Abstract:
Standard farming procedures have been enhanced with the integration of information and communication technologies (ICTs), such as sensors and wireless sensor networks (WS...Show MoreMetadata
Abstract:
Standard farming procedures have been enhanced with the integration of information and communication technologies (ICTs), such as sensors and wireless sensor networks (WSNs), to improve efficiency. This study delves into the observations derived from comments made on YouTube channels pertaining to the topic of smart farming. We further investigate the utilization of machine learning techniques to automate the analysis of comments. In addition, this work utilizes four feature vectorization techniques and nine machine learning models to perform sentiment analysis on a data set of comments. The support vector machine radial basis function (SVM-R) classifier, when combined with the term frequency (TF) vectorizer, gets the highest macro-F1 score of 0.6683. The explainable artificial intelligence (XAI) technique, called local interpretable model-agnostic explanations (LIMEs), has been utilized to gain insights into the outcomes of the highest-performing model.
Published in: IEEE Technology and Society Magazine ( Volume: 43, Issue: 3, September 2024)
School of Informatics and Creative Arts, Dundalk Institute of Technology, Dundalk, Ireland
Abhishek Kaushik is an assistant lecturer and the program director of data analytics (HDip) at the Dundalk Institute of Technology, Dundalk, A91 K584 Ireland. His expertise extends to conversational search, sentiment analysis, and user behavior, underpinned by his strong background in deep learning and regulatory technology.
Abhishek Kaushik is an assistant lecturer and the program director of data analytics (HDip) at the Dundalk Institute of Technology, Dundalk, A91 K584 Ireland. His expertise extends to conversational search, sentiment analysis, and user behavior, underpinned by his strong background in deep learning and regulatory technology.View more
School of Informatics and Creative Arts, Dundalk Institute of Technology, Dundalk, Ireland
Sargam Yadav is currently pursuing a PhD at the Regulated Software Research Center, Dundalk Institute of Technology, Dundalk, A91 K584 Ireland. Her current research interests include sentiment analysis, fairness and bias, explainable artificial intelligence, smart farming technologies, and dialog systems. Yadav has a master’s in data analytics from the Dublin Business School, Dublin, Ireland.
Sargam Yadav is currently pursuing a PhD at the Regulated Software Research Center, Dundalk Institute of Technology, Dundalk, A91 K584 Ireland. Her current research interests include sentiment analysis, fairness and bias, explainable artificial intelligence, smart farming technologies, and dialog systems. Yadav has a master’s in data analytics from the Dublin Business School, Dublin, Ireland.View more
Center for Research in Engineering Surface Technology, Technological University Dublin (TUD), Dublin, Ireland
Shubham Sharma is a material scientist and a microbiologist at Technological University Dublin, Dublin, D07 EWV4 Ireland, where she has been contributing to cutting-edge research since 2019. Her research intersects include material science and microbiology, focusing on innovative approaches and practical applications that drive forward scientific understanding and technological advancements.
Shubham Sharma is a material scientist and a microbiologist at Technological University Dublin, Dublin, D07 EWV4 Ireland, where she has been contributing to cutting-edge research since 2019. Her research intersects include material science and microbiology, focusing on innovative approaches and practical applications that drive forward scientific understanding and technological advancements.View more
School of Informatics and Creative Arts, Dundalk Institute of Technology, Dundalk, Ireland
Kevin McDaid is a lecturer in computing and a dedicated researcher in sports data analytics at the Dundalk Institute of Technology, Dundalk, A91 K584 Ireland.
Kevin McDaid is a lecturer in computing and a dedicated researcher in sports data analytics at the Dundalk Institute of Technology, Dundalk, A91 K584 Ireland.View more
School of Informatics and Creative Arts, Dundalk Institute of Technology, Dundalk, Ireland
Abhishek Kaushik is an assistant lecturer and the program director of data analytics (HDip) at the Dundalk Institute of Technology, Dundalk, A91 K584 Ireland. His expertise extends to conversational search, sentiment analysis, and user behavior, underpinned by his strong background in deep learning and regulatory technology.
Abhishek Kaushik is an assistant lecturer and the program director of data analytics (HDip) at the Dundalk Institute of Technology, Dundalk, A91 K584 Ireland. His expertise extends to conversational search, sentiment analysis, and user behavior, underpinned by his strong background in deep learning and regulatory technology.View more
School of Informatics and Creative Arts, Dundalk Institute of Technology, Dundalk, Ireland
Sargam Yadav is currently pursuing a PhD at the Regulated Software Research Center, Dundalk Institute of Technology, Dundalk, A91 K584 Ireland. Her current research interests include sentiment analysis, fairness and bias, explainable artificial intelligence, smart farming technologies, and dialog systems. Yadav has a master’s in data analytics from the Dublin Business School, Dublin, Ireland.
Sargam Yadav is currently pursuing a PhD at the Regulated Software Research Center, Dundalk Institute of Technology, Dundalk, A91 K584 Ireland. Her current research interests include sentiment analysis, fairness and bias, explainable artificial intelligence, smart farming technologies, and dialog systems. Yadav has a master’s in data analytics from the Dublin Business School, Dublin, Ireland.View more
Center for Research in Engineering Surface Technology, Technological University Dublin (TUD), Dublin, Ireland
Shubham Sharma is a material scientist and a microbiologist at Technological University Dublin, Dublin, D07 EWV4 Ireland, where she has been contributing to cutting-edge research since 2019. Her research intersects include material science and microbiology, focusing on innovative approaches and practical applications that drive forward scientific understanding and technological advancements.
Shubham Sharma is a material scientist and a microbiologist at Technological University Dublin, Dublin, D07 EWV4 Ireland, where she has been contributing to cutting-edge research since 2019. Her research intersects include material science and microbiology, focusing on innovative approaches and practical applications that drive forward scientific understanding and technological advancements.View more
School of Informatics and Creative Arts, Dundalk Institute of Technology, Dundalk, Ireland
Kevin McDaid is a lecturer in computing and a dedicated researcher in sports data analytics at the Dundalk Institute of Technology, Dundalk, A91 K584 Ireland.
Kevin McDaid is a lecturer in computing and a dedicated researcher in sports data analytics at the Dundalk Institute of Technology, Dundalk, A91 K584 Ireland.View more