mfs619 t1_iz9apa8 wrote on December 7, 2022 at 12:49 PM Reply to [D] If you had to pick 10-20 significant papers that summarize the research trajectory of AI from the past 100 years what would they be by versaceblues I think some of the more fundamental statistics papers may have ground to stand on here in the top 20 if not top 10 in terms of total impact. While some were not necessarily paradigm shifters they form the foundation of ML and DL inference. Examples: The positive false discovery rate: a Bayesian interpretation and the q-value: John Storey Cox's Regression Model for Counting Processes: A Large Sample Study-P. K. Andersen, R. D. Gill Nonparametric Estimation from Incomplete Observations: Kaplan and Meier An Algorithm for Least Squares Estimation of Non-linear parameters-Marquardt Maximum Likelihood From Incomplete Data Via the EM Algorithm-Dempster et al. Permalink 3
mfs619 t1_iz9apa8 wrote
Reply to [D] If you had to pick 10-20 significant papers that summarize the research trajectory of AI from the past 100 years what would they be by versaceblues
I think some of the more fundamental statistics papers may have ground to stand on here in the top 20 if not top 10 in terms of total impact.
While some were not necessarily paradigm shifters they form the foundation of ML and DL inference.
Examples:
The positive false discovery rate: a Bayesian interpretation and the q-value: John Storey
Cox's Regression Model for Counting Processes: A Large Sample Study-P. K. Andersen, R. D. Gill
Nonparametric Estimation from Incomplete Observations: Kaplan and Meier
An Algorithm for Least Squares Estimation of Non-linear parameters-Marquardt
Maximum Likelihood From Incomplete Data Via the EM Algorithm-Dempster et al.