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 - **Recognition of atypical behavior in autism diagnosis from video using pose estimation over time**: A study on implementing a computer vision-based approach for automatic Autism Spectrum Disorder prediction, utilizing video data of children to distinguish between typical and atypical behaviors through pose estimation, motion pattern analysis, and binary classification, achieving a 72.4% accuracy. [Link to paper](https://ieeexplore.ieee.org/abstract/document/8918863)
 - **Additional value of augmenting current subscales in braden scale with advanced machine learning technique for pressure injury risk assessment**: Summary of the paper's key points. [Link to paper](https://scholar.google.com/citations?view_op=view_citation&hl=en&user=LAIZZWEAAAAJ&citation_for_view=LAIZZWEAAAAJ:2osOgNQ5qMEC)
 - **An efficient 3d synthetic model generation pipeline for human pose data augmentation**: Insights into this particular publication. [Link to paper](https://scholar.google.com/citations?view_op=view_citation&hl=en&user=LAIZZWEAAAAJ&citation_for_view=LAIZZWEAAAAJ:zYLM7Y9cAGgC)
-- ** Detection of glycemic excursions using morphological and time-domain ECG features**: Insights into this particular publication. [Link to paper](https://scholar.google.com/citations?view_op=view_citation&hl=en&user=LAIZZWEAAAAJ&citation_for_view=LAIZZWEAAAAJ:W7OEmFMy1HYC)
-- ** Masters' Thesis : Data Efficient Analysis of Human Behavior by Spatio-Temporal Pose Generation and Inference**: Insights into this particular publication. [Link to paper](https://scholar.google.com/citations?view_op=view_citation&hl=en&user=LAIZZWEAAAAJ&citation_for_view=LAIZZWEAAAAJ:qjMakFHDy7sC)
+- **Detection of glycemic excursions using morphological and time-domain ECG features**: Insights into this particular publication. [Link to paper](https://scholar.google.com/citations?view_op=view_citation&hl=en&user=LAIZZWEAAAAJ&citation_for_view=LAIZZWEAAAAJ:W7OEmFMy1HYC)
+- **Masters' Thesis : Data Efficient Analysis of Human Behavior by Spatio-Temporal Pose Generation and Inference**: Insights into this particular publication. [Link to paper](https://scholar.google.com/citations?view_op=view_citation&hl=en&user=LAIZZWEAAAAJ&citation_for_view=LAIZZWEAAAAJ:qjMakFHDy7sC)
 
 
 ### Projects
 
 - **SNOOZE**:  An intelligent personal organizer that assists you with ddaily emails - summaries, sending emails, scheduling meetings ,and generating to-do lists. ([Link to Github](https://github.com/kathanvyas/SNOOZE/tree/main)) 
 - **Echoes of Choices**:  Imagine a story navigation game where a user plays as a character in a story which is derived from either a real life story or movie. Using the structure of decisions made by the user, behavior patterns can be studied and compared to baseline decisions. Uses LLM , user - system prompting, Psychology and intelligent visaulisation. ([Link to Github](https://github.com/kathanvyas/SNOOZE/tree/main)) 
-- **Hypoglycemia Classification from ECG**:  Hypoglycemia (Low blood glucose) is a symptom of Type 2 Diabetes and [Link to paper](https://ieeexplore.ieee.org/abstract/document/8918863)
+- **Hypoglycemia Classification from ECG**:  Hypoglycemia (Low blood glucose) is a symptom of Type 2 Diabetes and detection is done using 1 lead ECG which is captured using Zephyr Bioharrness.[Link to Github](https://ieeexplore.ieee.org/abstract/document/8918863)
 - **3D Pose Estimation**:  [Link to paper](https://ieeexplore.ieee.org/abstract/document/8918863)