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Hits 1 – 4 of 4
1
How the Structure of the Constraint Space Enables Learning
Chandlee, Jane
;
Eyraud, Remi
;
Heinz, Jeffrey
...
In: Proceedings of the Society for Computation in Linguistics (2019)
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2
Markedness constraints are negative: An autosegmental constraint definition language
Jardine, Adam
;
Heinz, Jeffrey
In:
Proceedings of the fifty-first (51.) annual meeting of the Chicago Linguistic Society
(2016), S. 301-316
Leibniz-Zentrum Allgemeine Sprachwissenschaft
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3
Learning Repairs for Marked Structures
Chandlee, Jane
;
Jardine, Adam
;
Heinz, Jeffrey
In: Proceedings of the Annual Meetings on Phonology; Proceedings of the 2014 Annual Meeting on Phonology ; 2377-3324 (2016)
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4
Very efficient learning of structured classes of subsequential functions from positive data
Jardine, Adam
;
Chandlee, Jane
;
Eyraud, Rémi
;
Heinz, Jeffrey
In: The 12th International Conference on Grammatical Inference ; https://hal.archives-ouvertes.fr/hal-01193057 ; The 12th International Conference on Grammatical Inference, Sep 2014, Kyoto, Japan. pp.94-108 ; http://jmlr.org/proceedings/papers/v34/ (2014)
Abstract:
International audience ; In this paper, we present a new algorithm that can identify in polynomial time and data using positive examples any class of subsequential functions that share a particular finite-state structure. While this structure is given to the learner a priori, it allows for the exact learning of partial functions, and both the time and data complexity of the algorithm are linear. We demonstrate the algorithm on examples from natural language phonology and morphology in which the needed structure has been argued to be plausibly known in advance. A procedure for making any subsequential transducer onward without changing its structure is also presented.
Keyword:
[INFO.INFO-LG]Computer Science [cs]/Machine Learning [cs.LG]
;
identification with polynomial bounds
;
onwardness
;
transduction
URL:
https://hal.archives-ouvertes.fr/hal-01193057
https://hal.archives-ouvertes.fr/hal-01193057/document
https://hal.archives-ouvertes.fr/hal-01193057/file/jardine14a.pdf
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