S
Samantha Muñiz
Researcher at Instituto Politécnico Nacional
Publications - 2
Citations - 53
Samantha Muñiz is an academic researcher from Instituto Politécnico Nacional. The author has contributed to research in topics: Gradient descent & Method of steepest descent. The author has an hindex of 2, co-authored 2 publications receiving 42 citations.
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Hessian with Mini-Batches for Electrical Demand Prediction
Israel Elias,José de Jesús Rubio,David Ricardo Cruz,Genaro Ochoa,Juan Francisco Novoa,Dany Ivan Martinez,Samantha Muñiz,Ricardo Balcazar,Enrique Garcia,Cesar Felipe Juarez +9 more
TL;DR: The Hessian is combined with mini-batches for neural network tuning and the discussed algorithm is applied for electrical demand prediction.
Journal ArticleDOI
A fuzzy logic model for hourly electrical power demand modeling
Marco Antonio Islas,José de Jesús Rubio,Samantha Muñiz,Genaro Ochoa,Jaime Pacheco,Jesus Alberto Meda-Campana,Dante Mújica-Vargas,Carlos Aguilar-Ibanez,Guadalupe Juliana Gutierrez,Alejandro Zacarias +9 more
TL;DR: A fuzzy logic model is proposed for more precise hourly electrical power demand modeling in New England that uses a combination of the descending gradient and the mini-lots approach to avoid applying the descend gradient to all data.