2024
Poro 34B and the Blessing of Multilinguality.
CoRR, 2024
2022
Assessing Banks' Distress Using News and Regular Financial Data.
Frontiers Artif. Intell., 2022
Introduction to the Minitrack on Machine Learning and Predictive Analytics in Accounting, Finance, and Management.
Proceedings of the 55th Hawaii International Conference on System Sciences, 2022
2018
Introduction to the Minitrack on Machine Learning and Network Analytics in Finance.
Proceedings of the 51st Hawaii International Conference on System Sciences, 2018
Riskrank to Predict Systemic Banking Crises With Common Exposures.
Proceedings of the 51st Hawaii International Conference on System Sciences, 2018
2017
Machine learning in finance - Guest editorial.
Neurocomputing, 2017
Bank distress in the news: Describing events through deep learning.
Neurocomputing, 2017
Deep learning bank distress from news and numerical financial data.
CoRR, 2017
Introduction to Machine Learning and Network Analytics in Finance Minitrack.
Proceedings of the 50th Hawaii International Conference on System Sciences, 2017
Possibilistic Clustering for Crisis Prediction: Systemic Risk States and Membership Degrees.
Proceedings of the 50th Hawaii International Conference on System Sciences, 2017
2016
Visual Macroprudential Surveillance of Banks.
Intell. Syst. Account. Finance Manag., 2016
Computational Tools for Systemic Risk Identification and Assessment.
Intell. Syst. Account. Finance Manag., 2016
Aggregating expert knowledge for the measurement of systemic risk.
Decis. Support Syst., 2016
From news to company networks: Co-occurrence, sentiment, and information centrality.
Proceedings of the 2016 IEEE Symposium Series on Computational Intelligence, 2016
On a Generalized Objective Function for Possibilistic Fuzzy Clustering.
Proceedings of the Information Processing and Management of Uncertainty in Knowledge-Based Systems, 2016
Introduction to Systemic Risk Analytics Minitrack.
Proceedings of the 49th Hawaii International Conference on System Sciences, 2016
A R-SOM Analysis of the Link between Financial Market Conditions and a Systemic Risk Index Based on ICA-Factors of Systemic Risk Measures.
Proceedings of the 49th Hawaii International Conference on System Sciences, 2016
On interval-valued possibilistic clustering with a generalized objective function.
Proceedings of the 2016 IEEE International Conference on Fuzzy Systems, 2016
2015
Automated and weighted self-organizing time maps.
Knowl. Inf. Syst., 2015
Data and dimension reduction for visual financial performance analysis.
Inf. Vis., 2015
Increasing dependence on foreign water resources? An assessment of trends in global virtual water flows using a self-organizing time map.
Ecol. Informatics, 2015
Toward robust early-warning models: A horse race, ensembles and model uncertainty.
CoRR, 2015
Detect & Describe: Deep Learning of Bank Stress in the News.
Proceedings of the IEEE Symposium Series on Computational Intelligence, 2015
Crisis Modeler: A Tool for Exploring Crisis Predictions.
Proceedings of the IEEE Symposium Series on Computational Intelligence, 2015
2014
Combining visual customer segmentation and response modeling.
Neural Comput. Appl., 2014
On biologically inspired predictions of the global financial crisis.
Neural Comput. Appl., 2014
A weighted SOM for classifying data with instance-varying importance.
Int. J. Mach. Learn. Cybern., 2014
Interactive Visual Exploration of Topic Models using Graphs.
CoRR, 2014
Aggregation operators for the measurement of systemic risk.
CoRR, 2014
From Bits to Atoms: 3D Printing in the Context of Supply Chain Strategies.
Proceedings of the 47th Hawaii International Conference on System Sciences, 2014
From text to bank interrelation maps.
Proceedings of the IEEE Conference on Computational Intelligence for Financial Engineering & Economics, 2014
Mapping Financial Stability
Computational Risk Management, Springer, ISBN: 978-3-642-54956-4, 2014
2013
Decomposing the global financial crisis: A Self-Organizing Time Map.
Pattern Recognit. Lett., 2013
Financial performance analysis of European banks using a fuzzified Self-Organizing Map.
Int. J. Knowl. Based Intell. Eng. Syst., 2013
Clustering of the Self-Organizing Time Map.
Neurocomputing, 2013
Self-organizing time map: An abstraction of temporal multivariate patterns.
Neurocomputing, 2013
Exploiting the self-organizing financial stability map.
Eng. Appl. Artif. Intell., 2013
Cluster Coloring of the Self-Organizing Map: An Information Visualization Perspective.
Proceedings of the 17th International Conference on Information Visualisation, 2013
Visual Data-Driven Profiling of Green Consumers.
Proceedings of the 17th International Conference on Information Visualisation, 2013
Green vs. Non-Green Customer Behavior: A Self-Organizing Time Map over Greenness.
Proceedings of the 13th IEEE International Conference on Data Mining Workshops, 2013
A Self-Organizing Time Map for time-to-event data.
Proceedings of the IEEE Symposium on Computational Intelligence and Data Mining, 2013
2012
Visual tracking of the millennium development goals with a fuzzified self-organizing neural network.
Int. J. Mach. Learn. Cybern., 2012
A Framework for State Transitions on the Self-Organizing Map: some Temporal Financial Applications.
Intell. Syst. Account. Finance Manag., 2012
Temporal Customer Segmentation Using the Self-organizing Time Map.
Proceedings of the 16th International Conference on Information Visualisation, 2012
Probabilistic Modeling of State Transitions on the Self-Organizing Map: Some Temporal Financial Applications.
Proceedings of the 45th Hawaii International International Conference on Systems Science (HICSS-45 2012), 2012
2011
Neuro-Genetic Predictions of Currency crises.
Intell. Syst. Account. Finance Manag., 2011
Visual predictions of currency crises using self-organizing maps.
Intell. Syst. Account. Finance Manag., 2011
Fuzzy Clustering of the Self-Organizing Map: Some Applications on Financial Time Series.
Proceedings of the Advances in Self-Organizing Maps - 8th International Workshop, 2011
Sovereign debt monitor: A visual Self-organizing maps approach.
Proceedings of the 2011 IEEE Symposium on Computational Intelligence for Financial Engineering and Economics, 2011
Visual tracking of the Millennium Development Goals with a Self-organizing neural network.
Proceedings of the IEEE Symposium on Computational Intelligence and Data Mining, 2011
2010
Early-warning analysis for currency crises in emerging markets: A revisit with fuzzy clustering.
Intell. Syst. Account. Finance Manag., 2010
Visual monitoring of financial stability with a self-organizing neural network.
Proceedings of the 10th International Conference on Intelligent Systems Design and Applications, 2010