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PianoTree VAE: Structured representation learning for polyphonic music

Ziyu Wang, Yiyi Zhang, Yixiao Zhang, Junyan Jiang, Ruihan Yang, Gus Xia, Junbo Zhao
<span title="2020-10-11">2020</span> <i title="Zenodo"> Zenodo </i> &nbsp;
In this work, we propose the PianoTree VAE, a novel tree-structure extension upon VAE aiming to fit the polyphonic music learning.  ...  Normally composed of richer modality and more complex musical structures, the polyphonic counterpart has yet to be addressed in the context of music representation learning.  ...  CONCLUSION AND FUTURE WORK In conclusion, we proposed PianoTree VAE, a novel representation-learning model tailored for polyphonic music.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.4245445">doi:10.5281/zenodo.4245445</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/jhcgm6pznbdhxngrcljztg45ue">fatcat:jhcgm6pznbdhxngrcljztg45ue</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201113155851/https://zenodo.org/record/4245446/files/96.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/4e/c9/4ec981f9282e2994d30ddf0508f9f81628a20428.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.4245445"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> zenodo.org </button> </a>

PIANOTREE VAE: Structured Representation Learning for Polyphonic Music [article]

Ziyu Wang, Yiyi Zhang, Yixiao Zhang, Junyan Jiang, Ruihan Yang, Junbo Zhao, Gus Xia
<span title="2020-08-17">2020</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
In this work, we propose the PianoTree VAE, a novel tree-structure extension upon VAE aiming to fit the polyphonic music learning.  ...  Normally composed of richer modality and more complex musical structures, the polyphonic counterpart has yet to be addressed in the context of music representation learning.  ...  Conclusion and Future Work In conclusion, we proposed PianoTree VAE, a novel representation-learning model tailored for polyphonic music.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2008.07118v1">arXiv:2008.07118v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/sjeserkkajeobom4om5255uigu">fatcat:sjeserkkajeobom4om5255uigu</a> </span>
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Hierarchical Tree for Dissemination of Polyphonic Noise [chapter]

Rory Lewis, Amanda Cohen, Wenxin Jiang, Zbigniew Raś
<span title="">2008</span> <i title="Springer Berlin Heidelberg"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/2w3awgokqne6te4nvlofavy5a4" style="color: black;">Lecture Notes in Computer Science</a> </i> &nbsp;
In the continuing investigation of identifying musical instruments in a polyphonic domain, we present a system that can identify an instrument in a polyphonic domain with added noise of numerous interacting  ...  A hierarchical tree specifically designed for the breakdown of polyphonic sounds is used to enhance training of classifiers to correctly estimate an unknown polyphonic sound.  ...  Continuing with this strategy we combined more instruments according to our hierarchical tree.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-540-88425-5_46">doi:10.1007/978-3-540-88425-5_46</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/fy77w5e7lrenng5yeajgyj7c5m">fatcat:fy77w5e7lrenng5yeajgyj7c5m</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170810011724/http://webpages.uncc.edu/~acohen24/papers/uaKron.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/39/d9/39d99ad90f9c7f46a504ec314ea3a4ab1d1ae0ed.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-540-88425-5_46"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

Extending A Network-Of-Elaborations Representation To Polyphonic Music: Schenker And Species Counterpoint

Alan Marsden
<span title="2004-10-20">2004</span> <i title="Zenodo"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/h2s7lebe3jabxc26f4xp3wkhwa" style="color: black;">Proceedings of the SMC Conferences</a> </i> &nbsp;
In the simplest cases, therefore, a representation will be a tree structure similar to the 'time span reductions' of Lerdahl & Jackendoff.  ...  These are likely to provide useful guidance for the development of a representation scheme for polyphonic music.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.849175">doi:10.5281/zenodo.849175</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/lsg6ov3gqjd7bcct7tnp2gleny">fatcat:lsg6ov3gqjd7bcct7tnp2gleny</a> </span>
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Learning interpretable representation for controllable polyphonic music generation

Ziyu Wang, Dingsu Wang, Yixiao Zhang, Gus Xia
<span title="2020-10-11">2020</span> <i title="Zenodo"> Zenodo </i> &nbsp;
Inspired by the content-style disentanglement idea, we design a novel architecture, under the VAE framework, that effectively learns two interpretable latent factors of polyphonic music: chord and texture  ...  Both objective and subjective evaluations show that our method achieves a successful disentanglement and high quality controlled music generation.  ...  Finally, the PianoTree decoder takes in both z chd and z txt and outputs the original music in a tree-structured data format.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.4245518">doi:10.5281/zenodo.4245518</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/unc5fgfpevdjjbz2wi66lqp5oi">fatcat:unc5fgfpevdjjbz2wi66lqp5oi</a> </span>
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Finding Repeated Patterns in Music: State of Knowledge, Challenges, Perspectives [chapter]

Berit Janssen, W. Bas de Haas, Anja Volk, Peter van Kranenburg
<span title="">2014</span> <i title="Springer International Publishing"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/2w3awgokqne6te4nvlofavy5a4" style="color: black;">Lecture Notes in Computer Science</a> </i> &nbsp;
Our detailed review of these studies reveals important challenges in musical pattern discovery research: di↵erent methods have not yet been directly compared, and the influence of music representation  ...  Consequently, we suggest perspectives for musical pattern discovery: future research can provide a comparison of di↵erent methods, and an assessment of di↵erent music representations and filtering criteria  ...  Lee and Chen [29] state that pitch and duration can be either represented in independent su x trees, or in a combined su x tree which contains tuples of pitch and duration values.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-319-12976-1_18">doi:10.1007/978-3-319-12976-1_18</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/pc7lan4jbjfzjlnp5d6lnzhih4">fatcat:pc7lan4jbjfzjlnp5d6lnzhih4</a> </span>
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Learning Interpretable Representation for Controllable Polyphonic Music Generation [article]

Ziyu Wang, Dingsu Wang, Yixiao Zhang, Gus Xia
<span title="2020-08-17">2020</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
Inspired by the content-style disentanglement idea, we design a novel architecture, under the VAE framework, that effectively learns two interpretable latent factors of polyphonic music: chord and texture  ...  Both objective and subjective evaluations show that our method achieves a successful disentanglement and high quality controlled music generation.  ...  Finally, the PianoTree decoder takes in both z chd and z txt and outputs the original music in a tree-structured data format.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2008.07122v1">arXiv:2008.07122v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/3lvtsv32jrgjbbcqhaqeqftdoa">fatcat:3lvtsv32jrgjbbcqhaqeqftdoa</a> </span>
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Polyphonic music retrieval

Shyamala Doraisamy
<span title="2005-06-01">2005</span> <i title="Association for Computing Machinery (ACM)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/emlsu7gwyfalfms3c35odq5qlm" style="color: black;">SIGIR Forum</a> </i> &nbsp;
In exploiting the time-dependent element of polyphonic music data, a method to index adjacent and concurrent musical words using a 'polyphonic musical word indexer' is proposed.  ...  Techniques for full-music indexing of polyphonic music data with n-grams are investigated. A method to obtain n-grams from polyphonic music data is introduced.  ...  This was named twin suffix trees combining two separate suffix trees, one for pitch and the other for rhythm, with pointers linking nodes from both trees.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/1067268.1067289">doi:10.1145/1067268.1067289</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/6kh6aflmnjgvlnr2zwtpn32oxi">fatcat:6kh6aflmnjgvlnr2zwtpn32oxi</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170808173415/http://people.kmi.open.ac.uk/stefan/www-pub/s.doraisamy-phd.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/ed/af/edaff5df03777c5238e035a0292f3c56908db714.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/1067268.1067289"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> acm.org </button> </a>

Compression-Based Similarity Measures In Symbolic, Polyphonic Music

Teppo E. Ahonen, Kjell Lemström, Simo Linkola
<span title="2011-10-24">2011</span> <i title="Zenodo"> Zenodo </i> &nbsp;
Ahonen was supported by Helsinki Graduate School in Computer Science and Engineering (Hecse). The authors also wish to thank David Rizo for his polyphonic variation collection.  ...  In his PhD thesis [17] , Rizo introduces a tree representation for polyphonic music and shows how to apply different tree matching algorithms for various similarity cases including variation recognition  ...  combinations of notes into the same characters, assuming they are in nearby keys.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.1414816">doi:10.5281/zenodo.1414816</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/74snc7idl5hpzoerbvuosjawzq">fatcat:74snc7idl5hpzoerbvuosjawzq</a> </span>
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Plagiarism Detection in Polyphonic Music using Monaural Signal Separation [article]

Soham De, Indradyumna Roy, Tarunima Prabhakar, Kriti Suneja, Sourish Chaudhuri, Rita Singh, Bhiksha Raj
<span title="2015-02-27">2015</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
We employ this feature representation in conjunction with traditional audio feature representations in a classification framework which uses an ensemble of distance features to characterize pairs of songs  ...  Most current approaches to plagiarism detection are based on musical similarity measures, which typically ignore the issue of polyphony in music.  ...  The NMF-based feature representation should be useful in other tasks that deal with polyphonic music as well.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1503.00022v1">arXiv:1503.00022v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ss73l5xfhfg6dmsghv5cst5rsa">fatcat:ss73l5xfhfg6dmsghv5cst5rsa</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200831041726/https://arxiv.org/pdf/1503.00022v1.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/ae/06/ae0631f0be3102b945ef0b85d08e4d0f6a6e2ee5.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1503.00022v1" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Understandable models Of music collections based on exhaustive feature generation with temporal statistics

Fabian Moerchen, Ingo Mierswa, Alfred Ultsch
<span title="">2006</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/fqqihtxlu5bvfaqxjyvqcob35a" style="color: black;">Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining - KDD &#39;06</a> </i> &nbsp;
Data mining in large collections of polyphonic music has recently received increasing interest by companies along with the advent of commercial online distribution of music.  ...  We present an approach that combines large scale feature generation with meta learning techniques to obtain meaningful features for musical similarity.  ...  Many different audio features extracted from polyphonic music have been proposed for different applications in music information retrieval (e.g. [19, 39, 20, 29, 22, 25] ).  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/1150402.1150523">doi:10.1145/1150402.1150523</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/kdd/MorchenMU06.html">dblp:conf/kdd/MorchenMU06</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/mevp2vcik5dpnmrnhcmvpykpvm">fatcat:mevp2vcik5dpnmrnhcmvpykpvm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20060926015039/http://www.mybytes.de/papers/moerchen06understandable.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/1a/1b/1a1b6ec6031fa6feabb4dda927014a2493eac8af.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/1150402.1150523"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

String Quartet Classification With Monophonic Models

Ruben Hillewaere, Bernard Manderick, Darrell Conklin
<span title="2010-08-09">2010</span> <i title="Zenodo"> Zenodo </i> &nbsp;
Ruben Hillewaere is supported by the project Messiaen Weerspiegeld in collaboration with the Royal Conservatory of Brussels.  ...  The outer right branch of the tree is dealing with unvoiced polyphonic music by means of polyphonic models.  ...  Tree structure outlining the possible ways to approach the classification of polyphonic music. Table 1 . 1 the n-gram model, we use a simple trigram model of the melodic intervals.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.1417619">doi:10.5281/zenodo.1417619</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/46rlr4tsfrc4pn3vvc62auwpyi">fatcat:46rlr4tsfrc4pn3vvc62auwpyi</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220203200128/https://zenodo.org/record/1417619/files/HillewaereMC10.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/7f/e1/7fe18bcd63dbee3697c1508493b2c80953db9011.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.1417619"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> zenodo.org </button> </a>

Polyphonic Music Information Retrieval Based on Multi-label Cascade Classification System [chapter]

Wenxin Jiang, Amanda Cohen, Zbigniew W. Raś
<span title="">2009</span> <i title="Springer Berlin Heidelberg"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/oqt3yqhkxvcubnonwg57er4tdq" style="color: black;">Studies in Computational Intelligence</a> </i> &nbsp;
Polyphonic music information retrieval based on multi-label cascade classification system. (Under the direction of DR. ZBIGNIEW W.  ...  RAS) Recognition and separation of sounds played by various instruments is very useful in labeling audio files with semantic information.  ...  In the real music pieces, polyphonic sounds are more common than monophonic sounds. This dissertation focuses on the timbre estimation in polyphonic sounds.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-642-04141-9_6">doi:10.1007/978-3-642-04141-9_6</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/7fek3uzphzcktewg75i7ider4m">fatcat:7fek3uzphzcktewg75i7ider4m</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190429164109/http://libres.uncg.edu/ir/uncc/f/Jiang_uncc_0694D_10066.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/5c/99/5c99a5fdb9b41638ed84c98e862ad99f8231d3aa.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-642-04141-9_6"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

A diff procedure for music score files

Francesco Foscarin, Florent Jacquemard, Raphaël Fournier-S'niehotta
<span title="">2019</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/qgpgar5ol5cflegosq5nq6aj3e" style="color: black;">6th International Conference on Digital Libraries for Musicology on - DLfM &#39;19</a> </i> &nbsp;
CONCLUSION We have presented a procedures to compare XML scores at music notation level that is based on a tree intermediate representation of bars and on a combination of string edit distance and tree  ...  Tree-Based Representation We present an abstract model of the music notation content of bars in music scores.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/3358664.3358671">doi:10.1145/3358664.3358671</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/dlfm/FoscarinJF19.html">dblp:conf/dlfm/FoscarinJF19</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/etcaow6lmzghdnqu5lmrzf4jla">fatcat:etcaow6lmzghdnqu5lmrzf4jla</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200507191227/https://hal.inria.fr/hal-02267454/file/diff.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/38/1b/381b0913814e375ed00c539cd70a351bb44a45c0.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/3358664.3358671"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

Symbolic Melodic Similarity: State of the Art and Future Challenges

Valerio Velardo, Mauro Vallati, Steven Jan
<span title="">2016</span> <i title="MIT Press - Journals"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/ukib5uxsv5exvpt6ucd3qkadia" style="color: black;">Computer Music Journal</a> </i> &nbsp;
In order to capitalise upon the significant body of knowledge currently stored within online music datasets, a number of reliable and efficient automatic tools have been developed over the last decades  ...  This task has relevance both within the academy and in industry.  ...  Both are geometric algorithms that work with point-set representation of music, and are designed to process polyphonic music.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1162/comj_a_00359">doi:10.1162/comj_a_00359</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/qwjdvzsl65hr5chj6s34ejprju">fatcat:qwjdvzsl65hr5chj6s34ejprju</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20180720134008/http://eprints.hud.ac.uk/id/eprint/27292/1/CMJ_survey.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/0e/ba/0ebab77479e0ea3ea6d31acfee440f93f6b24877.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1162/comj_a_00359"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> mitpressjournals.org </button> </a>
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