LLMs in Time Series Forecasting

Project Title: LLMs in Time Series Forecasting
Program:
CAREERS (323)

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Tags:
ai (271), artificial-intelligence (884), llm (837), machine-learning (272)

Status: In Progress
Project Leader
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Project Leader:
Drew Zhang

Email: zhuzhang@uri.edu
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Project Personnel
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Mentor(s):
Murat Aydogdu (1738)

Student-facilitator(s):
Naresh Chethala (44757)

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Project Information
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Project Description:
Time series forecasting predicts future values based on past data, helping in decision-making for businesses, finance, and science. Conventional models struggle with long-term dependencies, missing data, and adapting to large, complex datasets. LLMs excel by capturing deeper relationships, handling vast data, and making more flexible, accurate predictions.

This project bridges the gap by combining the reliability of traditional models with the power of LLMs for smarter, more scalable forecasting. 


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Student Facilitator Programming Skill Level: Practical applications
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Project Institution: Western New England University 
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Anchor Institution: CR-University of Rhode Island
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Start as soon as possible.: No
Project Urgency: Already behind3Start date is flexible
Expected Project Duration (in months): 8
Launch Presentation: https://support.access-ci.org/system/files/webform/project/5259/Naresh_Chethala_Careers_launch.pptx
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Final Report
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