A survey of deep learning and foundation models for time series forecasting

JA Miller, M Aldosari, F Saeed, NH Barna… - arXiv preprint arXiv …, 2024 - arxiv.org
Deep Learning has been successfully applied to many application domains, yet its
advantages have been slow to emerge for time series forecasting. For example, in the well …

Knowledge Enhanced Deep Learning: Application to Pandemic Prediction

JA Miller, NH Barna, S Rana… - 2023 IEEE 9th …, 2023 - ieeexplore.ieee.org
Deep Learning has been successfully applied to many problem domains, yet its advantages
have been slow to emerge for time series forecasting. For example, in the well-known M …

[PDF][PDF] Data streams curation for better machine learning functionality and result to serve IoT and other applications: a survey

H Salah, I Al-Omari, J Alwidian… - Journal of Computer …, 2019 - researchgate.net
Data Curation on data streams is effective in operating and reducing costs of BIG DATA
analytic. Basically, analytic preparation requires data curation of available heterogeneous …

[PDF][PDF] Introduction to Computational Data Science Using ScalaTion

JA Miller - Technical report, The University of Georgia, 2023 - cobweb.cs.uga.edu
Applied Mathematics accelerated starting with the differential equations of Euler's analytical
mechanics published in early 1700s [45, 117]. Over time increasingly accurate mathematical …

Data Curation and Optimization Techniques: A Systematic Mapping Study

JAA Ferreira, MA Musicante… - Authorea …, 2022 - advance.sagepub.com
We develop a Systematic Mapping Study to observe trends and research opportunities
around the concepts and techniques used in Data Curation for Big Data. Our work …

[PDF][PDF] Forecasting Vehicle Traffic with Big Data

H Peng - 2019 - getd.libs.uga.edu
Traffic forecasting is an important issue in several aspects. It may help governments and city
planners make better decisions in regards to an intelligent transportation system. Traffic app …

[PDF][PDF] Introduction to ScalaTion

JA Miller - 2018 - cobweb.cs.uga.edu
Coded in Scala, the ScalaTion framework provides support for large-scale analytics and
simulation [3]. ScalaTion provides extensive support for analytics, optimization and …