List of works - Richard Caruana

(Not) Bounding the True Error ⬇️

article by John Langford & Richard Caruana published 2002 in Advances in Neural Information Processing Systems 14

A method for measuring the relative information content of data from different monitoring protocols

scientific article published in 2010

Accurate intelligible models with pairwise interactions

scientific article published in 2013

Data-intensive Science: A New Paradigm for Biodiversity Studies

scientific article published in July 2009

Detecting Migrating Birds at Night

scholarly article published June 2016

Distill-and-Compare

scientific article published on 2 February 2018

Distributed tuning of machine learning algorithms using MapReduce Clusters

scientific article published on 26 July 2011

Do Deep Nets Really Need to be Deep? ⬇️

scientific article published in January 2014

Efficient Forward Architecture Search ⬇️

scientific article published in January 2019

Evaluating the C-section rate of different physician practices: using machine learning to model standard practice

scientific article

Improving Document Ranking with Dual Word Embeddings ⬇️

scientific article published in 2016

Intelligible Models for HealthCare

scientific article published in 2015

Intelligible models for classification and regression

scientific article published in 2012

Introduction

article published in 2008

Learning Many Related Tasks at the Same Time with Backpropagation ⬇️

scientific article published in January 1995

Learning to Detect Vandalism in Social Content Systems: A Study on Wikipedia

scientific article published in 2013

Machine learning for sub-population assessment: evaluating the C-section rate of different physician practices.

scientific article

Multitask Learning

scholarly article

Overfitting in Neural Nets: Backpropagation, Conjugate Gradient, and Early Stopping ⬇️

scientific article published in January 2001

Predicting dire outcomes of patients with community acquired pneumonia.

scientific article

Predicting good probabilities with supervised learning

article published in 2005

Promoting Poor Features to Supervisors: Some Inputs Work Better as Outputs ⬇️

scientific article published in January 1997

Using multiple samples to learn mixture models ⬇️

scientific article published in January 2013

Using the Future to "Sort Out" the Present: Rankprop and Multitask Learning for Medical Risk Evaluation ⬇️

scientific article published in January 1996

List of works by Richard Caruana

(Not) Bounding the True Error ⬇️

A method for measuring the relative information content of data from different monitoring protocols

Accurate intelligible models with pairwise interactions

Data-intensive Science: A New Paradigm for Biodiversity Studies

Detecting Migrating Birds at Night

Distill-and-Compare

Distributed tuning of machine learning algorithms using MapReduce Clusters

Do Deep Nets Really Need to be Deep? ⬇️

Efficient Forward Architecture Search ⬇️

Evaluating the C-section rate of different physician practices: using machine learning to model standard practice

Improving Document Ranking with Dual Word Embeddings ⬇️

Intelligible Models for HealthCare

Intelligible models for classification and regression

Introduction

Learning Many Related Tasks at the Same Time with Backpropagation ⬇️

Learning to Detect Vandalism in Social Content Systems: A Study on Wikipedia

Machine learning for sub-population assessment: evaluating the C-section rate of different physician practices.

Multitask Learning

Overfitting in Neural Nets: Backpropagation, Conjugate Gradient, and Early Stopping ⬇️

Predicting dire outcomes of patients with community acquired pneumonia.

Predicting good probabilities with supervised learning

Promoting Poor Features to Supervisors: Some Inputs Work Better as Outputs ⬇️

Using multiple samples to learn mixture models ⬇️

Using the Future to "Sort Out" the Present: Rankprop and Multitask Learning for Medical Risk Evaluation ⬇️