2 citations · 7 across the 12 of their papers we have counts for
4 papers · 1 filter
A Limitation of V-Matrix based Methods
Niharika Gauraha, Akshay Chaturvedi
To estimate the conditional probability functions based on the direct problem setting, V-matrix based method was proposed. We construct V-matrix based constrained quadratic program…
Aggregating Predictions on Multiple Non-disclosed Datasets using Conformal Prediction
Ola Spjuth, Lars Carlsson, Niharika Gauraha
Conformal Prediction is a machine learning methodology that produces valid prediction regions under mild conditions. In this paper, we explore the application of making predictions…
conformalClassification: A Conformal Prediction R Package for Classification
Niharika Gauraha, Ola Spjuth
The conformalClassification package implements Transductive Conformal Prediction (TCP) and Inductive Conformal Prediction (ICP) for classification problems. Conformal Prediction (C…
Conformal Prediction in Learning Under Privileged Information Paradigm with Applications in Drug Discovery
Niharika Gauraha, Lars Carlsson, Ola Spjuth
This paper explores conformal prediction in the learning under privileged information (LUPI) paradigm. We use the SVM+ realization of LUPI in an inductive conformal predictor, and…