@article{Erdos2018,
author = "Erd{\H{o}}s, Bal{\'a}zs and Grachten, Maarten and Czermak, Peter and Kov{\'a}cs, Zolt{\'a}n",
title = "Artificial Neural Network-Assisted Spectrophotometric Method for Monitoring Fructo-oligosaccharides Production",
journal = "Food and Bioprocess Technology",
year = "2018",
month = "Feb",
day = "01",
volume = "11",
number = "2",
pages = "305--313",
issn = "1935-5149",
doi = "10.1007/s11947-017-2011-3",
url = "https://doi.org/10.1007/s11947-017-2011-3"
}



@inproceedings{chacon17:_what,
  author =  {C.  E.  {Cancino Chac\'{o}n} and D. R. W. Sears and M.  Grachten and G. Widmer},
  title =  {What were you expecting? Using Expectancy Features to Predict Expressive Performances of Classical Piano Music},
  booktitle = {10th International Workshop on Machine Learning and Music (MML2017)},
  year =  2017,
  pages =  {7--12},
  address =  {Barcelona, Spain}}



@inproceedings{lattner17:_learn_trans_music_mater_gated_autoen,
  author =  {S. Lattner and M. Grachten and G. Widmer},
  title =  {Learning Transformations of Musical Material using Gated Autoencoders},
  booktitle = {Proceedings of the 2nd Conference on Computer Simulation of Musical Creativity},
  year =  2017,
  address =  {London, UK}}



@inproceedings{chacon17:_from_bach_beatl,
  author =  {C. E. {Cancino Chac\'{o}n} and M. Grachten and K. Agres},
  title =  {{From Bach to the Beatles: The simulation of human tonal expectation using ecologically-trained predictive models}},
  booktitle = {Proceedings of the 18th International Society for Music Information Retrieval Conference},
  year =  2017,
  address =  {Suzhou, China}}



@article{Cancino-Chacón2017,
author="Cancino-Chac{\'o}n, Carlos Eduardo
and Gadermaier, Thassilo
and Widmer, Gerhard
and Grachten, Maarten",
title="An evaluation of linear and non-linear models of expressive dynamics in classical piano and symphonic music",
journal="Machine Learning",
year="2017",
volume="106",
number="6",
pages="887--909",
abstract="Expressive interpretation forms an important but complex aspect of music, particularly in Western classical music. Modeling the relation between musical expression and structural aspects of the score being performed is an ongoing line of research. Prior work has shown that some simple numerical descriptors of the score (capturing dynamics annotations and pitch) are effective for predicting expressive dynamics in classical piano performances. Nevertheless, the features have only been tested in a very simple linear regression model. In this work, we explore the potential of non-linear and temporal modeling of expressive dynamics. Using a set of descriptors that capture different types of structure in the musical score, we compare linear and different non-linear models in a large-scale evaluation on three different corpora, involving both piano and orchestral music. To the best of our knowledge, this is the first study where models of musical expression are evaluated on both types of music. We show that, in addition to being more accurate, non-linear models describe interactions between numerical descriptors that linear models do not.",
issn="1573-0565",
doi="10.1007/s10994-017-5631-y",
url="http://dx.doi.org/10.1007/s10994-017-5631-y"
}



@incollection{grachten17:_tempor,
  author =  {Grachten, M. and {Cancino Chac\'{o}n}, C. E.},
  title =  {Temporal dependencies in the expressive timing of classical piano performances},
  booktitle =  {The Routledge Companion to Embodied Music Interaction},
  editor =       {Lesaffre, M. and Maes, P.-J. and Leman, M.},
  publisher =    {Routledge},
  pages =        {362--371}
  year =  2017
}




@article{grachten17:_towar,
  author =  {Grachten, Maarten and Cancino Chac\'{o}n, Carlos Eduardo and Gadermaier, Thassilo and Widmer, Gerhard},
  title =  {Towards computer-assisted understanding of dynamics in symphonic music},
  journal =  {IEEE Multimedia: Special Issue on Multimedia Technologies for Enriched Music Performance, Production and Consumption},
  year =  2017,
  volume = 24,
  number = 1,
  pages = {36--46}
}




@inproceedings{cancino16:_basis_mixer,
  title = {The Basis Mixer: A Computational Romantic Pianist},
  author = {Cancino Chac\'{o}n, Carlos and Grachten, Maarten},
  booktitle = {Proceedings of the 17th International Society for Music Information Retrieval Conference},
  note = {Late Breaking/Demo extended abstract},
  organization = {ISMIR},
  year = 2016,
}
  



@inproceedings{velarde16:_compos_recog_filter_piano_rolls,
  title = {Composer Recognition based on 2D-Filtered Piano-Rolls},
  author = {Velarde, Gissel and Weyde, Tillman and Cancino Chac\'{o}n, Carlos and Meredith, David and Grachten, Maarten},
  booktitle = {Proceedings of the 17th International Society for Music Information Retrieval Conference},
  organization = {ISMIR},
  pages = {115--121},
  year = 2016,
}




@inproceedings{gadermaier2016_loudness_modeling,
  title={Modeling Loudness Variations in Ensemble Performance },
  author={Gadermaier, Thassilo and Grachten, Maarten and Cancino Chac\'{o}n, Carlos Eduardo},
  booktitle = {Proceedings of the 2nd International Conference on New Music Concepts (ICNMC 2016)},
  year=2016,
  address={Treviso, Italy},
  publisher={ABEditore}
}




@article{purwins08:_comput_i,
author = {H. Purwins and P. Herrera and M. Grachten and A. Hazan and R. Marxer and X. Serra},
title = {Computational models of music perception and cognition I: The perceptual and cognitive processing chain},
journal = {Physics of Life Reviews},
volume = 5,
number = 3,
pages = "151--168",
year = 2008,
issn = "1571-0645",
doi = "http://dx.doi.org/10.1016/j.plrev.2008.03.004",
url = "http://www.sciencedirect.com/science/article/pii/S1571064508000158",
}




@article{purwins08:_comput_ii,
author = {H. Purwins and M. Grachten and P. Herrera and A. Hazan and R. Marxer and X. Serra},
title = {Computational models of music perception and cognition II: Domain-specific music processing},
journal = {Physics of Life Reviews},
volume = 5,
number = 3,
pages = "169--182",
year = 2008,
issn = "1571-0645",
doi = "http://dx.doi.org/10.1016/j.plrev.2008.03.005",
url = "http://www.sciencedirect.com/science/article/pii/S157106450800016X",
}




@TechReport{grachten15:_strat_concep_chang_convol_neural_networ,
  author = {Grachten, M. and Cancino Chac{\'o}n, C. E.},
  title = {Strategies for Conceptual Change in Convolutional Neural Networks},
  institution =  {Austrian Research Institute for Artificial Intelligence},
  number = {OFAI-TR-2015-04},
  year =  2015,
  month =  {October}}




@InProceedings{  chacon15,
  author= {C. E. Cancino Chac\'{o}n and M. Grachten},
  title= {An evaluation of score descriptors combined with
  non-linear models of expressive dynamics in music},
  booktitle= {Proceedings of the 18th International Conference on
  Discovery Science (DS 2015)},
  publisher= {Springer},
  year= 2015,
  editor= {Japkowicz, Nathalie and Matwin, Stan},
  series= {Lecture Notes in Artificial Intelligence},
  address= {Banff, Canada}
}




@InProceedings{  lattner15:_probab_segmen_music_sequen_restr_boltz_machin,
  author= {S. Lattner and M. Grachten and K. Agres and C. E. Cancino
  Chac\'on},
  title= {Probabilistic Segmentation of Musical Sequences using
  Restricted Boltzmann Machines},
  booktitle= {{Proceedings of the Fifth Biennial International
  Conference on Mathematics and Computation in Music
  (MCM2015)}},
  year= 2015,
  address= {London, UK}
}




@inproceedings{Grachten:2014samp,
author = {Grachten, Maarten and Cancino Chac{\'o}n, Carlos Eduardo  and Widmer, Gerhard},
title = {{Analysis and prediction of expressive dynamics using Bayesian linear models}},
booktitle = {Proceedings of the 1st international workshop on computer and robotic
Systems for Automatic Music Performance},
year = {2014},
pages = {545--552},
month = jul
}




@InProceedings{  agres15:_co,
  author= {K. Agres and C. E. Cancino Chac\'on and M. Grachten and S.
  Lattner},
  title= {Harmonics co-occurrences bootstrap pitch and tonality
  perception in music: Evidence from a statistical
  unsupervised learning model},
  booktitle= {{CogSci 2015: The annual meeting of the Cognitive Science
  Society}},
  year= 2015,
  address= {Pasadena, CA, USA}
}




@InProceedings{  arzt15:_artif_intel_concer,
  author= {A. Arzt and H. Frostel and Th. Gadermaier and M. Gasser
  and G. Widmer and M. Grachten},
  title= {Artificial Intelligence in the Concertgebouw},
  booktitle= {Proceedings of the International Joint Conference on
  Artificial Intelligence},
  year= 2015,
  address= {Buenos Aires, Argentina}
}




@InProceedings{lattner15:_pseud,
  author= {S. Lattner and C. E. Cancino Chac\'on and M. Grachten},
  title= {Pseudo-supervised training improves unsupervised melody
  segmentation},
  booktitle= {Proceedings of the International Joint Conference on
  Artificial Intelligence},
  year= 2015,
  address= {Buenos Aires, Argentina}
}




@InProceedings{GrachtenEtAl_2009_TheIsmiClouA,
author = "Grachten, Maarten and Schedl, Markus and Pohle, Tim and Widmer, Gerhard",
title = {The ISMIR Cloud: A Decade of ISMIR Conferences at Your Fingertips},
year = 2009,
address = "Kobe, Japan",
pages = "63--68",
month = "October 26-30",
booktitle = "Proceedings of the 10th International Society for Music Information Retrieval Conference",
}




@TechReport{  cancino14:_bayes_gauss,
  author= {Cancino Chac{\'o}n, C. E. and Grachten, M. and Widmer, G.},
  title= {Bayesian linear basis models with Gaussian priors for
  musical expression},
  institution= {Austrian Research Institute for Artificial Intelligence},
  year= 2014,
  month= {September}
}




@Article{  grachten14:_asses_learn_score_featur_model,
  author= {M. Grachten and F. Krebs},
  title= {An Assessment of Learned Score Features for Modeling
  Expressive Dynamics in Music},
  journal= {{IEEE} Transactions on Multimedia},
  year= 2014,
  volume= 16,
  number= 5,
  pages= {1211--1218},
  url= {http://dx.doi.org/10.1109/TMM.2014.2311013},
  doi= {10.1109/TMM.2014.2311013},
  timestamp= {Fri, 05 Sep 2014 15:08:06 +0200},
  biburl= {http://dblp.uni-trier.de/rec/bib/journals/tmm/GrachtenK14}
  ,
  bibsource= {dblp computer science bibliography, http://dblp.org}
}




@InProceedings{  krebs14:_unsup_learn_refin_rhyth_patter,
  author= {Florian Krebs and Filip Korzeniowski and Maarten Grachten
  and Gerhard Widmer},
  title= {Unsupervised Learning and Refinement of Rhythmic Patterns
  for Beat and Downbeat Tracking},
  booktitle= {Proceedings of the 22nd European Signal Processing
  Conference (EUSIPCO 2014)},
  year= 2014
}




@InProceedings{  grachten13:_autom,
  author= {Grachten, Maarten and Gasser, Martin and Arzt, Andreas and
  Widmer, Gerhard},
  title= {Automatic alignment of music performances with structural
  differences},
  booktitle= {Proceedings of the 14th International Society for Music
  Information Retrieval Conference},
  year= 2013,
  month= {November},
  address= {Curitiba, Brazil}
}




@InProceedings{  cancino14:ismir,
  title= {Developing tonal perception through unsupervised
  learning},
  author= {Cancino Chac\'{o}n, C. E. and Lattner, S. and Grachten,
  M.},
  year= 2014,
  booktitle= {Proceedings of the 15th International Conference on Music
  Information Retrieval},
  address= {Taipei, Taiwan},
  month= {October}
}




@InProceedings{  herwaarden14:ismir,
  title= {Predicting expressive dynamics in piano performances using
  neural networks},
  author= {Van Herwaarden, S. and Grachten, M. and De Haas, W. B.},
  year= 2014,
  booktitle= {Proceedings of the 15th International Conference on Music
  Information Retrieval},
  address= {Taipei, Taiwan},
  month= {October}
}




@InProceedings{  gomez13:_phenic,
  title= {PHENICX: Performances as Highly Enriched aNd Interactive
  Concert Experiences},
  booktitle= {SMAC Stockholm Music Acoustics Conference 2013 and SMC
  Sound and Music Computing Conference 2013},
  year= 2013,
  month= {08/2013},
  address= {Stockholm, Sweden},
  author= {G{\'o}mez, E. and Grachten, M. and Hanjalic, A. and Janer,
  J. and Jord{\`a}, S. and Juli{\`a}, C. F. and Liem, C. and
  Martorell, A. and Schedl, M. and Widmer, G.}
}




@Article{  amelynck12:_towar_e_motion_based_music,
  author= {Amelynck, Denis and Grachten, Maarten and Van Noorden,
  Leon and Leman, Marc},
  title= {Toward E-Motion-Based Music Retrieval: a Study of
  Affective Gesture Recognition},
  journal= {IEEE Transactions on Affective Computing},
  year= {2012},
  volume= {3},
  pages= {250-259},
  number= {2},
  address= {Los Alamitos, CA, USA},
  doi= {http://doi.ieeecomputersociety.org/10.1109/T-AFFC.2011.39}
  ,
  issn= {1949-3045},
  publisher= {IEEE Computer Society}
}




@InCollection{  arcos03a,
  author= {J. Ll. Arcos and M. Grachten and L\'{o}pez de
  M\'{a}ntaras, R.},
  title= {{Extracting performer's behaviors to annotate cases in a
  CBR system for musical tempo transformations}},
  booktitle= {Proceedings of the Fifth International Conference on
  Case-Based Reasoning (ICCBR-03)},
  publisher= {Springer-Verlag},
  year= {2003},
  number= {2689},
  series= {Lecture Notes in Artificial Intelligence},
  pages= {20--34}
}




@Article{  flossmann10,
  author= {S. Flossmann and W. Goebl and M. Grachten and B.
  Niedermayer and G. Widmer},
  title= {{The Magaloff Project: An Interim Report}},
  journal= {Journal of New Music Research},
  year= {2010},
  volume= {39},
  pages= {363--377},
  number= {4}
}




@InProceedings{  flossmann09,
  author= {Flossmann, S and Grachten, M. and Widmer, G.},
  title= {Expressive performance rendering: introducing performance
  context},
  booktitle= {Proceedings of the 6th Sound and Music Computing
  Conference},
  year= {2009}
}




@InProceedings{  gomez03a,
  author= {G\'{o}mez, E. and Grachten, M. and Amatriain, X. and
  Arcos, J. Ll.},
  title= {Melodic characterization of monophonic recordings for
  expressive tempo transformations},
  booktitle= {Proceedings of Stockholm Music Acoustics Conference 2003},
  year= {2003}
}




@PhDThesis{  grachten06:phd,
  author= {Grachten, M.},
  title= {Expressivity-aware Tempo Transformations of Music
  Performances Using Case Based Reasoning},
  school= {Pompeu Fabra University},
  year= {2006},
  address= {Barcelona, Spain},
  note= {{ISBN: 635-07-094-0}}
}




@Unpublished{  grachten01,
  author= {M. Grachten},
  title= {{Summary of the Music Performance Panel, MOSART Workshop
  2001, Barcelona}},
  note= {Unpublished. Online:
  \url{http://www.iua.upf.es/mtg/mosart/panels/music-performance.pdf}}
  ,
  year= {2001}
}




@InProceedings{  grachten04c,
  author= {M. Grachten and J. Ll. Arcos},
  title= {{Using the Implication/Realization model for measuring
  melodic similarity}},
  booktitle= {Proceedings of the 16th European Conference on Artificial
  Intelligence, ECAI 2004},
  year= {2004},
  publisher= {IOS Press}
}




@InProceedings{  grachten03,
  author= {M. Grachten and J. Ll. Arcos and L\'opez de M\'antaras, R},
  title= {Tempo-Express: tempo transformations preserving musical
  expression},
  booktitle= {Working notes of the IJCAI03 Rencon Workshop},
  year= {2003},
  note= {Online:
  \url{http://shouchan.ei.tuat.ac.jp/~rencon/IJCAI-03/IJCAI\_{}Rencon2003\_{}FINALLAST.pdf}}
  
}




@Article{  grachten06,
  author= {M. Grachten and J. Ll. Arcos and L\'{o}pez de
  M\'{a}ntaras, R.},
  title= {A Case Based Approach to Expressivity-aware Tempo
  Transformation},
  journal= {Machine Learning},
  year= {2006},
  volume= {65},
  pages= {411--437},
  number= {2--3},
  publisher= {Springer Netherlands}
}




@InProceedings{  grachten05b,
  author= {M. Grachten and J. Ll. Arcos and L\'{o}pez de
  M\'{a}ntaras, R.},
  title= {{Melody retrieval using the Implication/Realization
  model}},
  booktitle= {Online Proceedings of the 6th International Conference on
  Music Information Retrieval (ISMIR 2005)},
  year= {2005},
  publisher= {Queen Mary University of London},
  note= {\url{http://www.music-ir.org/evaluation/mirex-results/articles/similarity/grachten.pdf}}
  
}




@InProceedings{  grachten04a,
  author= {M. Grachten and J. Ll. Arcos and L\'{o}pez de
  M\'{a}ntaras, R.},
  title= {Evolutionary optimization of music performance
  annotation},
  booktitle= {Computer Music Modeling and Retrieval},
  year= {2004},
  series= {Lecture Notes in Computer Science},
  publisher= {Springer}
}




@InProceedings{  grachten04b,
  author= {M. Grachten and J. Ll. Arcos and L\'{o}pez de
  M\'{a}ntaras, R.},
  title= {{TempoExpress, a CBR approach to musical tempo
  transformations}},
  booktitle= {Advances in Case-Based Reasoning. Proceedings of ECCBR},
  year= {2004},
  publisher= {Springer}
}




@InProceedings{  grachten04d,
  author= {M. Grachten and J. Ll. Arcos and L\'{o}pez de
  M\'{a}ntaras, R.},
  title= {Melodic Similarity: Looking for a Good Abstraction Level},
  booktitle= {Proceedings of the 5th International Conference on Music
  Information Retrieval (ISMIR 2004)},
  year= {2004},
  pages         = {210--215},
  publisher= {Pompeu Fabra University}
}




@Misc{  grachten02,
  author= {M. Grachten and J. Ll. Arcos and L\'{o}pez de
  M\'{a}ntaras, R.},
  title= {A Comparison of Different Approaches to Melodic
  Similarity},
  year= {2002},
  note= {Second International Conference on Music and Artificial
  Intelligence (ICMAI)}
}




@InProceedings{  grachten10:_analy,
  author= {M. Grachten and M. Demey and D. Moelants and M. Leman},
  title= {Analysis and automatic annotation of singer’s postures
  during concert and rehearsal},
  booktitle= {Proceedings of the 6th Sound and Music Computing
  Conference (SMC2010)},
  year= {2010},
  address= {Barcelona, Spain}
}




@InCollection{  grachten05c,
  author= {M. Grachten and F. A. Garc\'ia and J. Ll. Arcos},
  title= {{Navigating through case base competence}},
  booktitle= {Proceedings of the Sixth International Conference on
  Case-Based Reasoning (ICCBR-05)},
  publisher= {Springer-Verlag},
  year= {2005},
  number= {3620},
  series= {Lecture Notes in Computer Science},
  pages= {282--295}
}




@article{grachten09:_phase_repres_visual_gestur_struc_expres_timin,
author = { Maarten   Grachten  and  Werner   Goebl  and  Sebastian   Flossmann  and  Gerhard   Widmer },
title = {Phase-plane Representation and Visualization of Gestural Structure in Expressive Timing},
journal = {Journal of New Music Research},
volume = 38,
number = 2,
pages = {183--195},
year = 2009,
doi = {10.1080/09298210903171160},
}




@InProceedings{  grachten08a,
  author= {M. Grachten and W. Goebl and S. Flossmann and G. Widmer},
  title= {Phase-plane visualizations of gestural structure in
  expressive timing},
  booktitle= {Proceedings of the fourth Conference on Interdisciplinary
  Musicology},
  year= {2008},
  address= {Thessaloniki, Greece}
}




@InProceedings{  grachten08b,
  author= {M. Grachten and W. Goebl and S. Flossmann and G. Widmer},
  title= {Intuitive visualization of gestures in expressive timing:
  A case study on the final ritard},
  booktitle= {Proceedings of the International Conference on Music
  Perception and Cognition},
  year= {2008}
}




@Article{  grachten12:_linear,
  author= {Grachten, M. and Widmer, G.},
  title= {Linear basis models for prediction and analysis of musical
  expression},
  journal= {Journal of New Music Research},
  year= {2012},
  volume= {41},
  pages= {311--322},
  number= {4}
}




@InProceedings{  grachten11:_method,
  author= {M. Grachten and G. Widmer},
  title= {A method to determine the contribution of annotated
  performance directives in music performances},
  booktitle= {Proceedings of the International Symposium of Performance
  Science},
  year= {2011},
  address= {Toronto, Canada}
}




@InProceedings{  grachten11:smc,
  author= {M. Grachten and G. Widmer},
  title= {Explaining expressive dynamics as a mixture of basis
  functions},
  booktitle= {Proceedings of the Eighth Sound and Music Computing
  Conference (SMC)},
  year= {2011},
  address= {Padua, Italy}
}




@InProceedings{  grachten09a,
  author= {Grachten, M. and Widmer, G.},
  title= {The kinematic rubato model as a means of studying final
  ritards across pieces and pianists},
  booktitle= {Proceedings of the 6th Sound and Music Computing
  Conference},
  year= {2009}
}




@InProceedings{  grachten09b,
  author= {Grachten, M. and Widmer, G.},
  title= {Who is who in the end? Recognizing pianists by their final
  ritardandi},
  booktitle= {Proceedings of the Tenth International Society for Music
  Information Retrieval Conference},
  year= {2009},
  pages= {51-56},
  address= {Kobe, Japan}
}




@InProceedings{  grachten07,
  author= {M. Grachten and G. Widmer},
  title= {Towards Phrase Structure Reconstruction from Expressive
  Performance Data},
  booktitle= {Proceedings of the International Conference on Music
  Communication Science (ICOMCS)},
  year= {2007},
  address= {Sydney, Australia}
}




@InProceedings{  hazan06a,
  author= {A. Hazan and M. Grachten and R. Ramirez},
  title= {Evolving Performance Models by Performance Similarity:
  Beyond Note-to-note Transformations},
  booktitle= {Proceedings of the Seventh International Conference on
  Music Information Retrieval (ISMIR)},
  year= {2006}
}




@InProceedings{  krebs12:_combin,
  author= {F. Krebs and M. Grachten},
  title= {Combining score and filter based models to predict tempo
  fluctuations in expressive music performances},
  booktitle= {Proceedings of the Ninth Sound and Music Computing
  Conference (SMC)},
  year= {2012},
  address= {Copenhagen, Denmark}
}




@Article{  moelants12:_influen_audien_perfor,
  author= {Moelants, Dirk and Demey, Michiel and Grachten, Maarten
  and Wu, Chia-Fen and Leman, Marc},
  title= {The Influence of an Audience on Performers: A Comparison
  Between Rehearsal and Concert Using Audio, Video and
  Movement Data},
  journal= {Journal of New Music Research},
  year= {2012},
  volume= {41},
  pages= {67-78},
  number= {1},
  doi= {10.1080/09298215.2011.642392},
  eprint= {http://www.tandfonline.com/doi/pdf/10.1080/09298215.2011.642392}
  ,
  url= {http://www.tandfonline.com/doi/abs/10.1080/09298215.2011.642392}
  
}




@InProceedings{  ritter11:_macht_musiz_gesun,
  author= {Ritter, A. and Grachten, M. and Widmer, G.},
  title= {Macht Musizieren Gesund? Zur Herzrate und Dessen
  Variabilität Während Mozarts Klavierkonzert Nr. 14},
  booktitle= {27. Jahrestagung der Deutschen Gesellschaft f\"ur
  Musikpsychologie},
  year= {2011}
}




@Article{  widmer:etal:aimagazine:2009,
  author= {Widmer, G. and Flossmann, S. and Grachten, M.},
  title= {{YQX plays Chopin}},
  journal= {AI Magazine (Special Issue on Computational Creativity)},
  year= {2009},
  volume= {30},
  pages= {35--48},
  number= {3}
}