CS PhD student at IGDTUW | UNESCO Research Fellow | Don Lavoie Fellow at GMU | Elinor Ostrom Doctoral Fellow | ex-Google | ex-Adobe | ex-Mozilla
Nota Bene: I self-sustain. No cash reserves. I work and pay my bills, while studying. I am looking for remote work in 2024. Write to me if you're a professor, recruiter, admissions counselor, grant writer, policy researcher, run a non-profit, looking for online tutor, or simply a hustler yourself.Published Jan 01, 2021
In this post, I give a glimpse of my Master’s study and what experiments I carried out and their inferences. Feel free to reach out to discuss more.
When two targets among distractors are presented close in time (200-500ms), processing of the second target (T2) is impaired, provided the first target (T1) is correctly identified. This phenomenon known as attentional blink has been tested with an array of stimuli, mostly static like letters and digits. However, very few have studied attentional blink with dynamic stimuli like random dot patterns (RDP). Given dynamic stimuli are integrated over space and time, we want to test how RDPs are processed under capacity limited conditions over time and measure the corresponding neural correlates through EEG.
In the simplest of visual activities such as reading a book or watching a video, our eyes briefly fixate in a certain visual space and gradually make a move between fixation points. This happens as our brain goes through visual processing deficit or suppression during rapid eye movement temporarily. Limitations that impact the capacity of our brain to attend to and process a series of visual information/stimuli can be studied using Rapid Serial Visual Representation (RSVP) paradigm. There have been studies in the past that, through RSVP, tried to simulate and study this temporary suppression in our visual processing, called attentional blink. However, all the past research has studied the stimuli that are static in the spatial domain. Would it be applicable to dynamic stimuli like motion stimuli as well? In this research, we design and execute an experiment to understand the attentional suppression and information integration over space and time for dynamic stimuli and analyse the time series data to present a trend.
Since in this paper, we analyse signals coming from different parts of the brain, we begin with an overview of how different compartments in brain are engaged in processing a stimuli:
Our base paper: Raymond, J. E., Shapiro, K. L., & Arnell, K. M. (1992). Temporary suppression of visual processing in an RSVP task: An attentional blink? Journal of experimental psychology: Human perception and performance, 18(3), 849. Chicago
For Dual task, the subject was asked to identify a distinctively black coloured letter embedded in a stream of white letters and also to respond to the absence/presence of an ‘X’, a simple and fully specified probe. In control condition i.e the single task, no target detection was asked, only to identify an X, if present.
Probe-detection data from experimental conditions suggests that post target processing deficit significantly impacts the detection of a fully specified task.
Observations from Raymond’s experiment:
As we have observed above, Raymond’s paper consisted of a series of experiments all centered around tweaking the post-target across time and observing the attention. Spatial attention was held constant. Our aim with this project is to study these correlations with motion stimuli.
If two similar directions are presented close in time they will be integrated to strengthen the signal to noise ratio.
Subjects: Twenty seven college students were recruited from the Allahabad University. All participants’ trials were conducted after prior practice sessions, to mitigate the possibility of good results due to increasing predictability of the experiments. Participants were informed about the experiment and the purpose of the study prior to participation and an informed consent was procured. All experimental procedures were approved by the ethical board of Allahabad University.
Stimuli: Stimuli was designed and presented using Psychtoolbox 3.0.1 with Matlab 2012a on a Samsung monitor (frame-rate 120Hz) in Windows 7 operating system.
Participant Recruitment conditions: The aim of this study is to study neural correlates of attention. We ensured to account for and eliminate the possible confounding factors that might introduce bias in the study. Factors like, left/right handedness, age, vision loss with eye/frequent blinking, motor inhibition, pre-trained or not, etc. Hence, it was made sure that the population of recruitment is within 18 to 30years of age, because with age out attention capabilities are impacted. All study subjects had corrected-to-normal visual sensitivity. It was ensured that participants are healthy, not under medication with regards to physical limitations.
Each participant underwent 400 trials for each of the four scenarios as listed below:
Once a trial is finished, participant gives answers to the following three responses:
As alpha suppression is more evident in the same direction as compared to opposite and perpendicular, attention is acting where it is actually helping in integrating the two motions which is leading to the better perception of T2. Although the results are not strictly conclusive yet, they provided us a direction to go ahead with, a trend that’s worth noting and hinting towards our hypothesis.
I can envision this study having important applications in designing therapeutic treatments for Dementia and neurological disorders, among others.
I’d like to sincerely thank Prof. Sonia Ray for guiding me throughout the work. Grateful to the participants who lent us their time for helping with the data collection. I thank Prof. Mrinmoy Chakrabarty and Prof. Anubha Gupta for their valuable feedback and evaluation.