Data Science and Artificial Intelligence

Research output

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

• 662 Conference contribution
• 658 Article
• 108 Paper
• 37 Chapter
• 177 More
  • 31 Chapter (peer-reviewed)
  • 27 Poster
  • 21 Abstract
  • 16 Preprint
  • 13 Working paper
  • 11 Editorial
  • 9 Review article
  • 7 Book
  • 7 Meeting abstract
  • 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 Web publication/site
  • 1 Doctoral Thesis

Research output per year

Research output per year

Search results

• 2022

  An Informatics-Based Approach for Sustainable Management of Factors Affecting the Spread of Infectious Diseases

  Luz, S. & Masoodian, M., 20 Mar 2022, Lecture Notes in Computer Science: IFIP Conference on Human-Computer Interaction. Springer, Vol. 13198. p. 47-57 Chapter 5. (Sense, Feel, Design; vol. 13198).

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

  File

  • Informatics 100%
  • Management 100%
  • Diseases 100%
  • Disease 100%
  • Sustainable Development Goals 50%

• Computational Linguistics and Natural Language Processing

  Luz, S., 28 Jan 2022, The Routledge Handbook of Translation and Methodology. Zanettin, F. & Rundle, C. (eds.). New York: Routledge, p. 373-391 19 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

  File

  • Natural Language Processing 100%
  • Computational Linguistics 100%
  • Tools 80%
  • Computing 40%
  • Application 40%

• Logic meets Learning: From Aristotle to Neural Networks

  Belle, V., 1 Jan 2022, Neuro-Symbolic Artificial Intelligence - The State of the Art. Hitzler, P. & Sarker, M. K. (eds.). Amsterdam: IOS Press, p. 78 - 102 25 p. (Frontiers in Artificial Intelligence and Applications; vol. 342).

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  • Neural Network 100%
  • Machine Learning 100%
  • Survey 50%
  • Provide Evidence 50%
  • Artificial Intelligence 50%
• 2021

  Proof Mechanization: From Dream to Reality

  Fleuriot, J. D., 24 May 2021, Mathematical Reasoning: The History and Impact of the DReaM Group. Michaelson, G. (ed.). Cham: Springer, Cham, p. 87-104 18 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  • Research 100%
  • Mechanization 100%
  • Dream 100%
  • Motivation 50%
  • Planning 50%

• Prediction of Cellular Burden with Host--Circuit Models

  Nikolados, E-M., Weiße, A. Y. & Oyarzún, D. A., 7 Jan 2021, Synthetic Gene Circuits : Methods and Protocols. Menolascina, F. (ed.). New York, NY: Springer US, p. 267-291 25 p. (Methods in Molecular Biology; vol. 2229).

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

  File

  • Models 100%
  • Host 100%
  • Design 75%
  • Computational Modeling 50%
  • Host Cell 50%
• 2020

  Common Challenges and Requirements

  Magagna, B., Martin, P., de la Hidalga, A. N., Atkinson, M. & Zhao, Z., 25 Jul 2020, Towards Interoperable Research Infrastructures for Environmental and Earth Sciences: A Reference Model Guided Approach for Common Challenges. Zhao, Z. & Hellström, M. (eds.). 1 ed. Cham: Springer International Publishing, p. 30-57 28 p. (Lecture Notes in Computer Science; vol. 12003)(Information Systems and Applications, incl. Internet/Web, and HCI; vol. 12003).

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

  • Research Infrastructure 100%
  • Research Worker 50%
  • Best Practice 50%
  • Standards 50%
  • Research Community 50%

• Data Provenance

  Magagna, B., Goldfarb, D., Martin, P., Atkinson, M., Koulouzis, S. & Zhao, Z., 25 Jul 2020, Towards Interoperable Research Infrastructures for Environmental and Earth Sciences: A Reference Model Guided Approach for Common Challenges. Zhao, Z. & Hellström, M. (eds.). 1 ed. Cham: Springer International Publishing, p. 208-225 18 p. (Lecture Notes in Computer Science; vol. 12003)(Information Systems and Applications, incl. Internet/Web, and HCI; vol. 12003).

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

  • Research Infrastructure 100%
  • Data Provenance 100%
  • Standards 80%
  • Current-State 40%
  • Research Worker 40%

• Towards Operational Research Infrastructures with FAIR Data and Services

  Zhao, Z., Jeffery, K., Stocker, M., Atkinson, M. & Petzold, A., 25 Jul 2020, Towards Interoperable Research Infrastructures for Environmental and Earth Sciences: A Reference Model Guided Approach for Common Challenges. Zhao, Z. & Hellström, M. (eds.). 1 ed. Cham: Springer International Publishing, p. 360–372 13 p. (Lecture Notes in Computer Science; vol. 12003)(Information Systems and Applications, incl. Internet/Web, and HCI; vol. 12003).

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

  • Research Infrastructure 100%
  • Service 100%
  • System Analysis 100%
  • User 25%
  • Research Environment 25%
• 2019

  Scaling Spike Detection and Sorting for Next-Generation Electrophysiology

  Hennig, M. H., Hurwitz, C. & Sorbaro, M., 10 May 2019, In Vitro Neuronal Networks: From Culturing Methods to Neuro-Technological Applications. Springer New York LLC, p. 171-184 14 p. (Advances in Neurobiology; vol. 22).

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  • Spike 100%
  • Electrophysiology 100%
  • Recording 66%
  • Probe 66%
  • Neuron 66%

• Gene Regulatory Network Inference: An Introductory Survey

  Huynh-Thu, V. A. & Sanguinetti, G., 2019, Gene Regulatory Networks: Methods and Protocols. Sanguinetti, G. & Huynh-Thu, V. A. (eds.). New York, NY: Springer New York LLC, p. 1-23 23 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  • Gene Regulatory Network 100%
  • Self Concept 50%
  • Strength 50%
  • Classification 50%

• RKappa: Software for Analyzing Rule-Based Models

  Sorokin, A., Sorokina, O. & Douglas Armstrong, J., 2019, Modeling Biomolecular Site Dynamics: Methods and Protocols. Hlavacek, W. S. (ed.). New York, NY: Springer New York LLC, p. 363-390 28 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  • Software 100%
  • Models 100%
  • Simulation 50%
  • Computing Platform 25%
  • High-Performance Computing 25%

• Tree-Based Learning of Regulatory Network Topologies and Dynamics with Jump3

  Huynh-Thu, V. A. & Sanguinetti, G., 2019, Gene Regulatory Networks: Methods and Protocols. Sanguinetti, G. & Huynh-Thu, V. A. (eds.). New York, NY: Springer New York LLC, p. 217-233 17 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  • Regulatory Network 100%
  • Tree 100%
  • Dynamics 100%
  • Gene Regulatory Network 100%
  • Learning 100%

• Using BRIE to Detect and Analyze Splicing Isoforms in scRNA-Seq Data

  Huang, Y. & Sanguinetti, G., 2019, Computational Methods for Single-Cell Data Analysis. Yuan, G-C. (ed.). New York, NY: Springer New York LLC, p. 175-185 11 p. (Methods in Molecular Biology; vol. 1935).

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  • Isoform 100%
  • RNA Sequencing 40%
  • Mouse 20%
  • Transcription 20%
  • Gastrulation 20%
• 2018

  Faithful Inversion of Generative Models for Effective Amortized Inference

  Webb, S., Golinski, A., Zinkov, R., Siddharth, N., Rainforth, T., Teh, Y. W. & Wood, F., 8 Dec 2018, Advances in Neural Information Processing Systems 31. Bengio, S., Wallach, H., Larochelle, H., Grauman, K., Cesa-Bianchi, N. & Garnett, R. (eds.). Curran Associates Inc, p. 3070-3080 11 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

  • Generative Model 100%
  • Heuristics 66%
  • Share Information 33%
  • Assertion 33%
  • Accuracy 33%

• Facilitating Interaction Between Virtual Agents through Negotiation over Ontological Representation

  McNeill, F. & Bundy, A., 1 Nov 2018, Advanced Methodologies and Technologies in Digital Marketing and Entrepreneurship. IGI Global, p. 143-154 12 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  • Representation 100%
  • User 50%
  • Business Transaction 50%
  • e-Business 50%
  • Ontology 50%
• 2017

  A review of no free lunch theorems, and their implications for metaheuristic optimisation

  Joyce, T. & Herrmann, J. M., 10 Oct 2017, (E-pub ahead of print) Studies in Computational Intelligence. Springer-Verlag, Vol. 744. p. 27-51 25 p. (Studies in Computational Intelligence; vol. 744).

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  • No Free Lunch 100%
  • Metaheuristics 100%
  • Optimization 100%
  • Optimization Problem 50%
  • Mathematical Optimization 50%

• Anticipatory Artificial Intelligence

  Rovatsos, M., 10 Jul 2017, Handbook of Anticipation. R. P. (ed.). Springer International Publishing, p. 1-33 27 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  • Intelligence 100%
  • Artificial Intelligence 100%
  • Anticipation 27%
  • Human 18%
  • Analysis 9%

• Restructuring Multimodal Interaction Data for Browsing and Searching

  Luz, S., 1 Jan 2017, Semantic Multimedia Analysis and Processing. CRC Press, p. 87-109 23 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  • Multimodal Interaction 100%
  • Models 100%
  • Computer 100%
  • Face-to-face Interaction 50%
  • Segmentation 50%
• 2016

  Neural Maps: Their Function and Development

  Bednar, J. & Williams, C. K. I., Nov 2016, From Neuron to Cognition via Computational > Neuroscience. Arbib, M. & Bonaiuto, J. (eds.). MIT Press, p. 409-432 34 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  • Neuron 100%
  • Information Processing 20%
  • Visual System 20%

• Detecting Artifactual Events in Vital Signs Monitoring Data

  Lal, P., Williams, C. K. I., Georgatzis, K., Hawthorne, C., McMonagle, P., Piper, I. & Shaw, M., Oct 2016, Machine Learning for Healthcare Technologies. Clifton, D. A. (ed.). IET, p. 7-32 26 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

• dispel4py: An Agile Framework for Data-Intensive methods using HPC

  Filgueira Vicente, R., Atkinson, M. & Krause, A., 17 Sept 2016, Conquering Big Data Using High Performance Computing. Springer, Cham, p. 109-137 29 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  • Models 100%
  • User 50%
  • Simulation 50%
  • Data Scientist 50%
  • Computational Power 50%

• Automatic calculation of hydrostatic pressure gradient in patients with head injury: A pilot study

  Moss, L., Shaw, M., Piper, I., Arvind, D. K. & Hawthorne, C., 1 May 2016, Intracranial Pressure and Brain Monitoring XV. 978-3-319-22532-6: Springer International Publishing, Vol. 122. p. 263-266 4 p. (Acta Neurochirurgica Supplement; vol. 122).

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  • Pilot Study 100%
  • Calculation 100%
  • Inpatient 100%
  • Pressure Gradient 100%
  • Head Injury 100%

• Phonation biomechanics in quantifying parkinson’s disease symptom severity

  Gómez-Vilda, P., Álvarez-Marquina, A., Tsanas, A., Lázaro-Carrascosa, C. A., Rodellar-Biarge, V., Nieto-Llui, V. & Martínez-Olalla, R., 23 Jan 2016, Smart Innovation, Systems and Technologies. Springer Science and Business Media Deutschland GmbH, p. 93-102 10 p. (Smart Innovation, Systems and Technologies; vol. 48).

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  • Parkinson Disease 100%
  • Symptom 100%
  • Parkinson's Disease 100%
  • Biomechanics 100%
  • Telephone 50%

• Predicting cognitive load levels from speech data

  Su, J. & Luz, S., 23 Jan 2016, Recent Advances in Nonlinear Speech Processing. Springer-Verlag, Vol. 48. p. 255-263 9 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  • Acoustic Feature 100%
  • Boosting 66%
  • Feature Selection 66%
  • Supervised Method 33%
  • Predictive Power 33%

• The Fish4Knowledge Virtual World Gallery

  Chen-Burger, Y-H. & Tate, A., 2016, Fish4Knowledge: Collecting and Analyzing Massive Coral Reef Fish Video Data. Fisher, R. B., Chen-Burger, Y-H., Giordano, D., Hardman, L. & Lin, F. P. (eds.). Springer International Publishing, p. 245-251 7 p. 17. (Intelligent Systems Reference Library; vol. 104).

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

  File

  • Life 100%
  • Exercise 100%
• 2015

  Probabilistic Inference and Bayesian Priors in Visual Perception

  Sotiropoulos, G. & Series, P., 2 Nov 2015, Biologically Inspired Computer Vision: Fundamentals and Applications. Wiley-VCH Verlag GmbH & Co. KGaA, p. 201-220 20 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  • Probabilistic Inference 100%
  • Bayesian Prior 100%
  • Bayesian Inference 100%
  • Visual Perception 100%
  • Number 33%

• Le cerveau est-il une machine Bayésienne

  Translated title of the contribution: Is the brain a machine BayesianSeries, P., 2015, (Accepted/In press) Les méthodes bayésiennes, sciences et épistémologie. Drouet, I. (ed.). 16 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  • Brain 100%
  • Neuroscience 100%

• Thinking Saltmarshes

  Martin, U., 2015, What to Think About Machines That Think. Harper Perennial, 1 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  • Water 100%
  • Salt Marsh 100%
  • Stone 100%
  • Marshland 100%
  • Sun 50%
• 2014

  From intelligent machines to the human brain

  Series, P. & Sprevak, M., 30 Sept 2014, Philosophy and the Sciences for Everyone. Massimi, M. (ed.). Routledge, p. 86-102 17 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

• Twelve Big Questions for Research on Social Collective Intelligence

  Anderson, S., Miorandi, D., Carreras, I. & Robertson, D., Aug 2014, Social Collective Intelligence: Combining the Powers of Humans and Machines to Build a Smarter Society. Springer International Publishing, p. 93-101 9 p. (Computational Social Sciences).

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  • Collective Intelligence 100%
  • Research Question 33%
  • Research Community 33%

• Theoretical neuroscience of self-organized criticality: from formal approaches to realistic models

  Levina, A., Herrmann, J. M. & Geisel, T., 28 Mar 2014, Criticality in Neural Systems. Plenz, D., Niebur, E. & KGaA, W-VCH. V. G. C. (eds.). Weinheim, Germany: Wiley-VCH Verlag GmbH & Co. KGaA, p. 417-436 20 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  • Organized Criticality 100%
  • Models 100%
  • Neurosciences 100%
  • Neuroscience 100%
  • Neural Network 28%

• Close observation and description

  Martin, U., 19 Feb 2014, What Should We Be Worried About?: Real Scenarios That Keep Scientists Up at Night. Harper Perennial

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  • Potatoes 100%
  • Potato 100%
  • Orange 100%
  • Oranges 50%
  • Photographs 50%

• An Open System for Social Computation

  Robertson, D., Moreau, L., Murray-Rust, D. & O'Hara, K., 2014, DEF YEARBOOK 2014 - Social Networks and Social Machines, Surveillance and Empowerment. O'Hara, K., Nguyen, C. & Haynes, P. (eds.). 19 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  • Computation 100%
  • Open System 100%
  • Underlying Mechanism 25%
  • Artifacts 25%
  • Internet Architecture 25%

• Chapter Two - Towards a Systems Level Understanding of the Oxygen Response of Escherichia coli

  Bettenbrock, K., Bai, H., Ederer, M., Green, J., Hellingwerf, K. J., Holcombe, M., Kunz, S., Rolfe, M. D., Sanguinetti, G., Sawodny, O., Sharma, P., Steinsiek, S. & Poole, R. K., 2014, Advances in Microbial Systems Biology. Vol. 64. p. 65 - 114 50 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  • Escherichia coli 100%
  • Comprehension 100%
  • Concentration 100%
  • Dioxygen 100%
  • Gene Expression 33%

• Model Reduction of Genetic-Metabolic Networks via Time Scale Separation

  Kuntz, J., Oyarzún, D. & Stan, G-B., 2014, A Systems Theoretic Approach to Systems and Synthetic Biology I: Models and System Characterizations. Kulkarni, V. V., Stan, G-B. & Raman, K. (eds.). Dordrecht: Springer Netherlands, p. 181-210 30 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  • Metabolic Network 100%
  • Genetics 100%
  • Reduction (Chemistry) 100%
  • Time 100%
  • Genetic Regulation 50%

• Robot Learning by Guided Self-Organization

  Martius, G., Der, R. & Herrmann, J. M., 2014, Guided Self-Organization: Inception. Prokopenko, M. (ed.). Berlin, Heidelberg: Springer Berlin Heidelberg, p. 223-260 38 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

  • Robot 100%
  • Fault Tolerance 33%
  • Robotics 33%
  • Practical Application 33%
• 2004

  A study of the impact of collaborative tools on the effectiveness of clinical pathology conferences

  Kane, B. & Luz, S., 2004, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Masoodian, M., Jones, S. & Rogers, B. (eds.). Springer-Verlag, p. 656-660 5 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 3101).

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  • Clinical Pathology 100%
  • Patient Care 100%
  • Patient 100%
  • Assessment 33%
  • Coordination 33%