Dr George FazekasSenior LecturerEmail: g.fazekas@qmul.ac.ukTelephone: +44 20 7882 8024Room Number: Peter Landin, CS 419AWebsite: http://www.eecs.qmul.ac.uk/~gyorgyf/TeachingResearchPublicationsTeachingResearch Methods and Responsible Innovation (Postgraduate)This module will teach generic high-level research and transferable skills applicable to pure and applied research in computer science and engineering. The module fosters the development of practical understanding of established approaches, methods and techniques of research; conceptual understanding that enables critical and rigorous evaluation of research; ability to communicate ideas and conclusions logically and fluently in both written and oral contexts. It will also discuss responsible research and innovation practices, acknowledging that science can raise questions and dilemmas, is often ambiguous in terms of purposes and motivations and unpredictable in terms of impacts. Topics include research writing with an introduction to LaTeX, research ethics and responsible innovation, quantitative, qualitative and reproducible research methods, including experiment design and basic statistical analysis with an introduction to statistical programming and an introduction to scientific programming environments and version control systems.The Semantic Web (Postgraduate/Undergraduate)The idea of putting semantic information on the Web has been around for a long time: we now have the beginnings of a practical application. This has its foundations in what is called Description Logic, which strikes a good balance between tractability and usability. This has led to a Web language called OWL, which is at the centre of modern work on the Semantic Web: there are now useful implementations, and there are workable, if modest, applications of this technology.ResearchResearch Interests:My main research interest is Semantic Audio, an interdisciplinary field in the confluence of Digital Signal Processing, Machine Learning, and various knowledge representation and knowledge sharing technologies such as Semantic Web Ontologies, Linked-data, knowledge-based reasoning and the Semantic Web. I'm interested in extracting, analysing and linking data about music and developing applications that use semantic metadata, bringing the power of semantic technologies to music technology.Publications Vanka S, Safi M, Rolland J-B et al. (2024). The Role of Communication and Reference Songs in the Mixing Process: Insights from Professional Mix Engineers. nameOfConference DOI: 10.17743/jaes.2022.0123 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/91267 Qian K, Fazekas G, Li S et al. (publicationYear). Editorial: Human-centred computer audition: sound, music, and healthcare. nameOfConference DOI: 10.3389/fdgth.2023.1340517 QMRO: qmroHref Tang J, Wiggins G, Fazekas G (2023). Pianist Identification Using Convolutional Neural Networks. 2023 4th International Symposium on the Internet of Sounds DOI: 10.1109/ieeeconf59510.2023.10335427 QMRO: qmroHref Rice M, Steinmetz CJ, Fazekas G et al. (2023). General Purpose Audio Effect Removal. 2023 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA) DOI: 10.1109/waspaa58266.2023.10248157 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/91026 Vahidi C, Singh S, Benetos E et al. (2023). Perceptual musical similarity metric learning with graph neural networks. IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA) DOI: 10.1109/WASPAA58266.2023.10248151 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/90297 Vahidi C, Han H, Wang C et al. (publicationYear). Mesostructures: Beyond Spectrogram Loss in Differentiable Time–Frequency Analysis. nameOfConference DOI: 10.17743/jaes.2022.0103 QMRO: qmroHref Bolt J, Fazekas G (2023). Supervised Contrastive Learning For Musical Onset Detection. Audio Mostly DOI: 10.1145/3616195.3616215 QMRO: qmroHref Wilson E, Fazekas G, Wiggins G (2023). On the Integration of Machine Agents into Live Coding. nameOfConference DOI: 10.1017/s1355771823000420 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/92026 Ceriani M, Viola F, Rudan S et al. (2023). Semantic integration of audio content providers through the Audio Commons Ontology. nameOfConference DOI: 10.1016/j.websem.2023.100787 QMRO: qmroHref Yu C-Y, Yeh S-L, Fazekas G et al. (2023). Conditioning and Sampling in Variational Diffusion Models for Speech Super-Resolution. ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) DOI: 10.1109/icassp49357.2023.10095103 QMRO: qmroHref Rafee SRM, Fazekas G, Wiggins G (2023). HIPI: A Hierarchical Performer Identification Model Based on Symbolic Representation of Music. ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) DOI: 10.1109/icassp49357.2023.10094844 QMRO: qmroHref Diaz R, Hayes B, Saitis C et al. (2023). Rigid-Body Sound Synthesis with Differentiable Modal Resonators. ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) DOI: 10.1109/icassp49357.2023.10095139 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/88329 Hayes B, Saitis C, Fazekas G (2023). Sinusoidal Frequency Estimation by Gradient Descent. ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) DOI: 10.1109/icassp49357.2023.10095188 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/94885 Vanka S, Safi M, Rolland J-B et al. (2023). Adoption of AI Technology in the Music Mixing Workflow: An Investigation. AES Europe Convention 2023 DOI: doi QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/86042 Löbbers S, Thorpe L, Fazekas G (2023). SketchSynth: Cross-Modal Control of Sound Synthesis. nameOfConference DOI: 10.1007/978-3-031-29956-8_11 QMRO: qmroHref Turchet L, Lagrange M, Rottondi C et al. (2023). The Internet of Sounds: Convergent Trends, Insights, and Future Directions. nameOfConference DOI: 10.1109/jiot.2023.3253602 QMRO: qmroHref Zhao Y, Fazekas G, Sandler M (2022). Transfer Learning for Violinist Identification. 2022 30th European Signal Processing Conference (EUSIPCO) DOI: 10.23919/eusipco55093.2022.9909590 QMRO: qmroHref L�bbers S, Fazekas G (2022). Seeing Sounds, Hearing Shapes: a gamified study to evaluate sound-sketches. International Computer Music Conference DOI: doi QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/84344 Proutskova P, Wolff D, Fazekas G et al. (2022). The Jazz Ontology: A semantic model and large-scale RDF repositories for jazz. nameOfConference DOI: 10.1016/j.websem.2022.100735 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/79687 Manco I, Benetos E, Quinton E et al. (2022). Learning music audio representations via weak language supervision. 2022 IEEE International Conference on Acoustics, Speech and Signal Processing DOI: 10.1109/ICASSP43922.2022.9746996 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/77270 Hayes B, Saitis C, Fazekas G (2022). Disembodied Timbres: A Study on Semantically Prompted FM Synthesis. nameOfConference DOI: 10.17743/jaes.2022.0006 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/79961 Vahidi C, Muradeli J, Wang C et al. (publicationYear). Differentiable Time-Frequency Scattering in Kymatio. arXiv DOI: 10.48550/arXiv.2204.08269 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/84235 Turchet L, Bouquet P, Molinari A et al. (2022). The Smart Musical Instruments Ontology. nameOfConference DOI: 10.1016/j.websem.2021.100687 QMRO: qmroHref Zhao Y, Fazekas G, Sandler M (2022). Violinist Identification Using Note-Level Timbre Feature Distributions. 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) DOI: 10.1109/ICASSP43922.2022.9747606 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/84503 Bromham G, Moffat D, Sheng D et al. (2022). Measuring Audibility Threshold Levels for Attack and Release in a Dynamic Range Compressor. nameOfConference DOI: doi QMRO: qmroHref Hayes B, Saitis C, Fazekas G (2022). timbre.fun: A gamified interactive system for crowdsourcing a timbre semantic vocabulary. nameOfConference DOI: doi QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/92046 Hayes B, Saitis C, Fazekas G (2021). Neural Waveshaping Synthesis. Proceedings of the 22nd International Society for Music Information Retrieval DOI: doi QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/73126 Zhao Y, Wang C, Fazekas G et al. (2021). Violinist identification based on vibrato features. 29th European Signal Processing Conference (EUSIPCO) DOI: 10.23919/EUSIPCO54536.2021.9616197 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/72433 Löbbers S, Barthet M, Fazekas G (2021). Sketching sounds: an exploratory study on sound-shape associations. International Computer Music Conference DOI: doi QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/73470 Vahidi C, Fazekas G, Saitis C (2021). A Modulation Front-End for Music Audio Tagging. The International Joint Conference on Neural Networks DOI: 10.1109/IJCNN52387.2021.9533547 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/72389 Manco I, Benetos E, Quinton E et al. (2021). MusCaps: generating captions for music audio. International Joint Conference on Neural Networks (IJCNN) DOI: 10.1109/IJCNN52387.2021.9533461 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/72068 Singh S (2021). Intelligent control method for the dynamic rangecompressor: A user study. nameOfConference DOI: 10.17743/jaes.2021.0028 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/72391 Li S, Jing Y, Fazekas G (2021). A Novel Dataset for the Identification of Computer Generated Melodies in the CSMT Challenge. nameOfConference DOI: 10.1007/978-981-16-1649-5_15 QMRO: qmroHref Lefford MN, Bromham G, Fazekas G et al. (publicationYear). Context-Aware Intelligent Mixing Systems. nameOfConference DOI: 10.17743/jaes.2020.0043 QMRO: qmroHref Gabrielli L, Fazekas G, Nam J (publicationYear). Special Issue on Deep Learning for Applications in Acoustics: Modeling, Synthesis, and Listening. nameOfConference DOI: 10.3390/app11020473 QMRO: qmroHref Rafee SRM, Fazekas G, Wiggins GA (2021). Performer Identification From Symbolic Representation of Music Using Statistical Models. nameOfConference DOI: doi QMRO: qmroHref O'Connor B, Dixon S, Fazekas G (2020). An Exploratory Study on Perceptual Spaces of the Singing Voice. The 2020 Joint Conference on AI Music Creativity DOI: doi QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/68969 Proutskova P, Volk A, Heidarian P et al. (2020). From Music Ontology Towards Ethno-Music-Ontology. International Society for Music Information Retrieval Conference DOI: doi QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/68018 Vahidi C, Fazekas G, Saitis C et al. (2020). Timbre Space Representation of a Subtractive Synthesizer. International Conference on Timbre (Timbre 2020) DOI: doi QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/67583 Thompson A, Fazekas G, Wiggins G (2020). Poster: Programming Practices Among Interactive Audio Software Developers. 2020 IEEE Symposium on Visual Languages and Human-Centric Computing (VL/HCC) DOI: 10.1109/vl/hcc50065.2020.9127261 QMRO: qmroHref Williams D, Fazenda B, Williamson V et al. (2020). On performance and perceived effort in trail runners using sensor control to generate biosynchronous music. nameOfConference DOI: 10.3390/s20164528 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/68013 Turchet L, Pauwels J, Fischione C et al. (2020). Cloud-smart Musical Instrument Interactions. nameOfConference DOI: 10.1145/3377881 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/68011 Zhao Y, Fazekas G, Sandler M (2020). Identifying master violinists using note-level audio features. 17th Sound and Music Computing Conference DOI: doi QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/74639 Turchet L, Fazekas G, Lagrange M et al. (2020). The Internet of Audio Things: State of the Art, Vision, and Challenges. nameOfConference DOI: 10.1109/jiot.2020.2997047 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/68012 Shatri E, Fazekas G (2020). Optical Music Recognition: State of the Art and Major Challenges. International Conference on Technologies for Music Notation and Representation DOI: doi QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/67582 Turchet L, Antoniazzi F, Viola F et al. (2020). The Internet of Musical Things Ontology. nameOfConference DOI: 10.1016/j.websem.2020.100548 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/68017 Williams D, Fazenda B, Williamson V et al. (2020). Biophysiologically synchronous computer generated music improves performance and reduces perceived effort in trail runners. nameOfConference DOI: doi QMRO: qmroHref Proutskova P, Volk A, Heidarian P et al. (2020). FROM MUSIC ONTOLOGY TOWARDS ETHNO-MUSIC-ONTOLOGY. nameOfConference DOI: doi QMRO: qmroHref Thompson A, Fazekas G (2019). A Model-View-Update Framework for Interactive Web Audio Applications. Proceedings of the 14th International Audio Mostly Conference: A Journey in Sound DOI: 10.1145/3356590.3356623 QMRO: qmroHref BROMHAM G, Moffat D, Barthet M et al. (2019). The Impact of Audio Effects Processing on the Perception of Brightness and Warmth. Audio Mostly DOI: 10.1145/3356590.3356618 QMRO: qmroHref Sheng D, Fazekas G (2019). A Feature Learning Siamese Model for Intelligent Control of the Dynamic Range Compressor. 2019 International Joint Conference on Neural Networks (IJCNN) DOI: 10.1109/ijcnn.2019.8851950 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/68121 Liang B, Fazekas G, Sandler M (2019). Transfer Learning for Piano Sustain-Pedal Detection. 2019 International Joint Conference on Neural Networks (IJCNN) DOI: 10.1109/ijcnn.2019.8851724 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/68021 Xambó A, Font F, Fazekas G et al. (publicationYear). Leveraging Online Audio Commons Content for Media Production. nameOfConference DOI: 10.4324/9781315106335-10 QMRO: qmroHref Liang B, Fazekas G, Sandler M (2019). Piano Sustain-pedal Detection Using Convolutional Neural Networks. IEEE International Conference on Acoustics, Speech and Signal Processing DOI: 10.1109/ICASSP.2019.8683505 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/68122 Liang B, Fazekas G, Sandler M (2018). Piano Legato-Pedal Onset Detection Based on a Sympathetic Resonance Measure. 26th European Signal Processing Conference (EUSIPCO) DOI: 10.23919/EUSIPCO.2018.8553341 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/54204 Viola F, Turchet L, Antoniazzi F et al. (2018). C Minor: a Semantic Publish/Subscribe Broker for the Internet of Musical Things. 2018 23rd Conference of Open Innovations Association (FRUCT) DOI: 10.23919/fruct.2018.8588087 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/68124 Turchet L, Viola F, Fazekas G et al. (2018). Towards a Semantic Architecture for the Internet of Musical Things. 2018 23rd Conference of Open Innovations Association (FRUCT) DOI: 10.23919/fruct.2018.8587917 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/68123 Viola F, Stolfi A, Milo A et al. (2018). Playsound.space. Proceedings of the 1st International Workshop on Semantic Applications for Audio and Music DOI: 10.1145/3243907.3243908 QMRO: qmroHref Bechhofer S, Fazekas G, Page K (2018). Preface. nameOfConference DOI: doi QMRO: qmroHref Pauwels J, Xambo Sedo A, Roma G et al. (2018). Exploring Real-time Visualisations to Support Chord Learning with a Large Music Collection. 4th Web Audio Conference (WAC) DOI: doi QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/60833 Ceriani M, Fazekas G (2018). Audio Commons Ontology: A Data Model for an Audio Content Ecosystem. nameOfConference DOI: 10.1007/978-3-030-00668-6_2 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/43143 Xambó A, Pauwels J, Roma G et al. (2018). Jam with Jamendo. Proceedings of the Audio Mostly 2018 on Sound in Immersion and Emotion DOI: 10.1145/3243274.3243291 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/98977 Pauwels J, Fazekas G, Sandler M (2018). Recommending songs to music learners based on chord content. 2018 Joint Workshop on Machine Learning for Music DOI: doi QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/60831 Liang B, Fazekas G, Sandler M (2018). Measurement, Recognition and Visualisation of Piano Pedalling Gestures and Techniques. nameOfConference DOI: 10.17743/jaes.2018.0035 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/68129 Liang B, Fazekas G, Sandler M (2018). Measurement, recognition, and visualization of piano pedaling gestures and techniques. nameOfConference DOI: 10.17743/jaes.2018.0035 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/42024 Choi K, Fazekas G, Sandler M et al. (2018). The Effects of Noisy Labels on Deep Convolutional Neural Networks for Music Tagging. nameOfConference DOI: 10.1109/TETCI.2017.2771298 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/30523 Choi K, Fazekas G, Sandler M et al. (2018). A Comparison of Audio Signal Preprocessing Methods for Deep Neural Networks on Music Tagging. nameOfConference DOI: 10.23919/EUSIPCO.2018.8553106 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/68127 Sheng D, Fazekas G (2018). Feature Design Using Audio Decomposition for Intelligent Control of the Dynamic Range Compressor. nameOfConference DOI: 10.1109/ICASSP.2018.8461513 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/68125 Sheng D, Fazekas G (2018). Feature Selection for Dynamic Range Compressor Parameter Estimation. nameOfConference DOI: doi QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/40945 Marengo L, Fazekas G, Tombros A (2018). I Wonder... Inquiry Techniques As A Method To Gain Insights Into People’s Encounters With Visual Art. nameOfConference DOI: doi QMRO: qmroHref Xambo A, Roma G, Lerch A et al. (2018). Live Repurposing of Sounds: MIR Explorations with Personal and Crowd-sourced Databases. nameOfConference DOI: doi QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/98985 Bromham G, Moffat D, Barthet M et al. (2018). The impact of compressor ballistics on the perceived style of music. nameOfConference DOI: doi QMRO: qmroHref Choi K, Fazekas G, Sandler M et al. (2017). Transfer learning for music classification and regression tasks. ISMIR 2017 DOI: doi QMRO: qmroHref CHOI K, FAZEKAS G, SANDLER M et al. (2017). Transfer learning for music classification and regression tasks. The 18th International Society of Music Information Retrieval (ISMIR) Conference DOI: doi QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/35164 Bechhofer S, Page K, Weigl D et al. (2017). Linked Data Publication of Live Music Archives and Analyses. International Semantic Web Conference (ISWC) DOI: 10.1007/978-3-319-68204-4_3 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/31881 Fazekas G, Barthet M, Stockman T (2017). Welcome to Audio Mostly 2017!. nameOfConference DOI: doi QMRO: qmroHref Marengo L, Fazekas TA (2017). I Wonder... Inquiry Techniques as a Method to Gain Insights into People's Encounters with Visual Art. International Conference on Human-Computer Interaction (HCI’17), 9-14 July, Vancouver, Canada DOI: 10.1007/978-3-319-58753-0_82 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/31882 Page K, Bechhofer S, Fazekas G et al. (2017). Realising a Layered Digital Library: Exploration and Analysis of the Live Music Archive through Linked Data. ACM/IEEE Joint Conference on Digital Libraries (JCDL) DOI: 10.1109/JCDL.2017.7991563 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/31883 Choi K, Fazekas G, Cho K et al. (2017). A Tutorial on Deep Learning for Music Information Retrieval. nameOfConference DOI: doi QMRO: qmroHref Sheng D, Fazekas G (2017). Automatic Control Of The Dynamic Range Compressor Using A Regression Model And A Reference Sound. nameOfConference DOI: doi QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/19352 Wilmering T, Thalmann F, Fazekas G et al. (2017). Bridging Fan Communities and Facilitating Access to Music Archives through Semantic Audio Applications. nameOfConference DOI: doi QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/62283 Pauwels J, O hanlon K, Fazekas G et al. (2017). Confidence Measures and Their Applications in Music Labelling Systems Based on Hidden Markov Models. nameOfConference DOI: doi QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/30483 Liang B, Fazekas G, Sandler M (2017). Detection of Piano Pedaling Techniques on the Sustain Pedal. nameOfConference DOI: doi QMRO: qmroHref Liang B, Fazekas G, Sandler M (2017). Discovering Feature Relevance in Pedalling Analyses of Piano Music. nameOfConference DOI: 10.26494/DMRN.2017.30583 QMRO: qmroHref Sheng D, Fazekas G (2017). Feature design for intelligent control of the dynamic range compressor using audio decomposition. nameOfConference DOI: 10.26494/DMRN.2017.30583 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/30583 Liang B, Fazekas G, McPherson A et al. (2017). Piano Pedaller: A Measurement System for Classification and Visualisation of Piano Pedalling Techniques. nameOfConference DOI: doi QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/24503 Fazekas G, Barthet M, Stockman TE (2017). Proceedings of the 12th International Audio Mostly Conference on Augmented and Participatory Sound and Music Experiences, London, United Kingdom, August 23 - 26, 2017.. nameOfConference DOI: doi QMRO: qmroHref Liang B, Fazekas G, Sandler M (2017). Recognition of Piano Pedalling Techniques Using Gesture Data. nameOfConference DOI: 10.1145/3123514.3123535 QMRO: qmroHref Choi K, Fazekas G, Sandler M et al. (2017). Convolutional Recurrent Neural Networks for Music Classification. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) DOI: 10.1109/ICASSP.2017.7952585 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/30083 LIANG B, fazekas G, mcpherson A et al. (2016). Classification of Piano Pedaling Techniques Using Gesture Data from a Non-Intrusive Measurement System. DMRN+11: Digital Music Research Network One-day Workshop 2016 DOI: doi QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/19349 Allik A M, Fazekas G SM (2016). Musicweb: Music Discovery with Open Linked Semantic Metadata [Nominee, Best Demo Award]. nameOfConference DOI: doi QMRO: qmroHref CHOI K, sandler M, fazekas G (2016). Text-based LSTM networks for Automatic Music Composition. Conference on Computer Simulation of Musical Creativity DOI: doi QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/12552 Buccoli M, Zanoni M, Fazekas G et al. (2016). A Higher-Dimensional Expansion of Affective Norms for English Terms for Music Tagging. nameOfConference DOI: doi QMRO: qmroHref Allik A, Fazekas G, Sandler M (2016). An Ontology for Audio Features. nameOfConference DOI: doi QMRO: qmroHref Font F, Brookes T, Fazekas G et al. (2016). Audio Commons: Bringing Creative Commons Audio Content to the Creative Industries. nameOfConference DOI: doi QMRO: qmroHref Choi K, Fazekas G, Sandler M (2016). Automatic Tagging Using Deep Convolutional Neural Networks. nameOfConference DOI: doi QMRO: qmroHref Thalmann F, Fazekas G, Wiggins GA et al. (2016). Creating, Visualizing, and Analyzing Dynamic Music Objects in the Browser with the Dymo Designer. nameOfConference DOI: 10.1145/2986416.2986445 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/16155 Barthet M, Fazekas G, Thalmann F et al. (2016). Crossroads: Interactive Music Systems Transforming Performance, Production and Listening. nameOfConference DOI: doi QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/12502 Barthet M, Fazekas G, Allik A et al. (2016). From interactive to adaptive mood-based music listening experiences in social or personal context. nameOfConference DOI: 10.17743/jaes.2016.0042 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/22527 Saari P, Fazekas G, Eerola T et al. (2016). Genre-Adaptive Semantic Computing and Audio-Based Modelling for Music Mood Annotation. nameOfConference DOI: 10.1109/TAFFC.2015.2462841 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/31904 Carrillo A, Thalmann F, Fazekas G et al. (2016). Geolocation Adaptive Music Player. nameOfConference DOI: doi QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/11742 Chiliguano P, Fazekas G (2016). Hybrid music recommender using content-based and social information. nameOfConference DOI: 10.1109/ICASSP.2016.7472151 QMRO: qmroHref Mora-McGinity M, Allik A, Fazekas G et al. (2016). MusicWeb: Music discovery with open linked semantic metadata. nameOfConference DOI: 10.1007/978-3-319-49157-8_25 QMRO: qmroHref Mora-Mcginity M, Allik A, Fazekas G et al. (2016). Proc. Metadata and Semantics Research (MTSR), Nov. 22-25, Göttingen, Germany. nameOfConference DOI: 10.1007/978-3-319-49157-8_25 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/31886 Stables R, De Man B, Enderby S et al. (2016). Semantic description of timbral transformations in music production. nameOfConference DOI: 10.1145/2964284.2967238 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/22150 Thalmann F, Carrillo G, Wiggins GA et al. (2016). The Mobile Audio Ontology: Experiencing Dynamic Music Objects on Mobile Devices. nameOfConference DOI: 10.1109/ICSC.2016.61 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/11740 Thalmann F, Perez Carillo A, Fazekas G et al. (2016). The Semantic Music Player: A Smart Mobile Player Based on Ontological Structures and Analytical Feature Metadata. nameOfConference DOI: doi QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/11741 Wilmering T, Fazekas G, Sandler M (2016). The Semantic Web, proc. of the 15th International Semantic Web Conference (ISWC), Oct. 17–21, Kobe, Japan. nameOfConference DOI: 10.1007/978-3-319-46547-0_24 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/31884 Choi K, Fazekas G, Sandler M (2016). Towards Playlist Generation Algorithms Using RNNs Trained on Within-Track Transitions. nameOfConference DOI: 10.1145/1235 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/16082 Allik A, Fazekas G, Barthet M et al. (2016). myMoodplay: An interactive mood-based music discovery app. nameOfConference DOI: doi QMRO: qmroHref CHOI K, Fazekas G, sandler MARK et al. (2015). Auralisation of Deep Convolutional Neural Networks: Listening to Learned Features. International Society for Music Information Retrieval Conference DOI: doi QMRO: qmroHref Wilmering T, Fazekas G, Allik A et al. (2015). Audio effects data on the semantic web. nameOfConference DOI: doi QMRO: qmroHref Wilmering T, Fazekas G, Dixon S et al. (2015). Automating Annotation of Media with Linked Data Workflows. nameOfConference DOI: 10.1145/2740908.2742913 QMRO: qmroHref Mauch M, Cannam C, Bittner R et al. (2015). Computer-aided Melody Note Transcription Using the Tony Software: Accuracy and Efficiency. nameOfConference DOI: doi QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/7247 Fazekas G (2015). Convergence of technologies to connect audio with meaning: from Semantic Web ontologies to semantic audio production. nameOfConference DOI: doi QMRO: qmroHref Barthet M, Fazekas G, Allik A et al. (2015). Moodplay: an interactive mood-based musical experience. nameOfConference DOI: 10.1145/2814895.2814922 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/12173 Thalmann F, Carrillo A, Fazekas G et al. (2015). Navigating Ontological Structures based on Feature Metadata Using the Semantic Music Player. nameOfConference DOI: doi QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/16154 Tian M, Fazekas G, Black DAA et al. (2015). ON THE USE OF THE TEMPOGRAM TO DESCRIBE AUDIO CONTENT AND ITS APPLICATION TO MUSIC STRUCTURAL SEGMENTATION. nameOfConference DOI: doi QMRO: qmroHref Tian M, Fazekas G, Black DAA et al. (2015). On the Use of the Tempogram to Describe Audio Content and its Application to Music Structural Segmentation. nameOfConference DOI: 10.1109/ICASSP.2015.7178003 QMRO: qmroHref Liang B, Fazekas G, Sandler M (2015). The Organ Web App. nameOfConference DOI: doi QMRO: qmroHref Wilmering T, Fazekas G, Dixon S et al. (2015). Towards High Level Feature Extraction from Large Live Music Recording Archives. nameOfConference DOI: doi QMRO: qmroHref Zanoni M, Setragno F, Antonacci F et al. (2015). Training-based Semantic Descriptors modeling for violin quality sound characterization. nameOfConference DOI: doi QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/69767 Choi K, Fazekas G, Sandler M (2015). Understanding Music Playlists. nameOfConference DOI: doi QMRO: qmroHref Fazekas G, BARTHET M, Sandler MB (2014). Novel Methods in Facilitating Audience and Performer Interaction Using the Mood Conductor Framework. nameOfConference DOI: 10.1007/978-3-319-12976-1_8 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/36478 Kolozali S, Fazekas G, Barthet M et al. (2014). A framework for automatic ontology generation based on semantic audio analysis. nameOfConference DOI: doi QMRO: qmroHref Fazekas G, Kudumakis P (2014). A second screen music discovery and recommendation service based on social and cultural factors. nameOfConference DOI: doi QMRO: qmroHref Bechhofer S, Dixon S, Fazekas G et al. (2014). Computational Analysis of the Live Music Archive. nameOfConference DOI: doi QMRO: qmroHref Mora-McGinity M, Fazekas G, Ogilive G (2014). Creating Semantic Links between Research Articles and Music Artists. nameOfConference DOI: doi QMRO: qmroHref Tian M, Fazekas G, Black DAA et al. (2014). Design and Evaluation of Onset Detectors Using Different Fusion Policies. nameOfConference DOI: doi QMRO: qmroHref Mauch M, Cannam C, Fazekas G (2014). Efficient computer-aided pitch track and note estimation for scientific applications. nameOfConference DOI: doi QMRO: qmroHref Lou T, Barthet M, Fazekas G et al. (2014). Evaluation and Improvement of the Mood Conductor Interactive System. nameOfConference DOI: doi QMRO: qmroHref Font F, Oramas S, Fazekas G et al. (2014). Extending Tagging Ontologies with Domain Specific Knowledge. nameOfConference DOI: doi QMRO: qmroHref Fazekas G, Barthet M, Sandler M (2014). Novel Methods in Facilitating Audience and Performer Interaction using the Mood Conductor Framework. nameOfConference DOI: 10.1007/978-3-319-12976-1_8 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/31906 Stables R, Enderby S, De Man B et al. (2014). SAFE: A System for Extraction and Retrieval of Semantic Audio Descriptors. nameOfConference DOI: doi QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/12589 Baume C, Fazekas G, Barthet M et al. (2014). Selection of audio features for music emotion recognition using production music. nameOfConference DOI: doi QMRO: qmroHref Mora-McGinity M, Ogilvie G, Fazekas G (2014). Semantically Linking Humanities Research Articles and Music Artists. nameOfConference DOI: doi QMRO: qmroHref De Man B, Mora-Mcginity M, Fazekas G et al. (2014). The Open Multitrack Testbed. nameOfConference DOI: doi QMRO: qmroHref Stables R, Enderby S, De Man B et al. (2014). The SAFE project: Musical semantics in the DAW. nameOfConference DOI: doi QMRO: qmroHref Allik A, Fazekas G, Dixon S et al. (2013). A Shared Vocabulary for Audio Features. nameOfConference DOI: 10.1007/978-3-642-41242-4_44 QMRO: qmroHref Kosta K, Song Y, Fazekas G et al. (2013). A Study of Cultural Dependence of Perceived Mood in Greek Music. nameOfConference DOI: doi QMRO: qmroHref Wilmering T, Fazekas G, Sandler M (2013). Audio Effect Classification Based on Auditory Perceptual Attributes. nameOfConference DOI: doi QMRO: qmroHref Kolozali S, Barthet M, Fazekas G et al. (2013). Automatic Ontology Generation for Musical Instruments Based on Audio Analysis. nameOfConference DOI: 10.1109/TASL.2013.2263801 QMRO: qmroHref Tian M, Black DAA, Fazekas G et al. (2013). Content-based Emotion Categorisation Analysis of Chinese Cultural Revolution Songs. nameOfConference DOI: doi QMRO: qmroHref Fazekas G, Sandler MB (2013). DESCRIBING AUDIO PRODUCTION WORKFLOWS ON THE SEMANTIC WEB. nameOfConference DOI: 10.1109/WIAMIS.2013.6616135 QMRO: qmroHref Barthet M, Marston D, Baume C et al. (2013). Design and Evaluation of Semantic Mood Models for Music Recommendation Using Editorial Tags. nameOfConference DOI: doi QMRO: qmroHref Barthet M, Marston D, Baume C et al. (2013). Design and evaluation of semantic mood models for music recommendation. nameOfConference DOI: doi QMRO: qmroHref Lou T, Barthet M, Fazekas G et al. (2013). Evaluation of the Mood Conductor Interactive System Based on Audience and Performers’ Perspectives. nameOfConference DOI: doi QMRO: qmroHref Allik A, Fazekas G, Dixon S et al. (2013). Facilitating Music Information Research with Shared Open Vocabularies. nameOfConference DOI: 10.1007/978-3-642-41242-4_20 QMRO: qmroHref Fazekas G, Barthet M, Sandler MB (2013). Mood Conductor: Emotion-Driven Interactive Music Performance. nameOfConference DOI: 10.1109/ACII.2013.165 QMRO: qmroHref Barthet M, Fazekas G, Sandler M (2013). Music Emotion Recognition: From Content- to Context-Based Models. nameOfConference DOI: 10.1007/978-3-642-41248-6_13 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/31911 Wilmering T, Fazekas G, Sandler M (2013). Semantic Metadata for Music Production Projects. nameOfConference DOI: doi QMRO: qmroHref Saari P, Barthet M, Fazekas G et al. (2013). Semantic models of musical mood: Comparison between crowd-sourced and curated editorial tags. nameOfConference DOI: 10.1109/ICMEW.2013.6618436 QMRO: qmroHref Wilmering T, Fazekas G, Sandler M (2013). The Audio Effects Ontology. nameOfConference DOI: doi QMRO: qmroHref Fazekas G, Barthet M, Sandler M (2013). The BBC Desktop Jukebox music recommendation system: A large-scale trial with professional users. nameOfConference DOI: 10.1109/ICMEW.2013.6618235 QMRO: qmroHref Fazekas G, Barthet M, Sandler M (2013). The Mood Conductor System: Audience and Performer Interaction using Mobile Technology and Emotion Cues. nameOfConference DOI: doi QMRO: qmroHref Saari P, Eerola T, Fazekas G et al. (2013). The Role of Audio and Tags in Music Mood Prediction: a Study Using Semantic Layer Projection. nameOfConference DOI: doi QMRO: qmroHref Tian M, Fazekas G, Black DAA et al. (2013). Towards the Representation of Chinese Traditional Music: A State of the Art Review of Music Metadata Standards. nameOfConference DOI: doi QMRO: qmroHref Saari P, Eerola T, Fazekas G et al. (2013). Using Semantic Layer Projection for Enhancing Music Mood Prediction With Audio Features. nameOfConference DOI: doi QMRO: qmroHref Song Y, Dixon S, Pearce M et al. (2013). Using Tags to Select Stimuli in the Study of Music and Emotion. nameOfConference DOI: doi QMRO: qmroHref Wilmering T, Fazekas G, Sandler M (2012). High level semantic metadata for the control of multitrack adaptive audio effects. nameOfConference DOI: doi QMRO: qmroHref Fazekas G, Sandler M (2012). Knowledge Representation Issues in Audio-Related Metadata Model Design. nameOfConference DOI: doi QMRO: qmroHref Terrell MJ, Fazekas G, Simpson AJR et al. (2012). Listening level changes music similarity. nameOfConference DOI: doi QMRO: qmroHref Barthet M, Fazekas G, Sandler M (2012). Multidisciplinary Perspectives on Music Emotion Recognition: Implications for Content and Context-Based Models. nameOfConference DOI: doi QMRO: qmroHref Fazekas G, Wilmering T (2012). Semantic Web and Semantic Audio Technologies. nameOfConference DOI: doi QMRO: qmroHref Fazekas G, Ewert S, Allik A et al. (2012). Shared Open Vocabularies and Semantic Media. nameOfConference DOI: doi QMRO: qmroHref Barthet M, Fazekas G, Dixon S et al. (2012). Social Media Retrieval for Music Education. nameOfConference DOI: doi QMRO: qmroHref Rumsey F, Schulein B, Herre J et al. (2012). Technology Trends in Auto Engineering A report by the AES Technical Council. nameOfConference DOI: doi QMRO: qmroHref Fazekas G, Sandler MB (2011). The studio ontology framework. nameOfConference DOI: doi QMRO: qmroHref Fazekas G, Wilmering T, Sandler MB (2011). A knowledge representation framework for context-dependent audio processing. nameOfConference DOI: doi QMRO: qmroHref Kolozali S, Fazekas G, Barthet M et al. (2011). Knowledge representation issues in musical instrument ontology design. nameOfConference DOI: doi QMRO: qmroHref Barthet M, Anglade A, Fazekas G et al. (2011). Music recommendation for music learning: Hotttabs a multimedia guitar tutor. nameOfConference DOI: doi QMRO: qmroHref Tidhar D, Fazekas G, Mauch M et al. (2011). Tempest - harpsichord temperament estimation in a Semantic Web environment. nameOfConference DOI: 10.1080/09298215.2010.520720 QMRO: qmroHref Fazekas G, Sandler M (2011). The Studio Ontology Framework. nameOfConference DOI: doi QMRO: qmroHref Wilmering T, Fazekas G, Sandler MB (2011). Towards ontological representations of digital audio effects. nameOfConference DOI: doi QMRO: qmroHref Kolozali S, Barthet M, Fazekas G et al. (2011). Towards the automatic generation of a Semantic Web ontology for musical instruments. nameOfConference DOI: 10.1007/978-3-642-23017-2_13 QMRO: qmroHref Fazekas G, Raimond Y, Jacobson K et al. (2010). An Overview of Semantic Web Activities in the OMRAS2 Project. nameOfConference DOI: 10.1080/09298215.2010.536555 QMRO: qmroHref Fazekas G, Tidhar D (2010). TempEst - Temperament estimation Web service. nameOfConference DOI: doi QMRO: qmroHref Tidhar D, Fazekas G, Mauch M et al. (2010). Temperament Estimation as an MIR task. nameOfConference DOI: doi QMRO: qmroHref Wilmering T, Fazekas G, Sandler M (2010). The effects of reverberation on onset detection tasks. nameOfConference DOI: doi QMRO: qmroHref Raimond Y, Gängler T, Giasson F et al. (2010). The music ontology specification. nameOfConference DOI: doi QMRO: qmroHref Kolozali S, Barthet M, Fazekas G et al. (2010). The musical instrument ontology. nameOfConference DOI: doi QMRO: qmroHref Kolozali S, Barthet M, Fazekas G et al. (2010). Towards the automatic generation of a Semantic Web ontology for musical instruments. nameOfConference DOI: doi QMRO: qmroHref Cannam C, Fazekas G, Noland K (2009). A Demonstration of Sonic Visualiser. nameOfConference DOI: doi QMRO: qmroHref Fazekas G, Cannam C, Sandler M (2009). A Simple Guide to Automated Music Analysis on the Semantic Web (white paper). nameOfConference DOI: doi QMRO: qmroHref Fazekas G, Sandler M (2009). Novel methods in information management for advanced audio workflows. nameOfConference DOI: doi QMRO: qmroHref Fazekas G, Sandler M (2009). Ontology based information management in music production. nameOfConference DOI: doi QMRO: qmroHref Tidhar D, Fazekas G, Kolozali S et al. (2009). Publishing Music Similarity Features on the Semantic Web. nameOfConference DOI: doi QMRO: qmroHref Fazekas G, Cannam C, Sandler M (2009). Reusable metadata and software components for automatic audio analysis. nameOfConference DOI: doi QMRO: qmroHref Fazekas G, Sandler M (2009). Uncovering the details of music production using ontologies. nameOfConference DOI: doi QMRO: qmroHref Fazekas G, Raimond Y, Sandler M (2008). A framework for producing rich musical metadata in creative music production. nameOfConference DOI: doi QMRO: qmroHref Fazekas G, Sandler M (2008). Ontology based information management in music production. nameOfConference DOI: doi QMRO: qmroHref Fazekas G, Sandler M (2007). Intelligent editing of studio recordings with the help of automatic music structure extraction. nameOfConference DOI: doi QMRO: qmroHref Fazekas G, Sandler M (2007). Structural decomposition of recorded vocal performances and its application to intelligent audio editing. nameOfConference DOI: doi QMRO: qmroHref