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Rich Caruana
Rich Caruana
Microsoft Research
Verifierad e-postadress på microsoft.com
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Multitask learning
R Caruana
Machine learning 28, 41-75, 1997
103771997
An empirical comparison of supervised learning algorithms
R Caruana, A Niculescu-Mizil
Proceedings of the 23rd international conference on Machine learning, 161-168, 2006
38962006
Model compression
C Buciluǎ, R Caruana, A Niculescu-Mizil
Proceedings of the 12th ACM SIGKDD international conference on Knowledge …, 2006
30062006
Do deep nets really need to be deep?
J Ba, R Caruana
Advances in neural information processing systems 27, 2014
26532014
Intelligible models for healthcare: Predicting pneumonia risk and hospital 30-day readmission
R Caruana, Y Lou, J Gehrke, P Koch, M Sturm, N Elhadad
Proceedings of the 21th ACM SIGKDD international conference on knowledge …, 2015
21382015
Predicting good probabilities with supervised learning
A Niculescu-Mizil, R Caruana
Proceedings of the 22nd international conference on Machine learning, 625-632, 2005
19502005
Overfitting in neural nets: Backpropagation, conjugate gradient, and early stopping
R Caruana, S Lawrence, C Giles
Advances in neural information processing systems 13, 2000
16432000
A study of control parameters affecting online performance of genetic algorithms for function optimization
JD Schaffer, R Caruana, LJ Eshelman, R Das
Proceedings of the 3rd international conference on genetic algorithms, 51-60, 1989
15331989
Ensemble selection from libraries of models
R Caruana, A Niculescu-Mizil, G Crew, A Ksikes
Proceedings of the twenty-first international conference on Machine learning, 18, 2004
11522004
Greedy attribute selection
R Caruana, D Freitag
Machine Learning Proceedings 1994, 28-36, 1994
8701994
Removing the genetics from the standard genetic algorithm
S Baluja, R Caruana
Machine Learning Proceedings 1995, 38-46, 1995
8631995
An empirical evaluation of supervised learning in high dimensions
R Caruana, N Karampatziakis, A Yessenalina
Proceedings of the 25th international conference on Machine learning, 96-103, 2008
7672008
Biases in the crossover landscape
LJ Eshelman, RA Caruana, JD Schaffer
Proceedings of the third international conference on Genetic algorithms, 10-19, 1989
7041989
Experience with a learning personal assistant
TM Mitchell, R Caruana, D Freitag, J McDermott, D Zabowski
Communications of the ACM 37 (7), 80-91, 1994
6631994
Intelligible models for classification and regression
Y Lou, R Caruana, J Gehrke
Proceedings of the 18th ACM SIGKDD international conference on Knowledge …, 2012
6602012
Self-optimizing memory controllers: A reinforcement learning approach
E Ipek, O Mutlu, JF Martínez, R Caruana
ACM SIGARCH Computer Architecture News 36 (3), 39-50, 2008
6482008
Accurate intelligible models with pairwise interactions
Y Lou, R Caruana, J Gehrke, G Hooker
Proceedings of the 19th ACM SIGKDD international conference on Knowledge …, 2013
6412013
Interpretml: A unified framework for machine learning interpretability
H Nori, S Jenkins, P Koch, R Caruana
arXiv preprint arXiv:1909.09223, 2019
6012019
Interpreting interpretability: understanding data scientists' use of interpretability tools for machine learning
H Kaur, H Nori, S Jenkins, R Caruana, H Wallach, J Wortman Vaughan
Proceedings of the 2020 CHI conference on human factors in computing systems …, 2020
5772020
Neural additive models: Interpretable machine learning with neural nets
R Agarwal, L Melnick, N Frosst, X Zhang, B Lengerich, R Caruana, ...
Advances in neural information processing systems 34, 4699-4711, 2021
4722021
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