A Regularization Network Committee Machine of Isolated Regularization Networks for Distributed Privacy Preserving Data Mining

Abstract : In this paper we consider large scale distributed committee machines where no local data exchange is possible between neural network modules. Regularization neural networks are used for both the modules as well as the combiner committee in an embedded architecture. After the committee training no module will know anything else except its own local data. This privacy preserving obligation is a challenging problem for trainable combiners but crucial in real world applications. Only classifiers in the form of binaries or agents can be sent to others to validate their local data and sent back average classification rates. From this fully distributed and privacy preserving mutual validation a coarse-grained matrix can be formed to map all members. We demonstrate that it is possible to fully exploit this mutual validation matrix to efficiently train another regularization network as a meta learner combiner for the committee.
Document type :
Conference papers
Lazaros Iliadis; Ilias Maglogiannis; Harris Papadopoulos. 8th International Conference on Artificial Intelligence Applications and Innovations (AIAI), Sep 2012, Halkidiki, Greece. Springer, IFIP Advances in Information and Communication Technology, AICT-381 (Part I), pp.97-106, 2012, Artificial Intelligence Applications and Innovations. 〈10.1007/978-3-642-33409-2_11〉
Liste complète des métadonnées

Cited literature [18 references]  Display  Hide  Download

https://hal.inria.fr/hal-01521406
Contributor : Hal Ifip <>
Submitted on : Thursday, May 11, 2017 - 5:10:27 PM
Last modification on : Monday, July 30, 2018 - 12:02:02 PM
Document(s) archivé(s) le : Saturday, August 12, 2017 - 1:49:02 PM

File

978-3-642-33409-2_11_Chapter.p...
Files produced by the author(s)

Licence


Distributed under a Creative Commons Attribution 4.0 International License

Identifiers

Citation

Yiannis Kokkinos, Konstantinos Margaritis. A Regularization Network Committee Machine of Isolated Regularization Networks for Distributed Privacy Preserving Data Mining. Lazaros Iliadis; Ilias Maglogiannis; Harris Papadopoulos. 8th International Conference on Artificial Intelligence Applications and Innovations (AIAI), Sep 2012, Halkidiki, Greece. Springer, IFIP Advances in Information and Communication Technology, AICT-381 (Part I), pp.97-106, 2012, Artificial Intelligence Applications and Innovations. 〈10.1007/978-3-642-33409-2_11〉. 〈hal-01521406〉

Share

Metrics

Record views

57

Files downloads

17