</b> for students <b>taking a degree</b> in June 2022.
 
|-
 
|-
| 12 || 9? June 2022 ||
+
| 12 || 9 June 2022 ||
 
<b> Project write-ups</b> for students <b>continuing</b> at Stanford.
 
<b> Project write-ups</b> for students <b>continuing</b> at Stanford.
 
|-
 
|-
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** [http://extras.humdrum.org/man/xml2hum xml2hum]: MusicXML to Humdrum converter
 
** [http://extras.humdrum.org/man/xml2hum xml2hum]: MusicXML to Humdrum converter
 
** [http://museinfo.sapp.org/examples/humdrum/mid2hum.cpp mid2hum]: MIDI to Humdrum converter (works in many cases, but better to convert MIDI first to MusicXML then import).
 
** [http://museinfo.sapp.org/examples/humdrum/mid2hum.cpp mid2hum]: MIDI to Humdrum converter (works in many cases, but better to convert MIDI first to MusicXML then import).
 +
 +
<b>Humdrum & MIDI</b>
 +
* [[Media:Humdrum2Midi.pdf | Humdrum to MIDI]] (PDF slides)
 +
 +
 +
<b>Harmony II</b>
 +
* [https://docs.google.com/presentation/d/1o2zHVB7VWBbFHdz3-3GOvGl7GDOiyjRdDlvicnfE4vg/edit?usp=sharing Harmony II] Key analysis
 +
** Key-cycles:
 +
*** [http://kern.ccarh.org/browse&l=hummel/preludes Hummel Op. 67 preludes]
 +
*** [http://kern.ccarh.org/browse&l=hummel/preludes Chopin Op. 28 preludes]
 +
*** [http://kern.ccarh.org/browse&l=wtc J.S. Bach Well-Tempered Clavier]
 +
** [http://extras.humdrum.org/man/keycor keycor]: harmonic structure plots.
 +
** [http://extras.humdrum.org/man/mkeyscape mkeyscape]: harmonic structure plots.
 +
*** [http://extras.humdrum.org/man/mkeyscape/beet-sonata Beethoven piano sonata keyscapes]
 +
*** [http://extras.humdrum.org/man/mkeyscape/moz-sonata Mozart piano sonata keyscapes]
 +
*** [https://ccrma.stanford.edu/~craig/keyscape/class Lots of keyscapes]
 +
** [http://extras.humdrum.org/man/transpose transpose]: Transpose score to specific key or by interval.
 +
  
 
<b>Regular Expressions (Text-based searching)</b>
 
<b>Regular Expressions (Text-based searching)</b>
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* [http://extras.humdrum.org/man/keycor keycor]: generalization of key command.
 
* [http://extras.humdrum.org/man/keycor keycor]: generalization of key command.
 
* [http://extras.humdrum.org/man/sonority sonority]: triadic chord descriptions of sonorities.
 
* [http://extras.humdrum.org/man/sonority sonority]: triadic chord descriptions of sonorities.
 +
* [https://docs.google.com/presentation/d/1-zZf8ti35jR4l-wcAdrvD6mP91-6aYvaV12Sf-7YPSM/edit?usp=sharing prange and cint tools]
  
 
<b>Rhythm and score manipulation tools</b>
 
<b>Rhythm and score manipulation tools</b>

Revision as of 20:58, 2 June 2022


Music 254/CS 275b "Computational Music Analysis "
Stanford University (Spring 2022).

This music information retrieval course (previously listed as "Music Query, Analysis, and Style Simulation") builds on the foundation of Music 253/CS 275A (Symbolic Musical Information). Using an open-source analysis platform (such as the Humdrum Toolkit (unix/bash shell), Humdrum Extras (C++), or Music21 (Python), or their preferred programming language/environment) students plan and design their own applications involving symbolic musical data.

The first four weeks cover basic areas of music analysis and retrieval and introduce basic principles of using the Humdrum Toolkit. Students may be assigned individual reading assignments pertinent to their research topic areas. The remaining six weeks are spent on individual project development, with weekly reports and discussions. Extensive help is available in the lab during hours allotted to class time. Students give verbal and written reports on their research at the end of the quarter. Some projects may be appropriate for continuation in independent-study modules.

For class Zoom link
Please contact esfield@stanford.edu or craig@ccrma.stanford.edu
Meeting times: Tuesdays & Thursdays 1:30–3:00
Location: Online
Instructors: Eleanor Selfridge-Field (esfield@stanford.edu)
Craig Sapp(craig@ccrma.stanford.edu)
Office Hours: after class and by appointment on Zoom/Skype/Google Hangouts
Credits: 2–4
Grading:

25% class participation, 75% project

  • Project proposal: 2+ pages, due Thursday. 15 April 2022
  • Project progress report: 2+ pages, Thurs. 5 May 2022
  • Project presentation in class: Thursday 4 June 2022
  • Project writeup: 10–20 pages
    • Graduating in June 2022: Due on ?? June 2022 11:59pm.
    • Not graduating: Due on ?? June 2022 11:59pm.
Website: music254.stanford.edu
wiki.ccarh.org/wiki/Music 254 Overview of topics presented in Music 254.
Prerequisites: Completion of Music 253/CS 275b, or demonstrated ability to use notation and sound software and associated requirements.
Textbook: E. Selfridge-Field, ed., Beyond MIDI: The Handbook of Musical Codes (MIT Press, 1997). Available online by permission of the publisher.



Syllabus

Go to week: Harmony 1 | Melody 2 | Rhythm 3 | Harmony 4 | RegEx 5 | Programming 6 | 7 | 8

See also Music 253/CS 275a Syllabus

Week 1

Week Dates Topics
1
27 March, 29 March 2022

Lectures

Homework for new students

Week 2

Week Dates Topics
2
3 Apr 2022

Lectures: Approaches to melodic and other musical-similarity assessment

2 5 Apr 2022

Week 3

Week Dates Topics
2
10 & 12 Apr 2022

Cope, Emmy, Emily Howell Lectures (Style Synthesis)


Week 4

Week Dates Topics
4
17 Apr 2022

Lectures: Practical Realities of Research

4 19 Apr 2022

Audio Similarity

Week 5

Week Dates Topics
5
26 April 2022

Patterning and Coherence in Music


5 28 April 2022


Regular Expressions


Week 6

Week Dates Topics
6
3 May 2022

Compositional schemata

  • Quality Control in Research: Heinz Roggenkemper (guest lecture)
  • Project report: Adaptive tuning (Shray Alag)

Counterpoint II

Rhythm and Meter

Programming for Humdrum files

6 5 May 2022
  • Project reports: Leon Bi and Charles Tsai (DJ transitions); Sammy Park (Guqin Digital Scores); Dominic DeMarco (Orchestral Pairings in Band Music)

Sonority distributions by bass-line scale degrees

Week 7

Week Dates Topics
7 10 May 2022

Recent developments in MIR

07A_RecentWork_SymbolicMIR_2021.ppt 07A. Recent Work in Symbolic MIR]

7 12 May 2022

Recent Work in Harmonic Analysis

Week 8

Week Dates Topics
8 17 May 2022

Recent Research (and Challenges) in MIR

Project development

8 19 May 2022
  • Music and AI: Julia Mills (guest lecture)

Project development

Week 9

Week Dates Topics
9a 24 & 26 May 2022

Counterpoint

MEI

  • MEI (Music Encoding Initiative) Release 2.0

Week 10

Week Dates Topics
10 31 May 2022

Project presentations in class.

11 8 June 2022

Project write-ups for students taking a degree in June 2022.

12 9 June 2022

Project write-ups for students continuing at Stanford.

Other topics/resources

Data/Data entry

  • Data/Data entry in Humdrum (PDF slides)
    • KernScores: digital library of scores in the **kern format
      • [1] introduction to KernScores
      • [2] shortcuts to data in KernScores
      • [3] browse collections in KernScores
    • [4]: Josquin Research Project: digital library of early Renaissance polyphony
    • xml2hum: MusicXML to Humdrum converter
    • mid2hum: MIDI to Humdrum converter (works in many cases, but better to convert MIDI first to MusicXML then import).

Humdrum & MIDI


Harmony II


Regular Expressions (Text-based searching)

Harmony-related Humdrum tools

Rhythm and score manipulation tools

  • Rhythm Tools available in Humdrum
    • timebase: create uniform duration for each Humdrum file data line.
    • beat: label metric beats in Humdrum file.
    • gettime: calculate performance time in seconds (according to tempo markings).
    • thrux: expand repeats to performance sequence
    • minrhy: identify minimum integral rhythmic unit in score
    • assemble: merge parts into a single score
    • partjoin: automation script to merge parts into a single score (preserves grace notes, uses minrhy and timebase)
    • ditto/dittox: resolve null tokens
    • hgrep: search for patterns in Humdrum file data.

Performance analysis tool

Melody Lab

  • Melody Tools available in Humdrum
    • melody tools:
    • support tools:
      • kern: remove rhythms from note data.
      • myank Yank measures from a full score.
      • extract: extract spines from Humdrum file.
      • extractx: Humdrum Extras version of extract
      • hgrep: Humdrum-aware greep.
      • autostem: automatic stemming of notes.
    • unix:
      • head: show only starting lines of text.
      • grep: search text for generalized regular expressions.
      • egrep: enhanced grep (adds additional wildcards).
      • sed: Stream editor (search and replace).
    • graphics (unix):
      • pstopnm: a converter from PostScript to bitmaps.
      • convert: Imagemagick tool for manipulating images.
      • ps2pdf: convert PostScript into PDF files.

General Policies and University Rules

General policies and university rules:

  1. Delivery times:
    1. Assignments: by the start of the class for which they are due.
    2. Project writeup: by 11 p.m. 7 or 11 June 2022 by 11p.
  2. Honor code: We will act and expect you to act according to the Stanford Honor Code.
  3. Students with disabilities: Students who may need an academic accommodation based on the impact of a disability must initiate the request with the Student Disability Resource Center (SDRC) located within the Office of Accessible Education (OAE). SDRC staff will evaluate the request with required documentation, recommend reasonable accommodations, and prepare an Accommodation Letter for faculty dated in the current quarter in which the request is being made. Students should contact the SDRC as soon as possible since timely notice is needed to coordinate accommodations. The OAE is located at 563 Salvatierra Walk (phone 723-1066).
  4. Students in distress: Stanford offers an abundance of resources for students dealing with problems of a personal nature.
    1. Confidential support: (650) 736-6933
    2. Crisis hotline: (650) 725-9955
    3. Title IX questions: (650) 497-4955