Dr Raul Santos-Rodriguez

MSc (Carlos III), PhD (Carlos III)

  • BS8 1UB

20112020

Research output per year

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Research Output

2020

Enforcing Perceptual Consistency on Generative Adversarial Networks by Using the Normalised Laplacian Pyramid Distance

Hepburn, A., Laparra, V., McConville, R. & Santos-Rodriguez, R., 6 Feb 2020, Proceedings of the Northern Lights Deep Learning Workshop 2020 . Septentrio Academic Publishing, Vol. 1. 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference Contribution (Conference Proceeding)

Open Access
File
25 Downloads (Pure)

FACE: Feasible and Actionable Counterfactual Explanations

Poyiadzi, R., Sokol, K., Santos-Rodriguez, R., Tijl De, B. & Flach, P. A., 1 Feb 2020, AIES '20: Proceedings of the AAAI/ACM Conference on AI, Ethics, and Society. Association for Computing Machinery (ACM), p. 344-350 7 p.

Research output: Chapter in Book/Report/Conference proceedingConference Contribution (Conference Proceeding)

Open Access
File
41 Downloads (Pure)

H4LO: Automation Platform for Efficient RF Fingerprinting using SLAM-derived Map and Poses

Kozlowski, M., Twomey, N. J., Byrne, D. B., Pope, J., Santos-Rodriguez, R. & Piechocki, R. J., 27 Jan 2020, In : IET Radar, Sonar and Navigation. 14, 5, p. 694-699 6 p.

Research output: Contribution to journalArticle (Academic Journal)

Open Access
File
43 Downloads (Pure)

Recycling Weak Labels for Multiclass Classification

Perello Nieto, M., Santos-Rodriguez, R., García-García, D. & Cid-Sueiro, J., 10 Mar 2020, In : Neurocomputing. 20 p.

Research output: Contribution to journalArticle (Academic Journal)

Open Access
2019

Active Learning with Label Proportions

Poyiadzi, R., Santos-Rodriguez, R. & Twomey, N., 1 May 2019, 2019 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2019 - Proceedings. Institute of Electrical and Electronics Engineers (IEEE), p. 3097-3101 5 p. 8682748. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2019-May).

Research output: Chapter in Book/Report/Conference proceedingConference Contribution (Conference Proceeding)

Open Access
File
157 Downloads (Pure)

A dataset for room level indoor localization using a smart home in a box

McConville, R., Byrne, D., Craddock, I., Piechocki, R., Pope, J. & Santos-Rodriguez, R., Feb 2019, In : Data in Brief. 22, p. 1044-1051 8 p.

Research output: Contribution to journalArticle (Academic Journal)

Open Access
File
1 Citation (Scopus)
112 Downloads (Pure)

bLIMEy: Surrogate Prediction Explanations Beyond LIME

Sokol, K., Hepburn, A., Santos-Rodriguez, R. & Flach, P., 29 Oct 2019, (Unpublished) In : arXiv. 10 p.

Research output: Contribution to journalArticle (Academic Journal)

File
17 Downloads (Pure)

Curation of an intensive care research data set from routinely collected data in an NHS trust

McWilliams, C., Inoue, J., Wadey, P., Palmer, G., Santos-Rodriguez, R. & Bourdeaux, C., 19 Aug 2019, In : F1000Research. 8, 11 p.

Research output: Contribution to journalArticle (Academic Journal)

Open Access
File
105 Downloads (Pure)

Location Anomalies Detection for Connected and Autonomous Vehicles

Wang, X., Mavromatis, I., Tassi, A., Santos-Rodriguez, R. & Piechocki, R., 31 Oct 2019, 2019 IEEE 2nd Connected and Automated Vehicles Symposium (CAVS). Institute of Electrical and Electronics Engineers (IEEE), 5 p.

Research output: Chapter in Book/Report/Conference proceedingConference Contribution (Conference Proceeding)

Open Access
File
76 Downloads (Pure)

N2D: (Not Too) Deep Clustering via Clustering the Local Manifold of an Autoencoded Embedding

McConville, R., Santos-Rodriguez, R., Piechocki, R. J. & Craddock, I., 16 Aug 2019, (Accepted/In press) In : arXiv.

Research output: Contribution to journalArticle (Academic Journal)

Open Access
File
25 Downloads (Pure)

Ordinal Label Proportions

Poyiadzi, R., Santos-Rodriguez, R. & De Bie, T., 18 Jan 2019, Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2018, Dublin, Ireland, September 10–14, 2018, Proceedings, Part I. Bonchi, F., Gärtner, T., Hurley, N., Ifrim, G. & Berlingerio, M. (eds.). Springer, Cham, p. 306-321 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11051 LNAI).

Research output: Chapter in Book/Report/Conference proceedingConference Contribution (Conference Proceeding)

Open Access
File
54 Downloads (Pure)

PerceptNet: A Human Visual System Inspired Neural Network for Estimating Perceptual Distance

Hepburn, A., Laparra, V., Malo, J., McConville, R. & Santos-Rodriguez, R., 28 Oct 2019, (Unpublished) In : arXiv. 5 p.

Research output: Contribution to journalArticle (Academic Journal)

File
9 Downloads (Pure)

Scalable and efficient learning from crowds with Gaussian processes

Morales-Álvarez, P., Ruiz, P., Santos-Rodríguez, R., Molina, R. & Katsaggelos, A. K., 1 Dec 2019, In : Information Fusion. 52, p. 110-127 18 p.

Research output: Contribution to journalArticle (Academic Journal)

1 Downloads (Pure)

Sensor Modalities and Fusion for Robust Indoor Localisation

Kozlowski, M., Santos-Rodriguez, R. & Piechocki, R. J., 12 Dec 2019, In : EAI Endorsed Transactions on Ambient Systems. 19, 18, 23 p., e5.

Research output: Contribution to journalReview article (Academic Journal)

Open Access
File
138 Downloads (Pure)
Open Access
File
1 Citation (Scopus)
267 Downloads (Pure)
2018

Data Fusion for Robust Indoor Localisation in Digital Health

Kozlowski, M., Byrne, D. B., Santos-Rodriguez, R. & Piechocki, R. J., Jun 2018, 2018 IEEE Wireless Communications and Networking Conference Workshops (WCNCW 2018): Proceedings of a meeting held 15-18 April 2018, Barcelona, Spain. Institute of Electrical and Electronics Engineers (IEEE), p. 302-307 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference Contribution (Conference Proceeding)

Open Access
File
223 Downloads (Pure)

Efficient approximate representations of computationally expensive features

Santos-Rodriguez, R. & Twomey, N., 25 Apr 2018, ESANN 2018 proceedings: European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning. Bruges, ES2018-122

Research output: Chapter in Book/Report/Conference proceedingConference Contribution (Conference Proceeding)

Open Access
File
13 Downloads (Pure)

Energy Efficiency in Reinforcement Learning for Wireless Sensor Networks

Kozlowski, M., McConville, R., Santos-Rodriguez, R. & Piechocki, R. J., 15 Jun 2018, (Accepted/In press) Proceedings of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD 2018). CEUR Workshop Proceedings

Research output: Chapter in Book/Report/Conference proceedingConference Contribution (Conference Proceeding)

Label Propagation for Learning with Label Proportions

Poyiadzi, R., Santos-Rodriguez, R. & Twomey, N., Nov 2018, 2018 IEEE 28th International Workshop on Machine Learning for Signal Processing (MLSP 2018): Proceedings of a meeting held 17-20 September 2018, Aalborg, Denmark. Institute of Electrical and Electronics Engineers (IEEE), p. 264-270 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference Contribution (Conference Proceeding)

Open Access
File
245 Downloads (Pure)

On-Board Feature Extraction from Acceleration Data for Activity Recognition

Elsts, A., McConville, R., Fafoutis, X., Twomey, N., Piechocki, R., Santos-Rodriguez, R. & Craddock, I., 16 Feb 2018, EWSN ’18: Proceedings of the 2018 International Conference on Embedded Wireless Systems and Networks. Association for Computing Machinery (ACM), p. 163-186 4 p.

Research output: Chapter in Book/Report/Conference proceedingConference Contribution (Conference Proceeding)

Open Access
File
34 Downloads (Pure)

Online Heart Rate Prediction using Acceleration from a Wrist Worn Wearable

McConville, R., Archer, G., Craddock, I., ter Horst, H., Piechocki, R., Pope, J. & Santos-Rodriguez, R., 20 Aug 2018.

Research output: Contribution to conferenceConference Paper

Person Identification and Discovery With Wrist Worn Accelerometer Data

McConville, R., Santos-Rodriguez, R. & Twomey, N., 22 Mar 2018, Proceedings of the European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, 2018. p. 615-620 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference Contribution (Conference Proceeding)

Open Access
File
42 Downloads (Pure)

Proper Losses for Learning with Example-Dependent Costs

Hepburn, A., McConville, R., Santos-Rodriguez, R., Cid-Sueiro, J. & García-García, D., 5 Nov 2018, Second International Workshop on Learning with Imbalanced Domains: Theory and Applications, 10 September 2018, ECML-PKDD, Dublin, Ireland. PMLR, p. 52-66 15 p. hepburn18a. (Proceedings of Machine Learning Research; vol. 94).

Research output: Chapter in Book/Report/Conference proceedingConference Contribution (Conference Proceeding)

Open Access
File
23 Downloads (Pure)

Residential wearable RSSI and accelerometer measurements with detailed location annotations

Byrne, D., Kozlowski, M., Santos-Rodriguez, R., Piechocki, R. & Craddock, I., 21 Aug 2018, In : Scientific Data. 5, 14 p., 180168.

Research output: Contribution to journalArticle (Academic Journal)

Open Access
File
3 Citations (Scopus)
261 Downloads (Pure)

SICA: subjectively interesting component analysis

Kang, B., Lijffijt, J., Santos-Rodríguez, R. & de Bie, T., 8 Mar 2018, In : Data Mining and Knowledge Discovery. 39 p.

Research output: Contribution to journalArticle (Academic Journal)

Open Access
File
3 Citations (Scopus)
254 Downloads (Pure)

Signal-to-noise ratio in reproducing kernel Hilbert spaces

Gómez-Chova, L., Santos-Rodríguez, R. & Camps-Valls, G., 1 Sep 2018, In : Pattern Recognition Letters. 112, p. 75-82 8 p.

Research output: Contribution to journalArticle (Academic Journal)

Open Access
File
1 Citation (Scopus)
127 Downloads (Pure)

SPHERE in a Box: Practical and Scalable EurValve Activity Monitoring Smart Home Kit

Pope, J., McConville, R., Kozlowski, M., Fafoutis, X., Santos-Rodriguez, R., Piechocki, R. & Craddock, I., Jan 2018, 2017 IEEE 42nd Conference on Local Computer Networks Workshops (LCN Workshops 2017): Proceedings of a meeting held 9 October 2017, Singapore. Institute of Electrical and Electronics Engineers (IEEE), p. 128-135 8 p. 8110214

Research output: Chapter in Book/Report/Conference proceedingConference Contribution (Conference Proceeding)

Open Access
File
258 Downloads (Pure)

Understanding the Quality of Calibrations for Indoor Localisation

McConville, R., Byrne, D., Craddock, I., Piechocki, R., Pope, J. & Santos-Rodriguez, R., Jun 2018, 2018 IEEE 4th World Forum on Internet of Things (WF-IoT 2018): Proceedings of a meeting held 5-8 February 2018, Singapore. Institute of Electrical and Electronics Engineers (IEEE), p. 676-681 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference Contribution (Conference Proceeding)

Open Access
File
223 Downloads (Pure)
2017

Adapting Supervised Classification Algorithms to Arbitrary Weak Label Scenarios

Perelló-Nieto, M., Santos-Rodríguez, R. & Cid-Sueiro, J., 4 Oct 2017, Advances in Intelligent Data Analysis XVI: 16th International Symposium, IDA 2017, London, UK, October 26–28, 2017, Proceedings. Springer Verlag, p. 247-259 13 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10584 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference Contribution (Conference Proceeding)

Open Access
File
1 Citation (Scopus)
264 Downloads (Pure)

Album cover generation from genre tags

Hepburn, A., McConville, R. & Santos-Rodriguez, R., 6 Oct 2017. 7 p.

Research output: Contribution to conferenceConference Paper

Open Access
File
230 Downloads (Pure)

Hierarchical Novelty Detection

Simeone, P., Santos-Rodríguez, R., McVicar, M., Lijffijt, J. & De Bie, T., 4 Oct 2017, Advances in Intelligent Data Analysis XVI: 16th International Symposium, IDA 2017, London, UK, October 26–28, 2017, Proceedings. Springer Verlag, p. 310-321 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10584 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference Contribution (Conference Proceeding)

Open Access
File
1 Citation (Scopus)
175 Downloads (Pure)
2016

Detecting trends in twitter time series

De Bie, T., Lijffijt, J., Mesnage, C. & Santos-Rodriguez, R., Dec 2016, 2016 IEEE 26th International Workshop on Machine Learning for Signal Processing (MLSP 2016): Proceedings of a meeting held 13-16 September 2016, Vietri sul Mare (Salerno), Italy. Institute of Electrical and Electronics Engineers (IEEE), p. 244-249 6 p. (Proceedings of the International Workshop on Machine Learning for Signal Processing (MLSP)).

Research output: Chapter in Book/Report/Conference proceedingConference Contribution (Conference Proceeding)

Open Access
File
231 Downloads (Pure)

Informative data projections: a framework and two examples

Santos-Rodriguez, R., De Bie, T., Lijffijt, J. & Kang, B., 25 Jul 2016, European Symposium On Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN). Bruges (Belgium): European Symposium on Artificial Neural Networks, p. 635-640 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference Contribution (Conference Proceeding)

Open Access
File
47 Downloads (Pure)

Learning to separate vocals from polyphonic mixtures via ensemble methods and structured output prediction

Santos-Rodriguez, R., De Bie, T. & Mcvicar, M., 19 May 2016, 2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). Institute of Electrical and Electronics Engineers (IEEE), 5 p. (ICASSP).

Research output: Chapter in Book/Report/Conference proceedingConference Contribution (Conference Proceeding)

Open Access
File
229 Downloads (Pure)

Subjectively Interesting Component Analysis: Data Projections that Contrast with Prior Expectations

Kang, B., Lijffijt, J., Santos-Rodriguez, R. & De Bie, T., 13 Aug 2016, Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining - KDD '16. New York, NY, USA: Association for Computing Machinery (ACM), p. 1615-1624 10 p.

Research output: Chapter in Book/Report/Conference proceedingConference Contribution (Conference Proceeding)

Open Access
File
244 Downloads (Pure)
2015

Spatial/spectral information trade-off in hyperspectral images

Santos-Rodriguez, R. & Laparra, V., 2015, Geoscience and Remote Sensing Symposium (IGARSS), 2015 IEEE International. Institute of Electrical and Electronics Engineers (IEEE)

Research output: Chapter in Book/Report/Conference proceedingConference Contribution (Conference Proceeding)

6 Citations (Scopus)

Trend Extraction on Twitter Time Series for Music Discovery

Mesnage, C., Santos-Rodriguez, R., Mcvicar, M. & De Bie, T., 2015.

Research output: Contribution to conferenceConference Abstract

2014

Automatic chord estimation from audio: A review of the state of the art

McVicar, M., Santos-Rodríguez, R., Ni, Y. & De Bie, T., 1 Jan 2014, In : IEEE Transactions on Audio, Speech, and Language Processing. 22, 2, p. 556-575 20 p.

Research output: Contribution to journalArticle (Academic Journal)

41 Citations (Scopus)

Consistency of losses for learning from weak labels

Cid-Sueiro, J., García-García, D. & Santos-Rodríguez, R., 1 Jan 2014, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). PART 1 ed. Springer Verlag, Vol. 8724 LNAI. p. 197-210 14 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 8724 LNAI, no. PART 1).

Research output: Chapter in Book/Report/Conference proceedingConference Contribution (Conference Proceeding)

4 Citations (Scopus)
2013

Understanding effects of subjectivity in measuring chord estimation accuracy

Ni, Y., McVicar, M., Santos-Rodriguez, R. & De Bie, T., 15 Nov 2013, In : IEEE Transactions on Audio, Speech, and Language Processing. 21, 12, p. 2607-2615 9 p., 6587770.

Research output: Contribution to journalArticle (Academic Journal)

14 Citations (Scopus)
2012

An end-to-end machine learning system for harmonic analysis of music

Ni, Y., McVicar, M., Santos Rodriguez, R. & De Bie, T. E. P., Feb 2012, In : IEEE Transactions on Audio, Speech, and Language Processing. 20, 6, p. 1771-1783

Research output: Contribution to journalArticle (Academic Journal)

42 Citations (Scopus)

Cost-sensitive sequences of Bregman divergences

Santos-Rodriguez, R. & Cid-Sueiro, J., 1 Dec 2012, In : IEEE Transactions on Neural Networks and Learning Systems. 23, 12, p. 1896-1904 9 p., 6331548.

Research output: Contribution to journalArticle (Academic Journal)

2011

Leveraging Noisy Online Databases for Use in Chord Recognition

Mcvicar, MJ., Ni, Y., Santos Rodriguez, R. & Tijl De, B., Oct 2011, ISMIR.

Research output: Chapter in Book/Report/Conference proceedingConference Contribution (Conference Proceeding)

5 Citations (Scopus)

Risk-based generalizations of f-divergences

García-García, D., Von Luxburg, U. & Santos-Rodríguez, R., 7 Oct 2011, Proceedings of the 28th International Conference on Machine Learning, ICML 2011. p. 417-424 8 p.

Research output: Chapter in Book/Report/Conference proceedingConference Contribution (Conference Proceeding)

7 Citations (Scopus)

Sphere packing for clustering sets of vectors in feature space

García-García, D. & Santos-Rodríguez, R., 18 Aug 2011, ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings. p. 2092-2095 4 p. 5946738

Research output: Chapter in Book/Report/Conference proceedingConference Contribution (Conference Proceeding)

2 Citations (Scopus)

Using online chord databases to enhance chord recognition

Mcvicar, MJ., Ni, Y., Santos Rodriguez, R. & Tijl De, B., 2011, In : Journal of New Music Research.

Research output: Contribution to journalArticle (Academic Journal)

6 Citations (Scopus)