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Research Output 1984 2018

2018

Advances in Data Representation and Learning for Pattern Analysis

Philip Chen, C. L., You, X., Gao, X., Liu, T., Murtagh, F. & Liu, W., 7 Nov 2018, In : Neurocomputing.

Research output: Contribution to journalEditorial

Big Data Clinical Study and Its Implementation in R

Zhang, Z. (ed.), Murtagh, F. (ed.) & Van Poucke, S. (ed.), 2018, Hong Kong: AME Publishing Company. 233 p.

Research output: Book/ReportBook

Imputation
Data Management
Missing Data
Machine Learning
Nomogram

Core Conflictual Relationship: Text Mining to Discover What and When

Murtagh, F. & Iurato, G., 21 Sep 2018, In : Language and Psychoanalysis. 7, 2, p. 1-26 26 p.

Research output: Contribution to journalArticle

Open Access
Text mining
Methodology
Open source
Repository
Process analysis
Open Access
File
Data mining
Semantics
Health
Big data

Data mining in human activity analysis

Tian, X., Liu, W. & Murtagh, F., 1 Jun 2018, In : Signal Processing. 147, p. 247-248 2 p.

Research output: Contribution to journalEditorial

Image super-resolution for outdoor digital forensics. Usability and legal aspects

Villena, S., Vega, M., Mateos, J., Rosenberg, D., Murtagh, F., Molina, R. & Katsaggelos, A. K., Jun 2018, In : Computers in Industry. 98, p. 34-47 14 p.

Research output: Contribution to journalArticle

Video recording
Digital devices
Image processing
Recovery
Digital forensics

Predicting First-Episode Psychosis Associated with Cannabis Use with Artificial Neural Networks and Deep Learning

Stamate, D., Alghamdi, W., Stahl, D., Pu, I., Murtagh, F., Belgrave, D., Murray, R. & di Forti, M., 18 May 2018, Information Processing and Management of Uncertainty in Knowledge-Based Systems. Applications: 17th International Conference, IPMU 2018, Proceedings, Part III. Medina, J., Ojeda-Aciego, M., Verdegay, J. L., Perfilieva, I., Bouchon-Meunier, B. & Yager, R. R. (eds.). Springer Verlag, p. 691-702 12 p. (Communications in Computer and Information Science; vol. 855).

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

Open Access
File
Predictive Model
Post-processing
Artificial Neural Network
Machine Learning
Neural networks

Qualitative Judgement of Research Impact: Domain Taxonomy as a Fundamental Framework for Judgement of the Quality of Research

Murtagh, F., Orlov, M. & Mirkin, B., Apr 2018, In : Journal of Classification. 35, 1, p. 5-28 24 p.

Research output: Contribution to journalArticle

impact research
Qualitative Research
Taxonomy
taxonomy
Research Personnel
Open Access
Sustainable Development
Methodology
Scale Effect
Data Aggregation
Education

The Geometric Data Analysis and Correspondence Analysis Platform: New Potential and New Challenges, including Ethics, of Big Data Analysis

Murtagh, F., 2018, Computational Social Science in the Age of Big Data: Concepts, Methodologies, Tools, and Applications. Stuetzer, C., Welker, M. & Egger, M. (eds.). Cologne: Herbert von Halem Verlag, p. 188-212 25 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

2017
7 Citations (Scopus)

Algorithms for Hierarchical Clustering: An Overview, II

Murtagh, F. & Contreras, P., Nov 2017, In : Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery. 7, 6, e1219.

Research output: Contribution to journalArticle

Open Access
Clustering algorithms
Data mining
Self organizing maps
1 Citations (Scopus)

Big data scaling through metric mapping: exploiting the remarkable simplicity of very high dimensional spaces using correspondence analysis

Murtagh, F., 5 Jul 2017, Data Science. Palumbo, F., Montanari, A. & Vichi, M. (eds.). 195089 ed. p. 295-306 12 p. (Studies in Classification, Data Analysis, and Knowledge Organization).

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

Correspondence Analysis
Simplicity
High-dimensional
Scaling
Metric

Data Science Foundations: Geometry and Topology of Complex Hierarchic Systems and Big Data Analytics

Murtagh, F., 7 Sep 2017, Boca Raton, FL: CRC Press. 206 p. (Computer Science & Data Analysis Series)

Research output: Book/ReportBook

mathematics
science
pattern recognition
data analysis
statistics

Data scientist - Manager of the discovery lifecycle

Englmeier, K. & Murtagh, F., 2017, Proceedings of the 6th International Conference on Data Science, Technology and Applications. SciTePress, p. 133-140 8 p.

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

Open Access
Managers
Curricula
Crime
Health care
Industry

Editorial: What Can We Expect from Data Scientists?

Englmeier, K. & Murtagh, F., 1 Jan 2017, In : Journal of Theoretical and Applied Electronic Commerce Research. 12, 1, 5 p.

Research output: Contribution to journalEditorial

Open Access
10 Citations (Scopus)

Hierarchical cluster analysis in clinical research with heterogeneous study population: Highlighting its visualization with R

Zhang, Z., Murtagh, F., Poucke, S. V., Lin, S. & Lan, P., 1 Feb 2017, In : Annals of Translational Medicine. 5, 4, 11 p.

Research output: Contribution to journalArticle

Open Access
Cluster Analysis
Color
Hot Temperature
Research
Population
Open Access
Visualization
Methodology
Template
Correspondence Analysis
Data analysis
2016

Direct Reading Algorithm for Hierarchical Clustering

Murtagh, F. & Contreras, P., 1 Dec 2016, In : Electronic Notes in Discrete Mathematics. 56, p. 37-42 6 p.

Research output: Contribution to journalArticle

Hierarchical Clustering
Wavelet transforms
Computational complexity
Visualization
Linear Time
5 Citations (Scopus)

Formal foundations for the origins of human consciousness

Iurato, G., Khrennikov, A. & Murtagh, F., Oct 2016, In : P-Adic Numbers, Ultrametric Analysis, and Applications. 8, 4, p. 249-279 31 p.

Research output: Contribution to journalReview article

P-adic
Thing
P-adic Analysis
Spontaneous Symmetry Breaking
Transition Model
regression analysis
number theory
active galaxies
elliptical galaxies
spiral galaxies
1 Citations (Scopus)
Open Access
1 Citations (Scopus)

Interaction for Information Discovery Empowering Information Consumers

Murtagh, F. & Englmeier, K., 21 Jun 2016, Human Interface and the Management of Information: Information, Design and Interaction - 18th International Conference, HCI International 2016, Proceedings. Springer Verlag, p. 252-262 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9734).

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

Human computer interaction
Artificial intelligence
Interaction
Human-centered Design
Pattern Language
1 Citations (Scopus)

Linear Storage and Potentially Constant Time Hierarchical Clustering Using the Baire Metric and Random Spinning Paths

Murtagh, F. & Contreras, P., 4 Aug 2016, Analysis of Large and Complex Data. Kluwer Academic Publishers, p. 43-52 10 p.

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

Random Projection
Hierarchical Clustering
Time Constant
Visualization
Metric
12 Citations (Scopus)

Overview of the CLEF 2016 Cultural Micro-Blog Contextualization Workshop

Murtagh, F., Goeuriot, L., Mothe, J., Mulhem, P. & SanJuan, E., 23 Aug 2016, Experimental IR Meets Multilinguality, Multimodality, and Interaction - 7th International Conference of the CLEF Association, CLEF 2016, Proceedings. Springer Verlag, p. 371-378 8 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9822 LNCS).

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

Blogs
5 Citations (Scopus)

Semantic Mapping: Towards Contextual and Trend Analysis of Behaviours and Practices

Murtagh, F., 25 Jul 2016, In : CEUR Workshop Proceedings. 1609, p. 1207-1225 19 p.

Research output: Contribution to journalConference article

Open Access
Pattern recognition
Data mining
Semantics
5 Citations (Scopus)

Semantic mapping of discourse and activity, using Habermas’s theory of communicative action to analyze process

Murtagh, F., Pianosi, M. & Bull, R., 1 Jul 2016, In : Quality and Quantity. 50, 4, p. 1675-1694 20 p.

Research output: Contribution to journalArticle

Open Access
File
communicative action
twitter
semantics
campaign
discourse
5 Citations (Scopus)
P-adic
Coding
Norm
Sparse Coding
Sparse Data
2 Citations (Scopus)

The Classification Society’s Bibliography Over Four Decades: History and Content Analysis

Murtagh, F. & Kurtz, M. J., 1 Apr 2016, In : Journal of Classification. 33, 1, p. 6-29 24 p.

Research output: Contribution to journalArticle

Content Analysis
Bibliography
bibliography
content analysis
History
2015

A Brief history of cluster analysis

Murtagh, F., 1 Jan 2015, Handbook of Cluster Analysis. CRC Press, p. 21-30 10 p. (Chapman & Hall/CRC Handbooks of Modern Statistical Methods).

Research output: Chapter in Book/Report/Conference proceedingChapter

Cluster analysis
Cluster Analysis
Statistics
Resources
History
35 Citations (Scopus)

Handbook of Cluster Analysis

Hennig, C. (ed.), Meila, M. (ed.), Murtagh, F. (ed.) & Rocci, R. (ed.), 1 Dec 2015, CRC Press. 773 p. (Chapman & Hall/CRC Handbooks of Modern Statistical Methods)

Research output: Book/ReportBook

Cluster analysis
Cluster Analysis
Clustering
Semi-supervised Clustering
Nonparametric Density Estimation
1 Citations (Scopus)

Hierarchical clustering

Contreras, P. & Murtagh, F., 1 Dec 2015, Handbook of Cluster Analysis. Hennig, C., Meila, M., Murtagh, F. & Rocci, R. (eds.). CRC Press, p. 103-124 22 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

Hierarchical Clustering
Clustering algorithms
Clustering Algorithm
Nearest Neighbor
Dissimilarity
9 Citations (Scopus)

Random projection towards the Baire metric for high dimensional clustering

Murtagh, F. & Contreras, P., 3 Apr 2015, Statistical Learning and Data Sciences : Third International Symposium, SLDS 2015, Egham, UK, April 20-23, 2015, Proceedings. Gammerman, A., Vovk, V. & Papadopoulos, H. (eds.). Springer Verlag, p. 424-431 8 p. (Lecture Notes in Computer Science; vol. 9047).

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

Random Projection
Orthogonal Projection
High-dimensional
Clustering
Metric
20 Citations (Scopus)

Sparse Image and Signal Processing: Wavelets and Related Geometric Multiscale Analysis

Starck, J. L., Murtagh, F. & Fadili, J. M., 1 Oct 2015, 2nd ed. Cambridge University Press. 428 p.

Research output: Book/ReportBook

Signal processing
Image processing
Compressed sensing
Digital storage
Mathematical morphology
2 Citations (Scopus)

Starlet transform in astronomical data processing

Starck, J. L., Murtagh, F. & Bertero, M., 30 May 2015, Handbook of Mathematical Methods in Imaging. Scherzer, O. (ed.). Springer New York, Vol. 1. p. 2053-2098 46 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

Transform
Image reconstruction
Astronomy
Image Filtering
Wavelet Analysis

The structure of argument: Semantic mapping of US supreme court cases

Murtagh, F. & Farid, M., 3 Apr 2015, Statistical Learning and Data Sciences SLDS 2015. Gammerman, A., Vovk, V. & Papadopoulos, H. (eds.). Springer Verlag, p. 397-405 9 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9047).

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

Semantics
Static analysis
Static Analysis
Trajectories
Trajectory
2014

A context description language for medical information systems

Englmeier, K., Atkinson, J., Mothe, J., Murtagh, F. & Pereira, J., 1 Jan 2014, Mobile, Ubiquitous, and Intelligent Computing: MUSIC 2013. Park, J. J. J. H., Adeli, H., Park, N. & Woungang, I. (eds.). Springer Verlag, p. 421-432 12 p. (Lecture Notes in Electrical Engineering; vol. 274 LNEE).

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

Medical information systems
Health
Patient monitoring
Ubiquitous computing
Nutrition
3 Citations (Scopus)

Pattern recognition in mental processes: Determining vestiges of the subconscious through ultrametric component analysis

Murtagh, F., 16 Oct 2014, 2014 IEEE 13th International Conference on Cognitive Informatics and Cognitive Computing, ICCI*CC 2014. Fariello, G., Kinsner, W., Wang, Y., Patel, S., Zadeh, L. A. & Patel, D. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 155-161 7 p. 6921455

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

Mental Processes
Pattern recognition
Visualization
Metaphor
Cluster Analysis
1 Citations (Scopus)
Pattern recognition
Topology
Data storage equipment

Theme Articles on Classification and Geometric Data Analysis

Murtagh, F., 12 Apr 2014, In : Journal of Classification. 31, 1, 1 p.

Research output: Contribution to journalEditorial

Thinking ultrametrically, thinking p-adically

Murtagh, F., 3 May 2014, Clusters, Orders, and Trees: Methods and Applications: In Honor of Boris Mirkin's 70th Birthday. Aleskerov, F., Goldengorin, B. & Pardalos, P. M. (eds.). Springer New York, p. 249-272 24 p. (Springer Optimization and Its Applications; vol. 92).

Research output: Chapter in Book/Report/Conference proceedingChapter

P-adic numbers
Number theory
High-dimensional Data
Data analysis
Reasoning
470 Citations (Scopus)

Ward’s Hierarchical Agglomerative Clustering Method: Which Algorithms Implement Ward’s Criterion?

Murtagh, F. & Legendre, P., 18 Oct 2014, In : Journal of Classification. 31, 3, p. 274-295 22 p.

Research output: Contribution to journalArticle

Hierarchical Clustering
Clustering Methods
Cluster Analysis
Software
Distance Matrix
2013
1 Citations (Scopus)

Computational properties of fiction writing and collaborative work

Reddington, J., Murtagh, F. & Cowie, D., 11 Nov 2013, Advances in Intelligent Data Analysis XII. Tucker, A., Höppner, F., Siebes, A. & Swift, S. (eds.). Springer Berlin, p. 369-379 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 8207 LNCS).

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

Collaborative Work
Data mining
Data Mining
Count
Semantics

Information Mining: Methods and Interfaces for Accessing Complex Information

Mothe, J., Englmeier, K. & Murtagh, F., 14 Feb 2013, Textual Information Access: Statistical Models. Gaussier, E. & Yvon, F. (eds.). John Wiley and Sons Inc., p. 305-336 32 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

5 Citations (Scopus)

Machine learning in intelligent image processing

Tao, D., Wang, D. & Murtagh, F., 1 Jun 2013, In : Signal Processing. 93, 6, p. 1399-1400 2 p.

Research output: Contribution to journalEditorial

8 Citations (Scopus)
Complex Systems
Synthesis
Topology
Narrative
Emotion
2012
169 Citations (Scopus)

Algorithms for hierarchical clustering: An overview

Murtagh, F. & Contreras, P., 7 Dec 2012, In : Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery. 2, 1, p. 86-97 12 p.

Research output: Contribution to journalArticle

Clustering algorithms
Self organizing maps

Editorial for the special issue on astrostatistics

Murtagh, F., Loredo, T. & Starck, J. L., 1 Jan 2012, In : Statistical Methodology. 9, 1-2, p. 1-3 3 p.

Research output: Contribution to journalEditorial

7 Citations (Scopus)
Formal Concept Analysis
Hashing
Hierarchical Clustering
Linkage
Linear Time
15 Citations (Scopus)

Fast, Linear Time Hierarchical Clustering using the Baire Metric

Contreras, P. & Murtagh, F., 1 Jul 2012, In : Journal of Classification. 29, 2, p. 118-143 26 p.

Research output: Contribution to journalArticle

Hierarchical Clustering
Cluster Analysis
Linear Time
Metric
know how
1 Citations (Scopus)

Hierarchical Clustering for Finding Symmetries and Other Patterns in Massive, High Dimensional Datasets

Murtagh, F. & Contreras, P., 1 Dec 2012, Data Mining: Foundations and Intelligent Paradigms. Holmes, D. & Jain, L. (eds.). Springer Verlag, Vol. 1: Clustering, Association and Classification. p. 95-130 36 p. (Intelligent Systems Reference Library; vol. 23).

Research output: Chapter in Book/Report/Conference proceedingChapter

Finance
Data mining
Topology
finance
data analysis