Search Results for author: Sayan Dasgupta

Found 3 papers, 0 papers with code

A framework for predicting, interpreting, and improving Learning Outcomes

no code implementations6 Oct 2020 Chintan Donda, Sayan Dasgupta, Soma S Dhavala, Keyur Faldu, Aditi Avasthi

We develop an Embibe Score Quotient model (ESQ) to predict test scores based on observed academic, behavioral and test-taking features of a student.

counterfactual Prediction Intervals

Selecting Biomarkers for building optimal treatment selection rules using Kernel Machines

no code implementations6 Jun 2019 Sayan Dasgupta, Ying Huang

Optimal biomarker combinations for treatment-selection can be derived by minimizing total burden to the population caused by the targeted disease and its treatment.

feature selection General Classification

Feature Elimination in Kernel Machines in moderately high dimensions

no code implementations18 Apr 2013 Sayan Dasgupta, Yair Goldberg, Michael Kosorok

We develop an approach for feature elimination in statistical learning with kernel machines, based on recursive elimination of features. We present theoretical properties of this method and show that it is uniformly consistent in finding the correct feature space under certain generalized assumptions. We present four case studies to show that the assumptions are met in most practical situations and present simulation results to demonstrate performance of the proposed approach.

Vocal Bursts Intensity Prediction

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