Data-driven construction of visual query interface for time series data

This Final Year Project explores data-driven techniques to help end-users to query such time series data. The goal of the project is to design and implement an efficient and scalable algorithm that can fill up pattern panels in SENSOR, a novel data-driven sketch-based visual query interface (VQI)...

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Main Author: Yip, Justin Jia En
Other Authors: Sourav S Bhowmick
Format: Final Year Project
Language:English
Published: Nanyang Technological University 2023
Subjects:
Online Access:https://hdl.handle.net/10356/166557
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-1665572023-05-05T15:41:53Z Data-driven construction of visual query interface for time series data Yip, Justin Jia En Sourav S Bhowmick School of Computer Science and Engineering ASSourav@ntu.edu.sg Engineering::Computer science and engineering::Data This Final Year Project explores data-driven techniques to help end-users to query such time series data. The goal of the project is to design and implement an efficient and scalable algorithm that can fill up pattern panels in SENSOR, a novel data-driven sketch-based visual query interface (VQI) construction system that automatically constructs its VQI from time series data using representative objects called shapelets, which are formed from the data. With a multi-optimization objective of High Diversity, High Coverage and Low Cognitive Load, methods to interpret and work with time series data and various models have and are being explored to facilitate the development of the final algorithm. This Final Report aims to walk through the following components of the project – an introduction, literature review of existing work and new research, an analysis of its requirements with review. Following this, this report also covers the proposed algorithm in detail, a walkthrough on how the output will be visualized, usability tests, and finally future work to further improve upon the current work. Bachelor of Engineering (Computer Science) 2023-05-05T02:46:40Z 2023-05-05T02:46:40Z 2023 Final Year Project (FYP) Yip, J. J. E. (2023). Data-driven construction of visual query interface for time series data. Final Year Project (FYP), Nanyang Technological University, Singapore. https://hdl.handle.net/10356/166557 https://hdl.handle.net/10356/166557 en SCSE22-0327 application/pdf Nanyang Technological University
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Engineering::Computer science and engineering::Data
spellingShingle Engineering::Computer science and engineering::Data
Yip, Justin Jia En
Data-driven construction of visual query interface for time series data
description This Final Year Project explores data-driven techniques to help end-users to query such time series data. The goal of the project is to design and implement an efficient and scalable algorithm that can fill up pattern panels in SENSOR, a novel data-driven sketch-based visual query interface (VQI) construction system that automatically constructs its VQI from time series data using representative objects called shapelets, which are formed from the data. With a multi-optimization objective of High Diversity, High Coverage and Low Cognitive Load, methods to interpret and work with time series data and various models have and are being explored to facilitate the development of the final algorithm. This Final Report aims to walk through the following components of the project – an introduction, literature review of existing work and new research, an analysis of its requirements with review. Following this, this report also covers the proposed algorithm in detail, a walkthrough on how the output will be visualized, usability tests, and finally future work to further improve upon the current work.
author2 Sourav S Bhowmick
author_facet Sourav S Bhowmick
Yip, Justin Jia En
format Final Year Project
author Yip, Justin Jia En
author_sort Yip, Justin Jia En
title Data-driven construction of visual query interface for time series data
title_short Data-driven construction of visual query interface for time series data
title_full Data-driven construction of visual query interface for time series data
title_fullStr Data-driven construction of visual query interface for time series data
title_full_unstemmed Data-driven construction of visual query interface for time series data
title_sort data-driven construction of visual query interface for time series data
publisher Nanyang Technological University
publishDate 2023
url https://hdl.handle.net/10356/166557
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