Projects per year
Personal profile
Research Interests
My general field of research involves understanding human and financial behavior through large amounts of data and the patterns and properties of certain collective phenomena from a statistical physics and machine learning algorithms perspective. An active area of current research is the possibility of detecting regime shifts or tipping points in social and financial systems using unsupervised learning.
Key Words
Boltzmann Machines, Unsupervised Learning, Neural Networks, Tipping Points, Financial Networks, Phase Change.
Profession
Civil Electronic Engineer, Pontificia Universidad Católica de Valparaíso 2000
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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Collaborations and top research areas from the last five years
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Projects
- 1 Active
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1250386: Learning representations on temporal data for early warnings of transitions based on Conditional Boltzmann Machines.
Valle, M. (Principal Investigator)
Agencia Nacional de Investigación y Desarrollo
1/04/25 → 1/04/28
Project: Research
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Stock Market Bubble Warning: A Restricted Boltzmann Machine Approach Using Volatility–Return Sequences
Valle, M. A., Lavín, J. & Urbina, F., May 2025, In: Applied Sciences (Switzerland). 15, 10, 5613.Research output: Contribution to journal › Article › peer-review
Open Access -
Cheating Modulated by Time Pressure in the Matrix Task
Campos, V. F., Valle, M. A. & Bueno, J. L. O., Dec 2024, In: Trends in Psychology. 32, 4, p. 1201-1214 14 p.Research output: Contribution to journal › Article › peer-review
3 Scopus citations -
Evolving demographics: a dynamic clustering approach to analyze residential segregation in Berlin
Masías H, V. H., Stier, J., Navarro R, P., Valle, M. A., Laengle, S., Vargas, A. A. & Crespo R, F. A., Dec 2024, In: EPJ Data Science. 13, 1, 21.Research output: Contribution to journal › Article › peer-review
Open Access2 Scopus citations -
Stock market pattern recognition using symbol entropy analysis
Lavín, J. F., Valle, M. A. & Magner, N. S., Jul 2024, In: North American Journal of Economics and Finance. 73, 102161.Research output: Contribution to journal › Article › peer-review
3 Scopus citations -
A novel methodological approach for analyzing the multifaceted phenomenon of residential segregation: The case of Berlin
Masías H., V. H., Stier, J., Navarro R., P. & Valle, M. A., Oct 2023, In: Cities. 141, 104465.Research output: Contribution to journal › Article › peer-review
4 Scopus citations
Press/Media
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Studies from University of Adolfo Ibanez Yield New Data on Investment (Stock Market Pattern Recognition Using Symbol Entropy Analysis)
2/07/24
1 item of Media coverage
Press/Media