Call for Papers:Vol.11 Issue.2

Submission
Last date		 28-Apr-2025
Acceptance Status In One Day
Paper Publish In Two Days
Submit ManuScript

News & Updates

Submit Article

Dear Authors, Article publish in our journal for Volume-11,Issue-2. For article submission on below link: Submit Manuscript


Join As Board

Dear Reviewer, You can join our Reviewer team without given any charges in our journal. Submit Details on below link: Join As Board


Paper Publication Charges

IJARIIE APP
Download Android App

For Authors

Archives

IJARIIE Board

Downloads

Android App

Download IJARIIE APP

Authors

Title: :  An Analysis of Time Series Analysis and Forecasting Techniques
PaperId: :  21608
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 9 Issue 5 2023
DUI:    16.0415/IJARIIE-21608
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Dr. Pankaj MalikMedi-Caps University
Aditya Singh DangiMedi-Caps University
Aditya Singh ThakurMedi-Caps University
Aditya Pratap Singh PariharMedi-Caps University
Utkarsh SharmaMedi-Caps University
Lakshya MishraMedi-Caps University

Abstract

Computer Engineering
Time Series Analysis, Forecasting Techniques
Time series analysis and forecasting play a pivotal role in various domains, enabling informed decision-making and accurate predictions. This research paper conducts an in-depth analysis of diverse time series analysis and forecasting techniques, examining their efficacy, applicability, and interpretability. Through a systematic evaluation of established and emerging methods, we unveil their strengths and limitations across a spectrum of real-world scenarios. Leveraging empirical experiments and case studies, we present a comprehensive comparative assessment, shedding light on the performance of methods such as ARIMA, Exponential Smoothing, LSTM networks, and more. By scrutinizing the nuances of each technique, we illuminate the challenges posed by varying data characteristics and contexts. Moreover, we explore the evolving landscape of interpretability and explainability within time series forecasting, emphasizing the importance of transparent models in critical decision-making scenarios. As time series analysis continues to evolve, we chart a path toward future advancements, identifying open research questions and underscoring the need for innovative approaches to address persisting challenges. This research serves as a compass for practitioners and researchers, guiding them in selecting appropriate techniques and inspiring new avenues of exploration in the dynamic realm of time series analysis and forecasting.

Citations

Copy and paste a formatted citation or use one of the links to import into a bibliography manager and reference.

IJARIIE Dr. Pankaj Malik, Aditya Singh Dangi, Aditya Singh Thakur, Aditya Pratap Singh Parihar, Utkarsh Sharma, and Lakshya Mishra. "An Analysis of Time Series Analysis and Forecasting Techniques" International Journal Of Advance Research And Innovative Ideas In Education Volume 9 Issue 5 2023 Page 1364-1374
MLA Dr. Pankaj Malik, Aditya Singh Dangi, Aditya Singh Thakur, Aditya Pratap Singh Parihar, Utkarsh Sharma, and Lakshya Mishra. "An Analysis of Time Series Analysis and Forecasting Techniques." International Journal Of Advance Research And Innovative Ideas In Education 9.5(2023) : 1364-1374.
APA Dr. Pankaj Malik, Aditya Singh Dangi, Aditya Singh Thakur, Aditya Pratap Singh Parihar, Utkarsh Sharma, & Lakshya Mishra. (2023). An Analysis of Time Series Analysis and Forecasting Techniques. International Journal Of Advance Research And Innovative Ideas In Education, 9(5), 1364-1374.
Chicago Dr. Pankaj Malik, Aditya Singh Dangi, Aditya Singh Thakur, Aditya Pratap Singh Parihar, Utkarsh Sharma, and Lakshya Mishra. "An Analysis of Time Series Analysis and Forecasting Techniques." International Journal Of Advance Research And Innovative Ideas In Education 9, no. 5 (2023) : 1364-1374.
Oxford Dr. Pankaj Malik, Aditya Singh Dangi, Aditya Singh Thakur, Aditya Pratap Singh Parihar, Utkarsh Sharma, and Lakshya Mishra. 'An Analysis of Time Series Analysis and Forecasting Techniques', International Journal Of Advance Research And Innovative Ideas In Education, vol. 9, no. 5, 2023, p. 1364-1374. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/An_Analysis_of_Time_Series_Analysis_and_Forecasting_Techniques_ijariie21608.pdf (Accessed : 08 January 2025).
Harvard Dr. Pankaj Malik, Aditya Singh Dangi, Aditya Singh Thakur, Aditya Pratap Singh Parihar, Utkarsh Sharma, and Lakshya Mishra. (2023) 'An Analysis of Time Series Analysis and Forecasting Techniques', International Journal Of Advance Research And Innovative Ideas In Education, 9(5), pp. 1364-1374IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/An_Analysis_of_Time_Series_Analysis_and_Forecasting_Techniques_ijariie21608.pdf (Accessed : 08 January 2025)
IEEE Dr. Pankaj Malik, Aditya Singh Dangi, Aditya Singh Thakur, Aditya Pratap Singh Parihar, Utkarsh Sharma, and Lakshya Mishra, "An Analysis of Time Series Analysis and Forecasting Techniques," International Journal Of Advance Research And Innovative Ideas In Education, vol. 9, no. 5, pp. 1364-1374, Sep-Oct 2023. [Online]. Available: https://ijariie.com/AdminUploadPdf/An_Analysis_of_Time_Series_Analysis_and_Forecasting_Techniques_ijariie21608.pdf [Accessed : 08 January 2025].
Turabian Dr. Pankaj Malik, Aditya Singh Dangi, Aditya Singh Thakur, Aditya Pratap Singh Parihar, Utkarsh Sharma, and Lakshya Mishra. "An Analysis of Time Series Analysis and Forecasting Techniques." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 9 number 5 (08 January 2025).
Vancouver Dr. Pankaj Malik, Aditya Singh Dangi, Aditya Singh Thakur, Aditya Pratap Singh Parihar, Utkarsh Sharma, and Lakshya Mishra. An Analysis of Time Series Analysis and Forecasting Techniques. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2023 [Cited : 08 January 2025]; 9(5) : 1364-1374. Available from: https://ijariie.com/AdminUploadPdf/An_Analysis_of_Time_Series_Analysis_and_Forecasting_Techniques_ijariie21608.pdf
BibTex EndNote RefMan RefWorks

Number Of Downloads


Last download on 1/8/2025 5:55:42 AM

Save in Google Drive

Similar-Paper

TitleArea of ResearchAuther NameAction
Enhancing Security of Image Steganography Using Visual CryptographyComputer EngineeringArman Ashpak Shaikh Download
A Survey on Deep Learning Approach For Suspicious Activity Detection from Surveillance Video in Examination HallComputer EngineeringNeha Patil Download
Cloud Computing Security: Threats and CountermeasuresComputer SciencePooja Kumari Gupta Download
NEUROIMAGE-BASED STROKE IDENTIFICATION: A MACHINE LEARNING APPROACHTechnology Omprasad Narkhede Download
DESIGNING A WEBSITE FOR ELECTRIC BIKE SHOWROOM: A STEP INTO THE FUTUREComputer Science Mr. Swapnil Sanjay Bafana Download
Disease Identification and Severity Level Estimation on PlantComputer EngineeringJayshree Tryambak Odhekar Download
TRAFFIC SEVERITY PREDICTION USING MACHINE LEARNING AND DEEP LEARNINGComputer Science Engineering Mrs. G.Shruthi Download
IMPROVING THE ANALYTICAL APPROACH TO RELIABILITY AND RISKS IN ENGINEERING SYSTEM USING INTELLIGENT BASED SUPER CAPACITOREngineeringUDEH UBASINACHI OSMOND Download
Pneumonia Disease Detection SystemArtificial intelligence and machine learningRajnesh Rajpoot Download
LEARNING METHODS: DEFINITIONS, COMPARISONS, AND RESEARCH BASES INDUCTIVE TEACHINGComputer Engginering Prof: Datir Anil Dadasaheb Download
Excellent communication skills lead to academic achievement, professional development, and creative. Contributions to the area of EngineeringComputer Engginering Prof: Kawade Ajay Vilasarao 1 Download
Object Detection Using -AIComputer EngineeringAditya Shinde Download
Malware DetectionComputer EngineeringAmit Dixit Download
Autonomous Drone Technology in Underground Mining: A Review of Current Trends and Future DirectionsScience and TechAbubakar Hussaini Download
A Review Paper on Diffuse ReflectionComputer ScienceDr.Pradeep V Download
12