Innovations in Agricultural Forecasting: A Multivariate Regression Study on Global Crop Yield Prediction

no code implementations • 4 Dec 2023 • Ishaan Gupta, Samyutha Ayalasomayajula, Yashas Shashidhara, Anish Kataria, Shreyas Shashidhara, Krishita Kataria, Aditya Undurti

The models were trained and tested using the Food and Agricultural Organization of the United Nations data, along with the World Bank Climate Change Data Catalog.

Crop Yield Prediction regression

Which Modality should I use -- Text, Motif, or Image? : Understanding Graphs with Large Language Models

no code implementations • 16 Nov 2023 • Debarati Das, Ishaan Gupta, Jaideep Srivastava, Dongyeop Kang

Our research integrates graph data with Large Language Models (LLMs), which, despite their advancements in various fields using large text corpora, face limitations in encoding entire graphs due to context size constraints.

Severity and Mortality Prediction Models to Triage Indian COVID-19 Patients

no code implementations • 2 Sep 2021 • Samarth Bhatia, Yukti Makhija, Sneha Jayaswal, Shalendra Singh, Ishaan Gupta

Here, we present two interpretable machine learning models predicting the clinical outcomes, severity, and mortality, of the patients based on routine non-invasive surveillance of blood parameters from one of the largest cohorts of Indian patients at the day of admission.

Interpretable Machine Learning Mortality Prediction

Challenges in the application of a mortality prediction model for COVID-19 patients on an Indian cohort

no code implementations • 15 Jan 2021 • Yukti Makhija, Samarth Bhatia, Shalendra Singh, Sneha Kumar Jayaswal, Prabhat Singh Malik, Pallavi Gupta, Shreyas N. Samaga, Shreya Johri, Sri Krishna Venigalla, Rabi Narayan Hota, Surinder Singh Bhatia, Ishaan Gupta

Therefore, it becomes essential to triage the patients based on the severity of their disease and devote resources towards critically ill patients.

Mortality Prediction Survival Prediction