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Article
Open AccessSparse transformer with local and seasonal adaptation for multivariate time series forecasting
Transformers have achieved remarkable performance in multivariate time series(MTS) forecasting due to their capability to capture long-term dependencies. However, the canonical attention mechanism has two key ...
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Article
Open AccessA novel extreme adaptive GRU for multivariate time series forecasting
Multivariate time series forecasting is a critical problem in many real-world scenarios. Recent advances in deep learning have significantly enhanced the ability to tackle such problems. However, a primary cha...
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Chapter and Conference Paper
Initial Design and Implementation of an Edge-to-Edge LoRaWAN Data Collection System
Democratizing established research infrastructure yields profound beneficial effects on local regions, especially with sensor networks deployed through environmental research. The active deployment of sensor n...
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Chapter and Conference Paper
Fostering Joint Innovation: A Global Online Platform for Ideas Sharing and Collaboration
In today’s world, where moving forward hinges on innovation and working together, this article introduces a new global online platform that’s all about sparking teamwork to come up with new ideas. This platfor...
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Chapter and Conference Paper
Introductory Pathway to Virtual Reality by Develo** Immersive Games of Skill
As the Virtual Reality (VR) market grows with more innovations in the field, the demand for Virtual Reality developers has increased. With the market potentially hitting half-a-trillion market share by 2030, i...
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Chapter and Conference Paper
A Holistic Approach for Single-Cell Data Trajectory Inference Using Chromosome Physical Location and Ensemble Random Walk
Single-cell RNA sequencing technology enables the analysis of complex, heterogeneous cell samples. However, errors in data processing, dimension reduction, and clustering can negatively impact subsequent calcu...
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Chapter and Conference Paper
A Schedule of Duties in the Cloud Space Using a Modified Salp Swarm Algorithm
Cloud computing is a concept introduced in the information technology era, with the main components being the grid, distributed, and valuable computing. The cloud is being developed continuously and, naturally...
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Article
Open AccessA robust and accurate single-cell data trajectory inference method using ensemble pseudotime
The advance in single-cell RNA sequencing technology has enhanced the analysis of cell development by profiling heterogeneous cells in individual cell resolution. In recent years, many trajectory inference met...
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Chapter and Conference Paper
Generalized EEG Data Acquisition and Processing System
Data acquisition is an integral part in any intelligent system to ensure the data captured can be processed to a meaningful deduction. It is common for the researchers to use the third-party hardware to collec...
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Chapter and Conference Paper
LDAT: A LIDAR Data Analysis and Visualization Tool
Light Detection and Ranging (LiDAR) sensors have been employed in many different ways over time and continue to be utilized today. These sensors produce point clouds which are large and complex data sets that ...
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Chapter and Conference Paper
Software Interfaces for New Vehicle Operating Cost Models Used in Economic Analysis of Transportation Investments: A User Study
Estimating vehicle operating costs (VOCs) allows individuals and organizations to make informed decisions about vehicle usage. As a wide variety of cars and roadway conditions exist, a relatively large amount ...
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Chapter and Conference Paper
An Application for Interaction Comparison Between Virtual Hands and Virtual Reality Controllers
This paper presents an application for Virtual Reality (VR) interfaces for virtual hands which will allow us to compare interaction between virtual hands and VR controllers in Virtual Environments (VEs). Devel...
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Chapter and Conference Paper
Social Media User Study
Social media is a popular pastime in our current society. There are numerous and diverse social media applications available to use. The study presented in this paper aimed to determine which application is ea...
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Chapter and Conference Paper
Microservice-Based System for Environmental Science Software Applications
When an environmental research project grows, technical concerns over system scalability, data exposure, and third-party application support are overlooked. This paper presents a system, the Microservice-based...
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Chapter and Conference Paper
API-First Design: A Survey of the State of Academia and Industry
The evolution of distributed and cloud-based systems has led the computing community to converge on Microservice Architecture (MSA) as a preferred solution to distributed software design. Established design me...
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Chapter and Conference Paper
CARS: A Containerized Amazon Recommender System
With the big data boom, recommender systems that make intelligent recommendations for users have been playing an important role in today’s industry. However, existing recommender systems often overlook scalabi...
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Chapter and Conference Paper
Image Processing Using Multiple GPUs on Webcam Image Streams
Image analysis is an important area in many fields of research, such as sensor networks, where webcams have become an increasingly popular addition. Sensor network webcams gather images frequently and, as such...
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Chapter and Conference Paper
Learning Through Simulations: The Ship Simulator for Learning the Rules of the Road
The user study presented in this paper has investigated the potential benefits of incorporating simulation into the learning process. Simulation-based learning has been employed in the field of science and tec...
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Chapter and Conference Paper
Data Imputation with an Improved Robust and Sparse Fuzzy K-Means Algorithm
Missing data may be one of the biggest problems hindering modern research science. It occurs frequently, for various reasons, and slows down crucial data analytics required to answer important questions relate...
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Chapter and Conference Paper
MUSE: A Music Conducting Recognition System
In this paper, we introduce Music in a Universal Sound Environment(MUSE), a system for gesture recognition in the domain of musical conducting. Our system captures conductors’ musical gestures to drive a MIDI-...
