Data Science and Artificial Intelligence

Research output

Research output per year 1989 2014 2015 2016 2017 2018 2019 2020 2021 2022 2023 2024

• 696 Article
• 686 Conference contribution
• 111 Paper
• 37 Chapter
• 196 More
  • 31 Chapter (peer-reviewed)
  • 28 Poster
  • 27 Preprint
  • 22 Abstract
  • 13 Working paper
  • 11 Meeting abstract
  • 11 Editorial
  • 10 Review article
  • 7 Book
  • 5 Comment/debate
  • 5 Other contribution
  • 3 Entry for encyclopedia/dictionary
  • 3 Other chapter contribution
  • 3 Book/Film/Article review
  • 3 Special issue
  • 2 Commissioned report
  • 2 Other report
  • 2 Letter
  • 2 Data set/Database
  • 2 Patent
  • 1 Other
  • 1 Literature review
  • 1 Web publication/site
  • 1 Doctoral Thesis

Research output per year

Research output per year

Search results

• 2024

  Engineering conversational search systems: A review of applications, architectures, and functional components

  Schneider, P., Poelman, W., Rovatsos, M. & Matthes, F., 24 Jun 2024, (Accepted/In press).

  Research output: Contribution to conference › Paper › peer-review

  Open Access

  File

  • Architecture Component 100%
  • Information Retrieval 100%
  • Functional Component 100%
  • Application Component 100%
  • Application Architecture 100%

• Less is more: Discovering concise network explanations

  Kondapaneni, N., Marks, M., Mac Aodha, O. & Perona, P., 2 Mar 2024, (Accepted/In press).

  Research output: Contribution to conference › Paper › peer-review

  Open Access

  File

  • Decision-Making Process 100%
  • Practitioners 100%
  • Artificial Intelligence 100%
  • Neural Network 100%
  • Explainable Artificial Intelligence 100%
• 2023

  GPViT: A High Resolution Non-Hierarchical Vision Transformer with Group Propagation

  Yang, C., Xu, J., De Mello, S., Crowley, E. J. & Wang, X., 1 May 2023.

  Research output: Contribution to conference › Paper › peer-review

  Open Access

  File

  • Vision Transformer 100%
  • Propagation Group 100%
  • image feature 12%
  • Swin Transformer 12%
• 2022

  An Automated Mood Diary for Older User’s using Ambient Assisted Living Recorded Speech

  Haider, F. & Luz, S., 18 Sept 2022.

  Research output: Contribution to conference › Paper › peer-review

  Open Access

  File

  • User 100%
  • Ambient Assisted Living 100%
  • Speech 100%
  • Recognition 40%
  • Collected Data 20%

• Comparing lab-based and telephone-based speech recordings towards Parkinson’s assessment: insights from acoustic analysis

  Tsanas, T., 30 Aug 2022.

  Research output: Contribution to conference › Paper › peer-review

  Open Access

  File

  • Parkinson's Disease 100%
  • Telephone 100%
  • Dysphonia 50%
  • Database 33%
  • Embedding 33%
• 2021

  Acoustic analysis of sustained vowels in Parkinson’s disease: new insights into the differences of UK- and US-English speaking participants from the Parkinson’s voice initiative

  Tsanas, T. & Arora, S., 14 Dec 2021, p. 161-164. 4 p.

  Research output: Contribution to conference › Paper

  Open Access

  File

  • Parkinson's Disease 100%
  • Linguistics 66%
  • Database 33%
  • Telephone Network 33%
  • Functions 33%

• Automating quasi-stationary speech signal segmentation in sustained vowels: application in the acoustic analysis of Parkinson’s disease

  Tsanas, T., Triantafyllidis, A. K. & Arora, S., 14 Dec 2021, p. 153-156. 4 p.

  Research output: Contribution to conference › Paper

  Open Access

  File

  • Parkinson Disease 100%
  • Logopedics 100%
  • Acoustic Analysis 100%
  • Parkinson's Disease 100%
  • Segmentation 100%

• Bayesian Optimal Experimental Design for Simulator Models of Cognition

  Valentin, S., Kleinegesse, S., Bramley, N. R., Gutmann, M. U. & Lucas, C. G., 13 Dec 2021. 10 p.

  Research output: Contribution to conference › Paper › peer-review

  Open Access

  File

  • Experimental Design 100%
  • Simulator 100%
  • Bayesian 100%
  • Design 100%
  • Models 100%

• Argumentation-based Dialogues for Privacy Policy Reasoning

  Ogunniye, G. & Kokciyan, N., 1 Oct 2021. 5 p.

  Research output: Contribution to conference › Paper › peer-review

  Open Access

  File

  • Privacy Policies 100%
  • Argumentation 100%
  • User 75%
  • Information Flow 50%
  • Internet of Things 50%

• Affect Recognition through Scalogram and Multi-resolution Cochleagram Features

  Haider, F. & Luz, S., 30 Aug 2021, p. 581-585. 5 p.

  Research output: Contribution to conference › Paper › peer-review

  Open Access

  • Classifier 100%
  • Evaluation 50%
  • Testing 50%
  • Support Vector Machine 50%
  • Predictive Model 50%

• GPy-ABCD: A Configurable Automatic Bayesian Covariance Discovery Implementation

  Fletcher, T., Bundy, A. & Nuamah, K., 23 Jul 2021, (E-pub ahead of print). 16 p.

  Research output: Contribution to conference › Paper › peer-review

  Open Access

  File

  • Models 100%
  • Gaussian Process 66%
  • Correlation 66%
  • Classes 33%
  • Regression 33%

• Neural Architecture Search without Training

  Mellor, J., Turner, J., Storkey, A. J. & Crowley, E. J., 18 Jul 2021.

  Research output: Contribution to conference › Paper › peer-review

  Open Access

  File

  • Networks 100%
  • Trained Network 66%
  • Simple Algorithm 33%
  • Deep Neural Network 33%
  • Search Technique 33%

• Towards Sustainable Census Independent Population Estimation in Mozambique

  Neal, I., Seth, S., Watmough, G. & Saliou Diallo, M., 7 May 2021. 5 p.

  Research output: Contribution to conference › Paper › peer-review

  Open Access

  File

  • Population Estimation 100%
  • Microcensus Data 50%
  • Sustainability 50%
  • Remote Sensing Data 50%
  • Population Estimate 50%
• 2020

  Optimising Placement of Pollution Sensors in Windy Environments

  Hellan, S. P., Lucas, C. G. & Goddard, N. H., 31 Oct 2020, (Accepted/In press). 8 p.

  Research output: Contribution to conference › Paper › peer-review

  Open Access

  • Environment 100%
  • Pollution 100%
  • Air Pollution 100%
  • Sensor 100%
  • Position (Location) 66%

• Computer-supported ethical rules for collaboratively sharing data

  Zhao, R., Atkinson, M. P., Papapanagiotou, P., Fleuriot, J. & Pagé, C., 17 Oct 2020. 6 p.

  Research output: Contribution to conference › Paper › peer-review

  Open Access

  File

  • Case Study 100%
  • Formalization 100%
  • Business Challenge 100%
  • Computer Support 100%
  • Stakeholders 100%

• A Network-Based Embedding Method for Drug-Target Interaction Prediction

  Parvizi, P., Azuaje, F., Theodoratou, E. & Luz, S., 27 Aug 2020, p. 5304-5307.

  Research output: Contribution to conference › Paper › peer-review

  Open Access

  File

  • Embedding Method 100%
  • Networks 100%
  • Embedding 100%
  • Protein 60%
  • Biological Network 20%

• Pipeline comparisons of convolutional neural networks for structural connectomes: predicting sex across 3,152 participants

  Yeung, H. W., Luz, S., Cox, S., Buchanan, C., Whalley, H. & Smith, K., 20 Jul 2020.

  Research output: Contribution to conference › Paper › peer-review

  Open Access

  File

• Density Deconvolution with Normalizing Flows

  Dockhorn, T., Ritchie, J. A., Yu, Y. & Murray, I., 18 Jul 2020. 8 p.

  Research output: Contribution to conference › Paper › peer-review

  Open Access

  File

  • Flow 100%
  • Deconvolution 100%
  • Mixture Model 66%
  • Mixture 66%
  • Experiments 33%

• Ordering Dimensions with Nested Dropout Normalizing Flows

  Bekasovs, A. & Murray, I., 18 Jul 2020. 6 p.

  Research output: Contribution to conference › Paper › peer-review

  Open Access

  File

  • Flow 100%
  • Manifold 50%
  • Tradeoff 16%
  • Sequences 16%
  • Constraints 16%

• Simulation-Based Inference for Global Health Decisions

  de Witt, C. S., Gram-Hansen, B., Nardelli, N., Gambardella, A., Zinkov, R., Dokania, P., Siddharth, N., Espinosa-Gonzalez, A. B., Darzi, A., Torr, P. & Gunes Baydin, A., 18 Jul 2020. 6 p.

  Research output: Contribution to conference › Paper › peer-review

  • Simulation 100%
  • Models 100%
  • COVID-19 100%
  • Global Health 100%
  • Health 100%

• Diverse Ensembles Improve Calibration

  Cooper Stickland, A. & Murray, I., 17 Jul 2020. 6 p.

  Research output: Contribution to conference › Paper › peer-review

  Open Access

  File

  • Training 100%
  • Deep Neural Network 50%
  • Accuracy 50%
  • Models 50%
  • Benchmark 50%

• Learning Generative Models from Classifier Uncertainties

  Siddharth, N. & Paige, B., 17 Jul 2020. 9 p.

  Research output: Contribution to conference › Paper › peer-review

  • Classifier 100%
  • Generative Model 100%
  • Parameter Model 50%
  • Mutual Information 50%
  • Detection 25%

• An Optimization-based Motion Planner for Safe Autonomous Driving

  Eiras, F., Hawasly, M., Albrecht, S. V. & Ramamoorthy, R., 13 Jul 2020, (E-pub ahead of print). 3 p.

  Research output: Contribution to conference › Paper › peer-review

  Open Access

  File

  • Nonlinear Programming 100%
  • Optimization 100%
  • Autonomous Driving 100%
  • Convergence 100%
  • Approximation (Algorithm) 50%

• Autonomous Driving with Interpretable Goal Recognition and Monte Carlo Tree Search

  Brewitt, C., Albrecht, S. V., Wilhelm, J., Gyevnar, B., Eiras, F., Dobre, M. & Ramamoorthy, R., 13 Jul 2020, (E-pub ahead of print). 6 p.

  Research output: Contribution to conference › Paper › peer-review

  Open Access

  File

  • Search 100%
  • Vehicles 100%
  • Tree Search 100%
  • Autonomous Driving 100%
  • Goal Recognition 100%

• SMT + ILP

  Belle, V., 2 Jul 2020. 3 p.

  Research output: Contribution to conference › Paper › peer-review

  Open Access

  • Inductive Logic Programming 100%
  • Boolean Variable 50%
  • Real World 50%
  • Machine Learning 50%
  • Domains 50%

• Learning Credal Sum-Product Networks

  Levray, A. & Belle, V., 22 Jun 2020. 24 p.

  Research output: Contribution to conference › Paper › peer-review

  Open Access

  File

  • Networks 100%
  • Representation 80%
  • Deep Architecture 20%
  • Data Structure 20%
  • Probability 20%

• Abstracting Probabilistic Models: A Logical Perspective.

  Belle, V., 7 Feb 2020. 24 p.

  Research output: Contribution to conference › Paper › peer-review

  Open Access

  • Models 100%
  • Information Present 14%
  • Critical Information 14%
  • Search Space 14%

• Fairness in Machine Learning with Tractable Models

  Varley, M. & Belle, V., 7 Feb 2020. 26 p.

  Research output: Contribution to conference › Paper › peer-review

  Open Access

  • Machine Learning 100%
  • Models 100%
  • Machine Learning Technique 50%
  • Application 50%
  • Reasoning 25%

• Scaling up Probabilistic Inference in Linear and Non-Linear Hybrid Domains by Leveraging Knowledge Compilation.

  Fuxjaeger, A. & Belle, V., 7 Feb 2020. 9 p.

  Research output: Contribution to conference › Paper › peer-review

  Open Access

  • Domains 100%
  • Models 100%
  • Integration Model 100%
  • Database 25%
  • Representation 25%

• Semiring Programming: A Declarative Framework for Generalized Sum Product Problems

  Belle, V. & De Raedt, L., 7 Feb 2020. 19 p.

  Research output: Contribution to conference › Paper › peer-review

  Open Access

  • Artificial Intelligence 100%
  • Mathematical Programming 50%
  • Representation 50%
  • Real-World Problem 50%
  • Probabilistic Reasoning 50%
• 2019

  Interventions and Counterfactuals in Tractable Probabilistic Models

  Papantonis, G. & Belle, V., 13 Dec 2019. 13 p.

  Research output: Contribution to conference › Paper › peer-review

  Open Access

  • Models 100%
  • Reasoning 44%
  • Marginal Distribution 22%
  • Networks 22%
  • Machine Learning 11%

• Logical Interpretations of Autoencoders

  Fuxjaeger, A. & Belle, V., 13 Dec 2019. 12 p.

  Research output: Contribution to conference › Paper › peer-review

  Open Access

  • Deep Learning 100%
  • Autoencoder 100%
  • Reasoning 75%
  • Linguistics 25%
  • Neural Computation 25%

• PAC + SMT

  Mocanu, I., Belle, V. & Juba, B., 13 Dec 2019. 11 p.

  Research output: Contribution to conference › Paper › peer-review

  Open Access

  • Real World 100%
  • Machine Learning 100%
  • Booleans 50%
  • Representation 50%
  • World Knowledge 50%

• Tractable Probabilistic Models for Moral Responsibility

  Hammond, L. & Belle, V., 13 Dec 2019. 18 p.

  Research output: Contribution to conference › Paper › peer-review

  Open Access

  • Moral Responsibility 100%
  • Models 100%
  • Learning 100%
  • Decision Point 33%
  • Reasoning 33%

• Potential Applications of Machine Learning at Multidisciplinary Medical Team Meetings

  Kane, B., Su, J. & Luz, S., 3 Nov 2019.

  Research output: Contribution to conference › Paper › peer-review

  • Potential Application 100%
  • Machine Learning 100%
  • Medical Team Meeting 100%
  • Learning 100%
  • Electric Potential 100%

• A Searching and Automatic Video Tagging Tool for Events of Interest during Volleyball Training Sessions

  Salim, F., Haider, F., Tasdemir, S. B. Y., Naghashi, V., Tengiz, I., Cengiz, K., Postma, D., Delden, R. V., Reidsma, D., Luz, S. & Beijnum, B-J. V., Oct 2019, p. 501–503.

  Research output: Contribution to conference › Paper › peer-review

  Open Access

  File

  • Training Session 100%
  • Events 100%
  • Performance Data 33%
  • System Architectures 33%
  • Video Recording 33%

• A System for Real-Time Privacy Preserving Data Collection for Ambient Assisted Living

  Haider, F. & Luz, S., 17 Sept 2019, p. 2374-2375.

  Research output: Contribution to conference › Paper

  • Privacy Preserving 100%
  • Ambient Assisted Living 100%
  • Data Collection 100%
  • User 33%
  • Detection 33%

• Argumentation-based Decision Support for Patient Self-Management

  Sassoon, I., Kokciyan, N., Young, A. P., Modgil, S. & Sklar, E., 11 Sept 2019. 3 p.

  Research output: Contribution to conference › Paper › peer-review

  Open Access

  • Decision Support System 100%
  • Self Care 100%
  • Patient 100%
  • Morbidity 50%
  • Sensor 50%

• Data-driven MIP-based Optimisation for Efficient Failure Detection in Large-Scale System

  Er-Rahmadi, B. & Ma, T., 20 Aug 2019.

  Research output: Contribution to conference › Paper › peer-review

• Implicitly Learning to Reason in First-Order Logic

  Belle, V. & Juba, B., 12 Aug 2019, (E-pub ahead of print). 7 p.

  Research output: Contribution to conference › Paper › peer-review

  Open Access

  File

  • Background Knowledge 100%
  • Answering Query 100%
  • Theoretic Framework 50%
  • Probability 50%
  • Domains 50%

• Attitude Recognition Using Multi-resolution Cochleagram Features

  Haider, F. & Luz, S., 12 May 2019, p. 3737-3741.

  Research output: Contribution to conference › Paper › peer-review

  Open Access

  File

  • Communication 100%
  • Recognition Accuracy 50%
  • Accuracy 50%
  • Application 50%
  • Decision Trees 50%

• How to train your MAML

  Antoniou, A., Edwards, H. & Storkey, A., 2019. 11 p.

  Research output: Contribution to conference › Paper › peer-review

  Open Access

  File

  • Few-Shot Learning 100%
  • Convergence Speed 33%
  • Neural Network Architecture 33%
  • Generalization Performance 33%
  • Generalization 33%

• On the Relation Between the Sharpest Directions of DNN Loss and the SGD Step Length

  Jastrzębski, S., Kenton, Z., Ballas, N., Fischer, A., Bengio, Y. & Storkey, A., 2019. 19 p.

  Research output: Contribution to conference › Paper › peer-review

  Open Access

  File

  • Deep Neural Network 100%
  • Gradient Descent 100%
  • Neural Network 12%
  • Smallest Eigenvalue 12%
  • Models 12%
• 2018

  Towards the use of Commitments in Multi-agent decision support systems

  Sassoon, I., Kokciyan, N., Parsons, S. & Sklar, E. I., 15 Dec 2018. 4 p.

  Research output: Contribution to conference › Paper › peer-review

  Open Access

  • Decision Support System 100%
  • Decision Maker 33%
  • Case Study 33%
  • Records 33%
  • Contexts 33%

• Inference and Distillation for Option Learning

  Igl, M., Boehmer, W., Gambardella, A., Torr, P. H. S., Nardelli, N., Siddharth, N. & Whiteson, S., 8 Dec 2018. 10 p.

  Research output: Contribution to conference › Paper › peer-review

  Open Access

  • Distillation 100%
  • Temporal Extension 25%
  • Factorization 25%
  • Transfer Learning 25%
  • Learning Framework 25%

• Disentangling Disentanglement

  Mathieu, E., Rainforth, T., Siddharth, N. & Teh, Y. W., 7 Dec 2018. 11 p.

  Research output: Contribution to conference › Paper › peer-review

  Open Access

  • Encoding 100%
  • Independence 100%
  • Automobile 100%
  • Manipulation 50%
  • Representation 50%

• Visual Dialogue without Vision or Dialogue

  Massiceti, D., Dokania, P. K., Siddharth, N. & Torr, P., 7 Dec 2018. 6 p.

  Research output: Contribution to conference › Paper › peer-review

  Open Access

  • Visual Stimulus 100%
  • Art Performance 50%
  • Correlation Analysis 50%
  • Evaluation Metric 50%
  • Standards 50%

• Multi-Method Study of Electronic Health Records Workflows

  Grando, A., Manataki, A., Furniss, S. K., Duncan, B., Solomon, A., Kaufman, D., Hirn, S., Sunday, R., Bouchereau, J., Doebbeling, B., Burton, M. M., Poterack, K. A., Miksch, T. & Helmers, R. A., 5 Dec 2018, p. 498-507. 10 p.

  Research output: Contribution to conference › Paper › peer-review

  Open Access

  File

  • Health 100%
  • Study Method 100%
  • Record 100%
  • Records 100%
  • Workflows 100%

• Bayesian Adversarial Spheres: Bayesian Inference and Adversarial Examples in a Noiseless Setting

  Bekasovs, A. & Murray, I., 16 Nov 2018, (Accepted/In press) p. 1-6. 6 p.

  Research output: Contribution to conference › Paper › peer-review

• Stakeholders' views on a collaborative decision support system to promote multimorbidity self-management: barriers, facilitators and design implications

  Porat, T., Kokciyan, N., Sassoon, I., Young, A. P., Chapman, M., Ashworth, M., Modgil, S., Parsons, S., Sklar, E. & Curcin, V., 7 Nov 2018. 3 p.

  Research output: Contribution to conference › Paper › peer-review

  • Decision Support System 100%
  • Design 100%
  • Facilitator 100%
  • Stakeholders 100%
  • Multiple Chronic Conditions 100%