Geometry of Space Publications

Download papers from previous cohorts in the GoS program below!

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An Evaluation of Autoencoder Based Models for Galaxy Deblending


Authors: Saahir Narang, Sanika Nandpure, and Trang Hoang

Journal: Research Notes of the AAS

Year: 2025

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The Application of Machine Learning to AGN Classification


Authors: Vivek Abraham, Joel Deville, and Garv Kinariwala

Journal: Journal of Undergraduate Research in Physics and Astronomy

Year: 2024

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Modern Methodologies in Machine Learning-Based Classification of Variable Stars


Authors: Anjie Liu and Jasmine C. Xu

Journal: Journal of Undergraduate Research in Physics and Astronomy

Year: 2024

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An Analysis of Blue Straggler Stars in Open Clusters


Authors: Andrew Harvey, Yuvraj Sahu, and Elijah Flores

Journal: Research Notes of the AAS

Year: 2024

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Enhancing Stellar Temperature Estimation through Machine Learning and Multifaceted Data Exploration


Authors: Siddhi Bansal, Phillip Phan, and Zayaan Rahman

Journal: Research Notes of the AAS

Year: 2024

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Machine Learning-based Classification of Variable Stars


Authors: Anjie Liu and Jasmine C. Xu

Journal: Research Notes of the AAS

Year: 2024

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Classifying Emission-line Galaxies Using a Dense Neural Network and Support Vector Machine


Authors: Ayan Gupta, Jazhiel Segura-Monroy, and Yash Totlani

Journal: Research Notes of the AAS

Year: 2024

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The Application of Machine Learning to Quasar and Seyfert Classification


Authors: Vivek Abraham, Joel Deville, and Garv Kinariwala

Journal: Research Notes of the AAS

Year: 2024

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Comparison of Convolutional Neural Networks and Random Forest Classifiers for Strong Gravitational Lens Identification


Authors: Maadhav Kothuri, Surain Saigal, and Sasidhar Ayyalasomayajula

Journal: Research Notes of the AAS

Year: 2024

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Deep Learning and Morphology across Redshifts


Authors: Sanchith Shanmuga, Soham Patel, and Shyamal Mitra (Mentor)

Journal: Journal of Student Research

Year: 2023

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The Study of Quasar Clustering at Low Redshifts


Authors: Jose Ordonez and Carolyn Stripling

Journal: Research Notes of the AAS

Year: 2022

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Approximating Stellar Metallicity Using Photometric Machine Learning


Authors: Rik Ghosh and Soham Saha

Journal: Research Notes of the AAS

Year: 2022

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Detection and Analysis of Galaxy Clusters Via a Hierarchical Algorithmic Approach


Authors: Samantha Liu, Pranav Eswaran, and Shyamal Mitra (Mentor)

Journal: Journal of Student Research

Year: 2021

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The Study of Mass to Light Ratios in Cluster of Galaxies


Authors: Henry A. Long, Parth Dave, Pierce Affleck, and Srivats Parimal

Journal: Research Notes of the AAS

Year: 2021

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High School Research Academy Publications

Download papers from previous cohorts in the HSRA program below!

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Classification of W-R stars using K-means and KNN Machine Learning Models


Authors: William Fang, Saisanthosh Balasubramaniam, and Mihir Bhide

Journal: National High School Journal of Science

Year: 2025

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Variations of Hubble's Parameter Across Galaxy Clusters


Authors: Shreya Manoj Kumar and Hasini Mandapati

Journal: Scholarly Review Journal

Year: 2025

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Analysis of quantitative classification and properties of X-ray binary systems


Authors: Devan Kuppusamy, Praveen Rajkumar, Chris Garcia, and Shyamal Mitra (Mentor)

Journal: Journal of Emerging Investigators

Year: 2025

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Disputing the green valley theory of galaxy evolution


Authors: Victoria Tan and Shyamal Mitra (Mentor)

Journal: Journal of Emerging Investigators

Year: 2025

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Exploration of the density-size correlation of celestial objects on various scales


Authors: Thomas Thomas, Nipun Nagendra, Sreekar Garimella, and Shyamal Mitra (Mentor)

Journal: Journal of Emerging Investigators

Year: 2025

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An Analysis of the Relationship between Color and Morphology of Galaxies with Redshift


Authors: Andrew Yu

Journal: Scholarly Review Journal

Year: 2024

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Emission Line-Independent Method to Classify Seyfert Galaxies


Authors: Andrew Rebello, Vineet Burugua, and Neerav Mula

Journal: Scholarly Review Journal

Year: 2024

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Mass-to-Luminosity Ratio and Its Correlation To Dark Matter Distributions Across Different Galaxy Types


Authors: Jaymin Ding, Pradyota Phaneesh, and Abhiram Atluri

Journal: Scholarly Review Journal

Year: 2024

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Analyzing Morphological Types and Color Indices of Galaxies in Clusters


Authors: Ethan Tang

Journal: Scholarly Review Online

Year: 2023

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Distribution of galaxy morphological types with redshift


Authors: Aryan Harkawat

Journal: Scholarly Review Online

Year: 2023

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A Historical Review of Research on the Density-Size Correlation of the Observable Universe


Authors: Thomas Thomas, Nipun Nagendra, Sreekar Garimellam, and Dr. Shyamal Mitra (Mentor)

Journal: Journal of Student Research

Year: 2023

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Calibrations of Trumpler 20 Red Clump Stars using the Gaia G-bands


Authors: Tiffany Zhang

Journal: Scholarly Review Journal

Year: 2023

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Trends Among Flux, Luminosity, And Color Indices in High Redshift QSOs


Authors: Datta Kurapati, Varun Dubagunta, and Shyamal Mitra

Journal: Journal of Student Research

Year: 2023

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Comparing Primary Distance Indicators


Authors: Tiffany Zhang

Journal: Scholarly Review Journal

Year: 2023

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