Edinburgh Research Explorer

Institute for Adaptive and Neural Computation

Organisational unit: Research Institute

  1. 2020
  2. SpikeInterface, a unified framework for spike sorting

    Buccino, A. P., Hurwitz, C. L., Garcia, S., Magland, J., Siegle, J. H., Hurwitz, R. & Hennig, M. H., 10 Nov 2020, In : eLIFE. 30 p., e61834.

    Research output: Contribution to journalArticle

  3. Prediction of depression symptoms in individual subjects with face and eye movement tracking

    Stolicyn, A., Steele, J. D. & Series, P., 9 Nov 2020, In : Psychological Medicine. 29 p.

    Research output: Contribution to journalArticle

  4. Computational Psychiatry: A Primer

    Series, P. (ed.), 1 Nov 2020, MIT Press. 342 p.

    Research output: Book/ReportBook

  5. Learning analytics in European higher education–trends and barriers

    Tsai, Y-S., Rates, D., Moreno-Marcos, P. M., Muñoz-Merino, P. J., Jivet, I., Scheffel, M., Drachsler, H., Kloos, C. D. & Gašević, D., 31 Oct 2020, In : Computers & Education. 155, 16 p., 103933.

    Research output: Contribution to journalArticle

  6. Quantitative analysis questions the role of MeCP2 as a global regulator of alternative splicing

    Chhatbar, K., Cholewa-Waclaw, J., Shah, R., Bird, A. & Sanguinetti, G., 13 Oct 2020, In : PLoS Genetics. 16, 10, 14 p., e1009087.

    Research output: Contribution to journalArticle

  7. Myoelectric digit action decoding with multi-label, multi-class classification: an offline analysis

    Krasoulis, A. & Nazarpour, K., 9 Oct 2020, In : Scientific Reports. 10, 10 p., 16872.

    Research output: Contribution to journalArticle

  8. W:Ti flexible transversal electrode array for peripheral nerve stimulation: a feasibility study

    Silveira, C., Brunton, E., Escobedo-Cousin, E., Gupta, G., Whittaker, R., O'Neill, A. & Nazarpour, K., 9 Oct 2020, In : IEEE Transactions on Neural Systems and Rehabilitation Engineering. 28, 10, p. 2136 - 2143 9 p.

    Research output: Contribution to journalArticle

  9. SenseBack - An implantable system for bidirectional neural interfacing

    Williams, I., Brunton, E., Rapeaux, A., Liu, Y., Luan, S., Nazarpour, K. & Constandinou, T. G., 1 Oct 2020, In : IEEE Transactions on Biomedical Circuits and Systems. 14, 5, p. 1079 - 1087 10 p.

    Research output: Contribution to journalArticle

  10. Ultrasensitive Magnetoelectric Sensing Systemfor pico-Tesla MagnetoMyoGraphy

    Zuo, S., Schmalz, J., Ozden, M-O., Özden, M-Ö., Gerken, M., Su, J., Niekiel, F., Lofink, F., Nazarpour, K. & Heidari, H., 1 Oct 2020, In : IEEE Transactions on Biomedical Circuits and Systems. 14, 5, p. 971 - 984 14 p.

    Research output: Contribution to journalArticle

  11. Learning Direct Optimization for scene understanding

    Romaszko, L., Williams, C. K. I. & Winn, J., 30 Sep 2020, In : Pattern Recognition. 105, 13 p., 107369.

    Research output: Contribution to journalArticle

  12. A Systematic Nomenclature for the Drosophila Ventral Nerve Cord

    Court, R. C., Namiki, S., Armstrong, J. D., Borner, J., Card, G., Costa, M., Dickinson, M., Duch, C., Korff, W., Mann, R., Merritt, D., Murphey, R., Seeds, A., Shirangi, T., Simpson, J. H., Truman, J., Tuthill, J., Williams, D. & Shepherd, D., 23 Sep 2020, In : Neuron. 107, 6, p. 1071-1079 12 p.

    Research output: Contribution to journalArticle

  13. A more human prosthetic hand

    Nazarpour, K., 23 Sep 2020, In : Science Robotics. 5, 46, 3 p., eabd9341.

    Research output: Contribution to journalComment/debate

  14. Analytics of Learning Strategies: Role of Course Design and Delivery Modality Authors

    Matcha, W., Gasevic, D., Ahmad Uzir, NA., Jovanovic, J., Pardo, A., Lim, L., Maldonado-Mahauad, J., Gentili, S., Pérez-Sanagustín, M. & Tsai, Y-S., 19 Sep 2020, In : Journal of Learning Analytics. 7, 2, p. 45-71 26 p.

    Research output: Contribution to journalArticle

  15. Likelihood-free inference by ratio estimation

    Thomas, O., Dutta, R., Corander, J., Kaski, S. & Gutmann, M. U., 12 Sep 2020, In : Bayesian analysis. 31 p., Advance publication.

    Research output: Contribution to journalArticle

  16. Effect of Parkinson’s disease and two therapeutic interventions on muscle activity during walking: a systematic review

    Islam, A., Alcock, L., Nazarpour, K., Rochester, L. & Pantall, A., 9 Sep 2020, In : npj Parkinson's Disease. 6, 16 p., 22.

    Research output: Contribution to journalArticle

  17. Robust Optimisation Monte Carlo

    Ikonomov, B. & Gutmann, M., 28 Aug 2020, Proceedings of the 23rd International Conference on Artificial Intelligence and Statistics (AISTATS) 2020. PMLR, p. 2819-2829 10 p. (Proceedings of Machine Learning Research; vol. 108).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  18. Robust Variational Autoencoders for Outlier Detection in Mixed-Type Data

    Eduardo, S., Nazábal, A., Williams, C. K. I. & Sutton, C., 28 Aug 2020, Proceedings of the Twenty Third International Conference on Artificial Intelligence and Statistics. PMLR, p. 4056-4066 10 p. (Proceedings of Machine Learning Research; vol. 108).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  19. Automatic Myoelectric Control Site Detection Using Candid Covariance-Free Incremental Principal Component Analysis

    Stuttaford, S. A., Krasoulis, A., Dupan, S. S. G., Nazarpour, K. & Dyson, M., 27 Aug 2020, 2020 42nd Annual International Conference of the IEEE Engineering in Medicine Biology Society (EMBC). Institute of Electrical and Electronics Engineers (IEEE), p. 3497-3500 4 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  20. Clinical characteristics of children and young people admitted to hospital with covid-19 in United Kingdom: prospective multicentre observational cohort study

    Swann, O. V., Holden, K. A., Turtle, L., Pollock, L., Fairfield, C. J., Drake, T. M., Seth, S., Egan, C., Hardwick, H. E., Halpin, S., Girvan, M., Donohue, C., Pritchard, M., Patel, L. B., Ladhani, S., Sigfrid, L., Sinha, I. P., Olliaro, P. L., Nguyen-van-tam, J. S., Horby, P. W. & 8 others, Merson, L., Carson, G., Dunning, J., Openshaw, P. J. M., Baillie, J. K., Harrison, E. M., Docherty, A. B. & Semple, M. G., 27 Aug 2020, In : British Medical Journal (BMJ). p. m3249

    Research output: Contribution to journalArticle

  21. EMG-Based Hand Gesture Classification with Long Short-Term Memory Deep Recurrent Neural Networks

    Jabbari, M., Khushaba, R. N. & Nazarpour, K., 27 Aug 2020, 2020 42nd Annual International Conference of the IEEE Engineering in Medicine Biology Society (EMBC). Institute of Electrical and Electronics Engineers (IEEE), p. 3302-3305 4 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  22. Integrated Pico-Tesla Resolution Magnetoresistive Sensors for Miniaturised Magnetomyography

    Zuo, S., Nazarpour, K., Böhnert, T., Paz, E., Freitas, P., Ferreira, R. & Heidari, H., 27 Aug 2020, 2020 42nd Annual International Conference of the IEEE Engineering in Medicine Biology Society (EMBC). Institute of Electrical and Electronics Engineers (IEEE), p. 3415-3419 5 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  23. Intramuscular EMG For Abstract Myoelectric Control: A Proof Of Concept Study

    Dupan, S. S. G., Krasoulis, A. & Nazarpour, K., 27 Aug 2020, 2020 42nd Annual International Conference of the IEEE Engineering in Medicine Biology Society (EMBC). Institute of Electrical and Electronics Engineers (IEEE), p. 3277-3280 4 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  24. Temporal Modulation of Transcutaneous Electrical Nerve Stimulation Influences Sensory Perception

    Dupan, S. S. G., McNeill, Z., Brunton, E. & Nazarpour, K., 27 Aug 2020, 2020 42nd Annual International Conference of the IEEE Engineering in Medicine Biology Society (EMBC). Institute of Electrical and Electronics Engineers (IEEE), p. 3885-3888 4 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  25. Leadership and Maturity: How Do They Affect Learning Analytics Adoption in Latin America?

    Hilliger, I., Pérez-Sanagustín, M., Pérez-Álvarez, R., Henríquez, V., Guerra, J., Zuñiga-Prieto, M. Á., Ortiz-Rojas, M., Tsai, Y-S., Gasevic, D., Muñoz-Merino, P. J., Broos, T. & De Laet, T., 11 Aug 2020, Adoption of Data Analytics in Higher Education Learning and Teaching. Ifenthaler, D. & Gibson, D. (eds.). Cham: Springer International Publishing AG, p. 305-326 22 p.

    Research output: Chapter in Book/Report/Conference proceedingChapter

  26. A stochastic model of gene expression with polymerase recruitment and pause release

    Cao, E., Filatova, T., Oyarzún, D. A. & Grima, R., 3 Aug 2020, In : Biophysical Journal. 15 p.

    Research output: Contribution to journalArticle

  27. Sequential Bayesian Experimental Design for Implicit Models via Mutual Information

    Kleinegesse, S., Drovandi, C. & Gutmann, M. U., 31 Jul 2020, In : Bayesian analysis. p. 1-30 30 p.

    Research output: Contribution to journalArticle

  28. Towards learning analytics adoption: A mixed methods study of data-related practices and policies in Latin American universities

    Hilliger, I., Ortiz-Rojas, M., Pesántez-Cabrera, P., Scheihing, E., Tsai, Y-S., Muñoz-Merino, P. J., Broos, T., Whitelock-Wainwright, A., Gašević, D. & Pérez-Sanagustín, M., 31 Jul 2020, In : British Journal of Educational Technology. 51, 4, p. 915–937 23 p.

    Research output: Contribution to journalArticle

  29. A home-based myoelectric training system for children

    Dyson, M., Olsen, J. & Nazarpour, K., 23 Jul 2020, MEC20 Symposium Proceedings. p. 103-106 4 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  30. Abstract Myoelectric Control with an Arduino-based System

    Wu, H., Dupan, S. & Nazarpour, K., 23 Jul 2020, MEC20 Symposium Proceedings. p. 167-170 4 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  31. Action myoelectric control for advanced hand prostheses via multi-label classification

    Krasoulis, A. & Nazarpour, K., 23 Jul 2020, MEC20 Symposium Proceedings. p. 79-82 4 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  32. Learning Stereo from Single Images

    Watson, J., Mac Aodha, O., Turmukhambetov, D., Brostow, G. & Firman, M., 2 Jul 2020, (Accepted/In press) Proceedings of the 16th European Conference on Computer Vision (ECCV 2020). 18 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  33. Diverse Ensembles Improve Calibration

    Cooper Stickland, A. & Murray, I., 1 Jul 2020, (Accepted/In press) ICML 2020 Workshop on Uncertainty and Robustness in Deep Learning. 6 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  34. Learning, generalisation, scalability of abstract myoelectric control

    Dyson, M., Dupan, S., Jones, H. & Nazarpour, K., 1 Jul 2020, In : IEEE Transactions on Neural Systems and Rehabilitation Engineering. 28, 7, p. 1539 - 1547 9 p.

    Research output: Contribution to journalArticle

  35. Stir to Pour: Efficient Calibration of Liquid Properties for Pouring Actions

    Lopez Guevara, T., Pucci, R., Taylor, N., Gutmann, M. U., Ramamoorthy, R. & Subr, K., 1 Jul 2020, (Accepted/In press) Proceedings of the 2020 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2020). 7 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  36. Temporal dissociation of phencyclidine: Induced locomotor and social alterations in rats using an automated homecage monitoring system – implications for the 3Rs and preclinical drug discovery

    Mitchell, E. J., Brett, R. R., Armstrong, J. D., Sillito, R. R. & Pratt, J. A., 1 Jul 2020, In : Journal of Psychopharmacology. 34, 7, p. 709-715 7 p.

    Research output: Contribution to journalArticle

  37. Density Deconvolution with Normalizing Flows

    Dockhorn, T., Ritchie, J. A., Yu, Y. & Murray, I., 29 Jun 2020, (Accepted/In press) Second workshop on Invertible Neural Networks, Normalizing Flows, and Explicit Likelihood Models (ICML 2020). 8 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  38. Ordering Dimensions with Nested Dropout Normalizing Flows

    Bekasovs, A. & Murray, I., 29 Jun 2020, (Accepted/In press) Second workshop on Invertible Neural Networks, Normalizing Flows, and Explicit Likelihood Models (ICML 2020). 6 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  39. Optimal Encoding in Stochastic Latent-Variable Models

    Rule, M. E., Sorbaro, M. & Hennig, M. H., 28 Jun 2020, In : Entropy. 22, 7, 17 p., 714.

    Research output: Contribution to journalArticle

  40. Self-restoration of cardiac excitation rhythm by anti-arrhythmic ion channel gating

    Majumder, R., De Coster, T., Kudryashova, N., Verkerk, A. O., Kazbanov, I. V., Ördög, B., Harlaar, N., Wilders, R., de Vries, A. AF., Ypey, D. L., Panfilov, A. V. & Pijnappels, D. A., 25 Jun 2020, In : eLIFE. 9, 23 p., e55921.

    Research output: Contribution to journalArticle

  41. A modern materialist approach to abstraction, concreteness and explanation in cognition

    Shillcock, R., 19 Jun 2020, In : Behavioral and Brain Sciences. 43, e148.

    Research output: Contribution to journalArticle

  42. Miniaturized magnetic sensors for implantable magnetomyography

    Zuo, S., Heidari, H., Farina, D. & Nazarpour, K., 11 Jun 2020, In : Advanced Materials Technologies. 5, 6, 15 p., 202000185.

    Research output: Contribution to journalArticle

  43. A comparison of coordination and its variability in lower extremity segments during treadmill and overground running at different speeds

    Abbasi, A., Yazdanbakhsh, F., Tazji, M. K., Aghaie Ataabadi, P., Svoboda, Z., Nazarpour, K. & Vieira, M. F., 1 Jun 2020, In : Gait & Posture. 79, p. 139-144 6 p.

    Research output: Contribution to journalArticle

  44. Bayesian Experimental Design for Implicit Models by Mutual Information Neural Estimation

    Kleinegesse, S. & Gutmann, M., 1 Jun 2020, (Accepted/In press) Proceedings of the 37th International Conference on Machine Learning (ICML) 2020. PMLR, p. 7289-7299 11 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  45. Blunted Medial Prefrontal Cortico-Limbic Reward-Related Effective Connectivity and Depression

    Rupprechter, S., Romaniuk, L., Series, P., Hirose, Y., Hawkins, E., Sandu-Giuraniuc, A., Waiter, G., Mcneil, C. J., Shen, X., Harris, M., Campbell, A., Porteous, D., McFarlane, J., Lawrie, S., Murray, A., Delgado, M., McIntosh, A., Whalley, H. & Steele, D., 1 Jun 2020, In : Brain. 143, 6, p. 1946-1956

    Research output: Contribution to journalArticle

  46. On Contrastive Learning for Likelihood-free Inference

    Durkan, C., Murray, I. & Papamakarios, G., 31 May 2020, (Accepted/In press) Proceedings of the 37th International Conference on Machine Learning. PMLR, 15 p. (Proceedings of Machine Learning Research; vol. 119).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  47. ptype: probabilistic type inference

    Ceritli, T., Williams, C. K. I. & Geddes, J., 31 May 2020, In : Data Mining and Knowledge Discovery. 34, 3, p. 870-904 35 p.

    Research output: Contribution to journalArticle

  48. Adaptive Approximate Bayesian Computation Tolerance Selection

    Simola, U., Cisewski-Kehe, J., Gutmann, M. U. & Corander, J., 7 May 2020, In : Bayesian analysis. 27 p.

    Research output: Contribution to journalArticle

  49. Analysis of Video Feature Learning in Two-Stream CNNs on the Example of Zebrafish Swim Bout Classification

    Breier, B. & Onken, A., 30 Apr 2020, Proceedings of the International Conference on Learning Representations, 2020. Addis Ababa, Ethiopia, p. 1-18 18 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  50. Assessing the validity of a learning analytics expectation instrument: A multinational study

    Whitelock-Wainwright, A., Gasevic, D., Tsai, Y-S., Drachsler, H., Scheffel, M., Muñoz-Merino, P., Tammets, K. & Delgado Kloos, C., 30 Apr 2020, In : Journal of Computer Assisted Learning. 36, 2, p. 209-240 32 p.

    Research output: Contribution to journalArticle

  51. BlockSwap: Fisher-guided Block Substitution for Network Compression on a Budget

    Turner, J., Crowley, E., O'Boyle, M., Storkey, A. & Gray, G., 30 Apr 2020, Proceedings to the International Conference on Learning Representations 2020. p. 1-15 15 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

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