{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,9,9]],"date-time":"2024-09-09T22:32:28Z","timestamp":1725921148639},"publisher-location":"Cham","reference-count":52,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319710778"},{"type":"electronic","value":"9783319710785"}],"license":[{"start":{"date-parts":[[2017,1,1]],"date-time":"2017-01-01T00:00:00Z","timestamp":1483228800000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2017]]},"DOI":"10.1007\/978-3-319-71078-5_6","type":"book-chapter","created":{"date-parts":[[2017,11,20]],"date-time":"2017-11-20T11:33:50Z","timestamp":1511177630000},"page":"72-86","update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Capturing the Dynamics of Cellular Automata, for the Generation of Synthetic Persian Music, Using Conditional Restricted Boltzmann Machines"],"prefix":"10.1007","author":[{"given":"Sahar","family":"Arshi","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Darryl N.","family":"Davis","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2017,11,21]]},"reference":[{"key":"6_CR1","unstructured":"Arshi, S.: An implementation of Santur musical instrument and the synthesis of music pieces using learning machines. Master thesis (2012)"},{"key":"6_CR2","doi-asserted-by":"crossref","DOI":"10.1017\/CBO9780511470233","volume-title":"The Dastgah Concept in Persian Music","author":"H Farhat","year":"1990","unstructured":"Farhat, H.: The Dastgah Concept in Persian Music. Cambridge University Press, Cambridge (1990)"},{"key":"6_CR3","unstructured":"Arshi, S., Davis, D.N.: Generating synthetic Persian music. In: Chapter one in Third International Conference on New Music Concepts, ICNMC 2016, pp. 11\u201343. ABEditore s.r.1, Academia Musicale, Milano (2016)"},{"key":"6_CR4","unstructured":"Arshi, S., Davis, D.N.: A computational framework for aesthetical navigation in musical search space. In: AISB Symposium on Computational Creativity, Sheffield, UK (2016)"},{"key":"6_CR5","first-page":"72","volume":"13","author":"M Boden","year":"2000","unstructured":"Boden, M.: Computer models of creativity. Psychologist 13, 72\u201376 (2000)","journal-title":"Psychologist"},{"key":"6_CR6","first-page":"23","volume":"30","author":"M Boden","year":"2009","unstructured":"Boden, M.: Computer models of creativity. Artif. Intell. Mag. 30, 23\u201334 (2009)","journal-title":"Artif. Intell. Mag."},{"key":"6_CR7","doi-asserted-by":"crossref","first-page":"513","DOI":"10.1613\/jair.3908","volume":"48","author":"JD Fern\u00e1ndez","year":"2013","unstructured":"Fern\u00e1ndez, J.D., Vico, F.: AI methods in algorithmic composition: a comprehensive survey. J. Artif. Intell. Res. 48, 513\u2013582 (2013)","journal-title":"J. Artif. Intell. Res."},{"key":"6_CR8","unstructured":"Davis, D.N.: Computer and Artificial Music: Liquid Persian Music. http:\/\/www2.dcs.hull.ac.uk\/NEAT\/dnd\/music\/lpm.html"},{"key":"6_CR9","unstructured":"Turner, C.: Liquid Brain Music (2008)"},{"key":"6_CR10","unstructured":"Woods: Liquid Brain Music: Phase II. http:\/\/www2.dcs.hull.ac.uk\/NEAT\/dnd\/ . Computer Science, University of Hull (2009)"},{"key":"6_CR11","unstructured":"Arshi, S., Davis, D.N.: Towards a fitness function for musicality using LPM. In: 6th York Doctoral Symposium on Computer Science and Electronics (2015)"},{"key":"6_CR12","unstructured":"Manaris, B., Sessions, V., Wilkinson, J.: Searching for Beauty in Music. vol. 1, pp. 1\u201310 (2001)"},{"key":"6_CR13","unstructured":"Arshi, S.: Liquid Persian Music Survey. https:\/\/www.surveymonkey.co.uk\/r\/QPQ77JB"},{"key":"6_CR14","doi-asserted-by":"crossref","unstructured":"Burks, A.W.: Von Neumann\u2019s Self-Reproducing Automata (1970)","DOI":"10.21236\/AD0688840"},{"key":"6_CR15","volume-title":"Essays on Cellular Automata","author":"A Burks","year":"1970","unstructured":"Burks, A.: Essays on Cellular Automata. University of Illinois Press, Champaign (1970)"},{"key":"6_CR16","volume-title":"A New Kind of Science","author":"S Wolfram","year":"2002","unstructured":"Wolfram, S.: A New Kind of Science. Wolfram media Champaign, Champaign (2002)"},{"key":"6_CR17","doi-asserted-by":"crossref","unstructured":"Wuensche, A.: Discrete dynamics lab: tools for investigating cellular automata and discrete dynamical networks. Artif. Life Model. Softw. pp. 215\u2013258 (2009). (2nd edn.)","DOI":"10.1007\/978-1-84882-285-6_8"},{"key":"6_CR18","first-page":"281","volume":"4","author":"W Li","year":"1990","unstructured":"Li, W., Packard, N.: The structure of the elementary cellular automata rule space. Complex Syst. 4, 281\u2013297 (1990)","journal-title":"Complex Syst."},{"key":"6_CR19","doi-asserted-by":"crossref","first-page":"121","DOI":"10.1080\/07494460216650","volume":"21","author":"P Hoffmann","year":"2002","unstructured":"Hoffmann, P.: Towards an automated art: algorithmic process in Xenakis\u2019 composition. Contemp. Music Rev. 21, 121\u2013131 (2002)","journal-title":"Contemp. Music Rev."},{"key":"6_CR20","doi-asserted-by":"crossref","first-page":"170","DOI":"10.1007\/978-1-84628-600-1_8","volume":"8","author":"ER Miranda","year":"2007","unstructured":"Miranda, E.R.: Cellular automata music: from sound synthesis to musical forms. Evol. Comput. Music. 8, 170\u2013193 (2007)","journal-title":"Evol. Comput. Music."},{"key":"6_CR21","unstructured":"Burraston, D., Edmonds, E., Livingstone, D., Miranda, E.R.: Cellular automata in MIDI based computer music. In: Proceedings of International Computer Music Conference, vol. 4, pp. 71\u201378 (2004)"},{"key":"6_CR22","unstructured":"Miranda, E.R.: Evolving cellular automata music: from sound synthesis to composition. In: Proceedings of Workshop on Artificial Life Models for Musical Applications, vol. 12 (2001)"},{"key":"6_CR23","doi-asserted-by":"crossref","unstructured":"Miranda, E.R.: Sounds of artificial life. In: Proceedings of the 4th Conference on Creativity and Cognition, pp. 173\u2013177. ACM (2002)","DOI":"10.1145\/581710.581736"},{"key":"6_CR24","unstructured":"Wuensche, A.: Basins of attraction in network dynamics: a conceptual framework for biomolecular networks. Modul. Dev. Evol. pp. 288\u2013314 (2004)"},{"key":"6_CR25","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1002\/(SICI)1099-0526(199901\/02)4:3<47::AID-CPLX9>3.0.CO;2-V","volume":"4","author":"A Wuensche","year":"1999","unstructured":"Wuensche, A.: Classifying cellular automata automatically. Complexity 4, 1\u201326 (1999)","journal-title":"Complexity"},{"key":"6_CR26","volume-title":"The Global Dynamics of Cellular Automata","author":"A Wuensche","year":"1992","unstructured":"Wuensche, A., Lesser, M.: The Global Dynamics of Cellular Automata. Addison-Wesley, Boston (1992)"},{"key":"6_CR27","doi-asserted-by":"crossref","first-page":"147","DOI":"10.1207\/s15516709cog0901_7","volume":"9","author":"D Ackley","year":"1985","unstructured":"Ackley, D., Hinton, G., Sejnowski, T.: A learning algorithm for boltzmann machines. Cogn. Sci. 9, 147\u2013169 (1985)","journal-title":"Cogn. Sci."},{"key":"6_CR28","doi-asserted-by":"crossref","unstructured":"Hinton, G.E.: Boltzmann Machines. Tutorial. pp. 1\u20137 (2007)","DOI":"10.4249\/scholarpedia.1668"},{"key":"6_CR29","unstructured":"Carreira-Perpi\u00f1\u00e1n, M.\u00c1., Hinton, G.E.: On contrastive divergence learning. In: Proceedings of Artificial Intelligence and Statistics (2005)"},{"key":"6_CR30","first-page":"194","volume-title":"Parallel Distributed Processing: Explorations in the Microstructure of Cognition, Volume 1: Foundations","author":"P Smolensky","year":"1986","unstructured":"Smolensky, P.: Information processing in dynamical systems: foundations of harmony theory. In: Rumelhart, D.E., Mcclelland, J.L. (eds.) Parallel Distributed Processing: Explorations in the Microstructure of Cognition, Volume 1: Foundations, pp. 194\u2013281. MIT Press, Cambridge (1986)"},{"key":"6_CR31","doi-asserted-by":"crossref","unstructured":"Larochelle, H., Bengio, Y.: Classification using discriminative restricted Boltzmann machines. In: ICML, pp. 536\u2013543 (2008)","DOI":"10.1145\/1390156.1390224"},{"key":"6_CR32","doi-asserted-by":"crossref","unstructured":"Gehler, P.V., Holub, A.D., Welling, M.: The rate adapting poisson model for information retrieval and object recognition. In: Proceedigs 23rd International Conference on Machine Learning. \u2013 ICML 2006, pp. 337\u2013344 (2006)","DOI":"10.1145\/1143844.1143887"},{"key":"6_CR33","unstructured":"Salakhutdinov, R., Hinton, G.: Replicated softmax: an undirected topic model. In: Proceedings of 2009 Conference on Advances in Neural Information Processing Systems, vol. 22, pp. 1607\u20131614 (2009)"},{"key":"6_CR34","doi-asserted-by":"crossref","first-page":"1967","DOI":"10.1162\/NECO_a_00311","volume":"24","author":"R Salakhutdinov","year":"2012","unstructured":"Salakhutdinov, R., Hinton, G.: An efficient learning procedure for deep Boltzmann machines. Neural Comput. 24, 1967\u20132006 (2012)","journal-title":"Neural Comput."},{"key":"6_CR35","doi-asserted-by":"crossref","first-page":"504","DOI":"10.1126\/science.1127647","volume":"313","author":"GE Hinton","year":"2006","unstructured":"Hinton, G.E., Salakhutdinov, R.R.: Reducing the Dimensionality of Data with Neural Networks. Science (80-) 313, 504\u2013507 (2006)","journal-title":"Science (80-)"},{"key":"6_CR36","unstructured":"Lauly, S.: Music generation using Dynamically Linked Boltzmann Machines, pp. 1\u20138 (2007)"},{"key":"6_CR37","unstructured":"Mnih, V., Larochelle, H., Hinton, G.: Conditional restricted Boltzmann machines for structured output prediction. In: UAI, pp. 514\u2013522 (2011)"},{"key":"6_CR38","unstructured":"Hinton, G., Sejnowski, T.J.: Optimal perceptual inference. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, Washington, D.C. (1983)"},{"key":"6_CR39","first-page":"1","volume":"9","author":"G Hinton","year":"2010","unstructured":"Hinton, G.: A practical guide to training restricted Boltzmann machines. Comput. (Long. Beach. Calif) 9, 1 (2010)","journal-title":"Comput. (Long. Beach. Calif)"},{"key":"6_CR40","doi-asserted-by":"crossref","first-page":"1771","DOI":"10.1162\/089976602760128018","volume":"14","author":"GE Hinton","year":"2002","unstructured":"Hinton, G.E.: Training products of experts by minimizing contrastive divergence. Neural Comput. 14, 1771\u20131800 (2002)","journal-title":"Neural Comput."},{"key":"6_CR41","doi-asserted-by":"crossref","unstructured":"Taylor, G.W., Hinton, G.E.: Factored conditional restricted Boltzmann Machines for modeling motion style. In: Proceedings of 26th Annual International Conference on Machine Learning, ICML 2009, pp. 1025\u20131032 (2009)","DOI":"10.1145\/1553374.1553505"},{"key":"6_CR42","unstructured":"Taylor, G.W.: School: learning representations of sequences with applications to motion capture and video analysis. In: CVPR (2012)"},{"key":"6_CR43","unstructured":"Mandel, M., Pascanu, R., Larochelle, H., Bengio, Y.: Autotagging music with conditional restricted Boltzmann machines (2011)"},{"key":"6_CR44","unstructured":"Mandel, M., Eck, D., Bengio, Y.: Learning tags that vary within a song. In: Proceedings of 11th International Conference on Music Information Retrieval, pp. 399\u2013404 (2010)"},{"key":"6_CR45","unstructured":"Loeckx, A.J., Bultheel, J.: Forward conditional restricted Boltzmann machines for the generation of music. In: 17th International Conference on Computational Creativity, ICCC 2015, Zurich, Switzerland (2015)"},{"key":"6_CR46","doi-asserted-by":"crossref","DOI":"10.4324\/9780203278901","volume-title":"Principles of Literary Criticism (Routledge Classics)","author":"IA Richards","year":"1924","unstructured":"Richards, I.A.: Principles of Literary Criticism (Routledge Classics). Routledge, Abingdon (1924)"},{"key":"6_CR47","unstructured":"Wulff, N.H., Hertz, J.A.: Learning Cellular Automation Dynamics with Neural Networks. In: Advances in Neural Information Processing Systems, vol. 5, pp. 631\u2013638 (1993)"},{"key":"6_CR48","unstructured":"Tanaka, M.: Deep Neural Network, Mathworks, Matlab. https:\/\/uk.mathworks.com\/matlabcentral\/fileexchange\/42853-deep-neural-network"},{"key":"6_CR49","unstructured":"Salakhutdinov, R.R.: Learning deep Boltzmann machines software. http:\/\/www.cs.toronto.edu\/~rsalakhu\/code.html"},{"key":"6_CR50","unstructured":"Taylor, G.W.: Matlab implementation of implicit mixtures of conditional restricted Boltzmann machines. https:\/\/github.com\/gwtaylor\/imCRBM"},{"key":"6_CR51","doi-asserted-by":"crossref","first-page":"177","DOI":"10.1038\/224177a0","volume":"224","author":"S Kauffman","year":"1969","unstructured":"Kauffman, S.: Homeostasis and differentiation in random generic control networks. Nature 224, 177\u2013178 (1969)","journal-title":"Nature"},{"key":"6_CR52","doi-asserted-by":"crossref","first-page":"1527","DOI":"10.1162\/neco.2006.18.7.1527","volume":"18","author":"GE Hinton","year":"2006","unstructured":"Hinton, G.E., Osindero, S., Teh, Y.W.: A fast learning algorithm for deep belief nets. Neural Comput. 18, 1527\u20131554 (2006)","journal-title":"Neural Comput."}],"container-title":["Lecture Notes in Computer Science","Artificial Intelligence XXXIV"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-71078-5_6","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,10,6]],"date-time":"2019-10-06T10:24:15Z","timestamp":1570357455000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-71078-5_6"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017]]},"ISBN":["9783319710778","9783319710785"],"references-count":52,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-71078-5_6","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2017]]}}}