chal@CS.CMU.EDU (Prasad Chalasani) (11/13/89)
I can't recall who asked about references to learning theory papers, but
these are the papers I'm familiar with. Please add more to this list if you
can...
@article{Val84,
AUTHOR = { L G Valiant },
TITLE = { A Theory of the Learnable },
JOURNAL = { CACM },
YEAR = { 1984 },
VOLUME = { 27 },
NUMBER = { 11 },
PAGES = { 1134-1142 },
MONTH = { Nov },
NOTE = { }}
@techreport{Nat87,
AUTHOR = { B K Natarajan },
TITLE = { Two New Frameworks for Learning },
INSTITUTION = { Carnegie Mellon University },
YEAR = { 1987 },
NUMBER = { CMU-RI-TR-87-25 },
ADDRESS = { The Robotics Institute, CMU, Pittsburgh, PA 15213 },
MONTH = { Nov },
NOTE = { }}
@techreport{Chris89,
AUTHOR = { L Chrisman },
TITLE = { Extending the Valiant Framework to Detect Incorrect Bias },
INSTITUTION = { School of Computer Science, Carnegie Mellon University },
YEAR = { 1989 },
NUMBER = { CMU-CS-89-137 },
ADDRESS = { Pittsburgh PA 15213 },
MONTH = { May },
NOTE = { }}
@article{Pit88,
AUTHOR = { L G Valiant and L G Valiant },
TITLE = { Computational Limitations on Learning from Examples },
JOURNAL = { JACM },
YEAR = { 1988 },
VOLUME = { 35 },
NUMBER = { 4 },
PAGES = { 965-984 },
MONTH = { Oct },
NOTE = { }}
@inproceedings{Ams89,
AUTHOR = { J Amsterdam },
TITLE = { Some Philosophical Problems with Formal Learning Theory },
BOOKTITLE = { IJCAI'89 },
YEAR = { 1989 },
PAGES = { 580-584 },
ORGANIZATION = { AAAI },
NOTE = { }}
@techreport{Blumer87,
AUTHOR = { A Ehrenfeucht and D Haussler and M K Warmuth and M K Warmuth },
TITLE = { Learnability and the Vapnik-Chervonenkis Dimension },
INSTITUTION = { University of California, Santa Cruz },
YEAR = { 1987 },
NUMBER = { UCSC-CRL-87-20 },
ADDRESS = { Santa Cruz CA 95064 USA },
MONTH = { Nov },
NOTE = { }}
@article{Haussler88,
AUTHOR = { D Haussler },
TITLE = { Quantifying Inductive Bias: AI Learning Algorithms and Valiant's Learning Framework },
JOURNAL = { Artificial Intelligence },
YEAR = { 1988 },
VOLUME = { 36 },
PAGES = { 177-221 },
NOTE = { }}
@inproceedings{Kearns87,
AUTHOR = { L Pitt and L G Valiant and L G Valiant },
TITLE = { Recent Results in Boolean Concept Learning },
BOOKTITLE = { Proc 4th International Workshop on Machine Learning },
YEAR = { 1987 },
NOTE = { }}
@techreport{Natarajan87,
AUTHOR = { B K Natarajan },
TITLE = { Learning Functions from Examples },
INSTITUTION = { The Robotics Institute, Carnegie Mellon University },
YEAR = { 1987 },
NUMBER = { CMU-RI-TR-87-19 },
ADDRESS = { Pittsburgh PA 15213 },
MONTH = { Aug },
NOTE = { }}
@inproceedings{Amsterdam88,
AUTHOR = { J Amsterdam },
TITLE = { Extending the Valiant Learning Model },
BOOKTITLE = { Proceedings of 5th International Conference on Machine Learning-1988 },
YEAR = { 1988 },
PAGES = { 380-393 },
NOTE = { }}
--
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Prasad Chalasani
School of Computer Science
Carnegie Mellon University
Pittsburgh PA 15213
(412)-268-3053
"What? You search? You would multiply by tens and hundreds? You seek followers?
Seek ZEROs!" Nietszche, _Twilight of the Idols_
|||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||chal@CS.CMU.EDU (Prasad Chalasani) (11/14/89)
My previous bibliography listing had a few errors, so here's a
more correct version:
@article{Val84,
AUTHOR = { L G Valiant },
TITLE = { A Theory of the Learnable },
JOURNAL = { CACM },
YEAR = { 1984 },
VOLUME = { 27 },
NUMBER = { 11 },
PAGES = { 1134-1142 },
MONTH = { Nov },
NOTE = { }}
@techreport{Nat87,
AUTHOR = { B K Natarajan },
TITLE = { Two New Frameworks for Learning },
INSTITUTION = { Carnegie Mellon University },
YEAR = { 1987 },
NUMBER = { CMU-RI-TR-87-25 },
ADDRESS = { The Robotics Institute, CMU, Pittsburgh, PA 15213 },
MONTH = { Nov },
NOTE = { }}
@techreport{Chris89,
AUTHOR = { L Chrisman },
TITLE = { Extending the Valiant Framework to Detect Incorrect Bias },
INSTITUTION = { School of Computer Science, Carnegie Mellon University },
YEAR = { 1989 },
NUMBER = { CMU-CS-89-137 },
ADDRESS = { Pittsburgh PA 15213 },
MONTH = { May },
NOTE = { }}
@article{Pit88,
AUTHOR = { L Pitt and L G Valiant },
TITLE = { Computational Limitations on Learning from Examples },
JOURNAL = { JACM },
YEAR = { 1988 },
VOLUME = { 35 },
NUMBER = { 4 },
PAGES = { 965-984 },
MONTH = { Oct },
NOTE = { }}
@inproceedings{Ams89,
AUTHOR = { J Amsterdam },
TITLE = { Some Philosophical Problems with Formal Learning Theory },
BOOKTITLE = { IJCAI'89 },
YEAR = { 1989 },
PAGES = { 580-584 },
ORGANIZATION = { AAAI },
NOTE = { }}
@techreport{Blumer87,
AUTHOR = { A Blumer A Ehrenfeucht and D Haussler and M K Warmuth },
TITLE = { Learnability and the Vapnik-Chervonenkis Dimension },
INSTITUTION = { University of California, Santa Cruz },
YEAR = { 1987 },
NUMBER = { UCSC-CRL-87-20 },
ADDRESS = { Santa Cruz CA 95064 USA },
MONTH = { Nov },
NOTE = { }}
@article{Haussler88,
AUTHOR = { D Haussler },
TITLE = { Quantifying Inductive Bias: AI Learning Algorithms and Valiant's Learning Framework },
JOURNAL = { Artificial Intelligence },
YEAR = { 1988 },
VOLUME = { 36 },
PAGES = { 177-221 },
NOTE = { }}
@inproceedings{Kearns87,
AUTHOR = { M Kearns and L Pitt and L G Valiant },
TITLE = { Recent Results in Boolean Concept Learning },
BOOKTITLE = { Proc 4th International Workshop on Machine Learning },
YEAR = { 1987 },
NOTE = { }}
@techreport{Natarajan87,
AUTHOR = { B K Natarajan },
TITLE = { Learning Functions from Examples },
INSTITUTION = { The Robotics Institute, Carnegie Mellon University },
YEAR = { 1987 },
NUMBER = { CMU-RI-TR-87-19 },
ADDRESS = { Pittsburgh PA 15213 },
MONTH = { Aug },
NOTE = { }}
@inproceedings{Amsterdam88,
AUTHOR = { J Amsterdam },
TITLE = { Extending the Valiant Learning Model },
BOOKTITLE = { Proceedings of 5th International Conference on Machine Learning-1988 },
YEAR = { 1988 },
PAGES = { 380-393 },
NOTE = { }}
--
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Prasad Chalasani
School of Computer Science
Carnegie Mellon University
Pittsburgh PA 15213
(412)-268-3053
"What? You search? You would multiply by tens and hundreds? You seek followers?
Seek ZEROs!" Nietszche, _Twilight of the Idols_
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