Key result
This survey provides a comprehensive reference on existing EEG data analysis tools, data processing techniques, and definitions for scientists in computer science and related fields.
Why the study?
Scientists in computer science and related fields need a comprehensive source to identify available tools and understand the processes involved in analyzing EEG data.
This survey serves as a reference guide for scientists in computer science and related fields to understand and utilize EEG data analysis tools and signal processing techniques.
Highlights accessibility gap for non-EE researchers in dementia EEG studies; leaves open effective solutions for broader adoption.
Electroencephalography (EEG) is a mechanism to understand the brain’s functioning by analyzing brain electrical signals. More recently, it has been more commonly used in studies that are focused on the causation and effect of dementia. More tools are now available to gather EEG data. This brings about the challenge of understanding brain signals, which involves signal processing. Professionals with an electrical engineering background are very comfortable analyzing EEG data. Still, scientists in computer science and related fields need a source that can identify all the tools available and the process of analyzing the data. This paper deals specifically with the existing EEG data analysis tools and the processes involved in analyzing the EEG data using these tools. Furthermore, the paper goes in-depth into identifying the tools and the mechanisms of data processing techniques. In addition, it lists a set of definitions required for a better understanding of EEG data analysis, which can be challenging. The purpose of this paper is to serve as a reference for not only scientists that are new to EEG data analysis but also seasoned scientists that are looking for a specific data component in EEG and can go straight to the section of the paper that deals with the tool that they are using.
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Das et al. (2023) reported a review. EEG data analysis software was evaluated. This survey provides a comprehensive reference on existing EEG data analysis tools, data processing techniques, and definitions for scientists in computer science and related fields.
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