2024-03-28T19:37:25Zhttps://rei.iteso.mx/oai/requestoai:rei.iteso.mx:11117/76032021-10-27T03:00:52Zcom_11117_662col_11117_663
Muñoz-Elguezábal, Juan F.
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Sánchez-Torres, Juan D.
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2021-10-27T00:23:04Z
2021-10-27T00:23:04Z
2021-06
Muñoz-Elguezábal, J. F. & Sánchez-Torres, J. D. (2021). T-fold sequential-validation technique for out-of-distribution generalization with financial time series data. 4th International Conference on Econometrics and Statistics.
https://hdl.handle.net/11117/7603
The temporal structure in financial time series (FTS) data demands non-trivial considerations in the use of cross-validation (CV). Such frequently used technique is based on statistical learning theory, which is founded on the assumption that training samples are i.i.d. Although there is progress in studying fundamental phenomenons in certain learning methods such as feature selection imbalance during the learning stage, it is currently widely accepted that there will be no reason to expect good out of sample results from a learning process without such strong assumption. In FTS, there are conditions under which sub-sampling data leads to overshadow the effect of non-deterministic relationships between features and the target variable among different samples. Such effect remains unnoticed given the use of the additivity property in the decomposition of objective functions for the Learning Process. Moreover, it reduces to a particular operation the relationship among samples without information attribution. We present a technique that controls information leakage and decomposes the global probability distribution into local probability distributions, providing identification of each sample contribution to the learning process, maintaining information sparsity, therefore, relaxing the effects of the i.i.d. assumption. Parametric stability, as a result, is presented for exchange rate prediction using different predictive models.
ITESO, A.C.
eng
International Conference on Econometrics and Statistics
http://quijote.biblio.iteso.mx/licencias/CC-BY-NC-2.5-MX.pdf
Financial Machine Learning
Cross-Validation
Time Series Forecasting
Learning Theory
T-fold sequential-validation technique for out-of-distribution generalization with financial time series data
info:eu-repo/semantics/conferencePoster
info:eu-repo/semantics/publishedVersion
ORIGINAL
T-Fold-SV Prototype Poster.pdf
T-Fold-SV Prototype Poster.pdf
Presented Version of Protype of Technique
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https://rei.iteso.mx/bitstream/11117/7603/1/T-Fold-SV%20Prototype%20Poster.pdf
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TEXT
T-Fold-SV Prototype Poster.pdf.txt
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11117/7603
oai:rei.iteso.mx:11117/7603
2021-10-26 22:00:52.361
open access
Repositorio Institucional del ITESO (ReI)
biblioteca@iteso.mx
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oai:rei.iteso.mx:11117/50892020-02-12T07:02:41Zcom_11117_662col_11117_663
Nuño-Sánchez, Saúl A.
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Ortiz-Cadena, Elihu B.
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Brun-Battistini, Dominique
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Ruiz-Cruz, Riemann
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Barraza-García, Zeidy M.
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Eccius-Wellmann, Clara C. C.
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Pantoja-Rangel, Rafael
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Mondragón-Suárez, José H.
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Sandoval-Villalbazo, Alfredo
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Acosta-González, Adriana
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Gómez-Salazar, David
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González-Fernández, Belinka
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Valdez-Gutiérrez, Margarita
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Carrasco-Romo, Sergio
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Gómez-García, Dario E.
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Vargas-Salcedo, José G.
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González-Bermúdez, Cristina
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Ibarra-González, Karla P.
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2017-11-09T20:43:48Z
2017-11-09T20:43:48Z
2017-09
(2017) Memorias del Séptimo Foro de la Enseñanza de las Matemáticas Ibero 2017, sede ITESO. Guadalajara, Jalisco: ITESO.
http://hdl.handle.net/11117/5089
En el Séptimo Foro de Enseñanza de las Matemática Ibero 2017 se abordaron temas relacionados con el uso de la historia de las matemáticas en el aula, las transformaciones en las habilidades, destrezas y conocimientos en los alumnos universitarios en la primera década del 2000, el uso de plataformas digitales en la enseñanza de las matemáticas; se expuso sobre situaciones problema en la vida cotidiana relacionados con las matemáticas escolares y la modelación matemática, sobre la historia de la enseñanza de las matermáticas, entre otros temas.
ITESO, A.C.
Universidad Iberoamericana, Campus Santa Fe
spa
ITESO
Séptimo Foro de la Enseñanza de las Matemáticas Ibero;
http://quijote.biblio.iteso.mx/licencias/CC-BY-NC-2.5-MX.pdf
Enseñanza de las Matemáticas
Educación
Matemáticas
Educación Superior
Práctica Docente
Ingeniería
Conocimientos Matemáticos
Memorias del Séptimo Foro de la Enseñanza de las Matemáticas
info:eu-repo/semantics/conferencePaper
ITESO
No
THUMBNAIL
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ORIGINAL
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TEXT
Memorias Congreso de Matemáticas.pdf.txt
Memorias Congreso de Matemáticas.pdf.txt
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oai:rei.iteso.mx:11117/5089
2020-02-12 01:02:41.006
open access
Repositorio Institucional del ITESO (ReI)
biblioteca@iteso.mx
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