MaLeCoP: Machine Learning Connection Prover
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216208%3A11320%2F11%3A10100552" target="_blank" >RIV/00216208:11320/11:10100552 - isvavai.cz</a>
Alternative codes found
RIV/68407700:21230/11:00181863
Result on the web
<a href="http://dx.doi.org/10.1007/978-3-642-22119-4" target="_blank" >http://dx.doi.org/10.1007/978-3-642-22119-4</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1007/978-3-642-22119-4" target="_blank" >10.1007/978-3-642-22119-4</a>
Alternative languages
Result language
angličtina
Original language name
MaLeCoP: Machine Learning Connection Prover
Original language description
Probabilistic guidance based on learned knowledge is added to the connection tableau calculus and implemented on top of the leanCoP theorem prover, linking it to an external advisor system. In the typical mathematical setting of solving many problems ina large complex theory, learning from successful solutions is then used for guiding theorem proving attempts in the spirit of the MaLARea system. While in MaLARea learning-based axiom selection is done outside unmodified theorem provers, in MaLeCoP the learning-based selection is done inside the prover, and the interaction between learning of knowledge and its application can be much finer. This brings interesting possibilities for further construction and training of self-learning AI mathematical experts on large mathematical libraries, some of which are discussed. The initial implementation is evaluated on the MPTP Challenge large theory benchmark.
Czech name
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Czech description
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Classification
Type
D - Article in proceedings
CEP classification
JC - Computer hardware and software
OECD FORD branch
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Result continuities
Project
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Continuities
Z - Vyzkumny zamer (s odkazem do CEZ)<br>I - Institucionalni podpora na dlouhodoby koncepcni rozvoj vyzkumne organizace
Others
Publication year
2011
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
Automated Reasoning with Analytic Tableaux and Related Methods
ISBN
978-3-642-22118-7
ISSN
0302-9743
e-ISSN
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Number of pages
15
Pages from-to
263-277
Publisher name
Springer
Place of publication
Heidelberg
Event location
Bern
Event date
Jul 4, 2011
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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