Fetching the paper…
Reading the bibliography…
The Shapley value has become a popular method to attribute the prediction of a machine-learning model on an input to its base features.
Aas, K., Jullum, M., and Løland, A · 1903
Earlier work this paper cites.
A value of n-person games
Shapley, L. S · 1953
Earlier work this paper cites.
Values of Non-Atomic Games
Aumann, R. J., and Shapley, L. S · 1974
Earlier work this paper cites.
Introduction to bivariate and multivariate analysis
Lindeman, R.H., P. M., and Gold., R · 1980
Earlier work this paper cites.
Monotonic solutions of cooperative games
Young, H. P · 1985
Earlier work this paper cites.
Fast algorithms for mining association rules
Agrawal, R., and Srikant, R · 1994
Earlier work this paper cites.
Regression shrinkage and selection via the lasso
Tibshirani, R · 1996
Earlier work this paper cites.
Three methods to share joint costs or surplus
Friedman, E., and Moulin, H · 1999
Earlier work this paper cites.
Least angle regression
Efron, B., Hastie, T., Johnstone, I., and Tibshirani, R · 2004
Cited alongside, same era.
Estimators of relative importance in linear regression based on variance decomposition
Grömping, U · 2007
Cited alongside, same era.
Explaining instance classifications with interactions of subsets of feature values
Štrumbelj, E., Kononenko, I., and Šikonja, M. R · 2009
Cited alongside, same era.
Scikit-learn: Machine learning in Python
Pedregosa, F., Varoquaux, G., Gramfort, A., Michel, V., Thirion, B., Grisel, O., Blondel, M., Prettenhofer, P., Weiss, R., Dubourg, V., Vanderplas, J., Passos, A., Cournapeau, D., Brucher, M., Perrot, M., and Duchesnay, E · 2011
Cited alongside, same era.
Axiomatic attribution for multilinear functions
Sun, Y., and Sundararajan, M · 2011
Cited alongside, same era.
Sobol’ indices and shapley value
Algorithmic transparency via quantitative input influence: Theory and experiments with learning systems
Datta, A., Sen, S., and Zick, Y · 2016
Later among the works it cites.
”why should I trust you?”: Explaining the predictions of any classifier
Ribeiro, M. T., Singh, S., and Guestrin, C · 2016
Later among the works it cites.
A unified approach to interpreting model predictions
Lundberg, S., and Lee, S.-I · 2017
Later among the works it cites.
On shapley value for measuring importance of dependent inputs
Owen, A., and Prieur, C · 2017
Later among the works it cites.
Axiomatic attribution for deep networks
Sundararajan, M., Taly, A., and Yan, Q · 2017
Later among the works it cites.
Consistent individualized feature attribution for tree ensembles
alphaXiv searches the wider corpus for related work and actual follow-ups.
alphaXiv is searching for related work…
Owen, A · 2014
Cited alongside, same era.
Explaining prediction models and individual predictions with feature contributions
Štrumbelj, E., and Kononenko, I · 2014
Cited alongside, same era.
Lundberg, S. M., Erion, G. G., and Lee, S · 2018
Later among the works it cites.
A new interaction index inspired by the taylor series
Agarwal, A., Dhamdhere, K., and Sundararajan, M · 2019
Closest in time.