long short-term memory in recurrent neural networks · long short-term memory in recurrent neural...

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Long Short-Term Memory in Recurrent Neural Networks TH ` ESE N 2366 (2001) PR ´ ESENT ´ EE AU D ´ EPARTEMENT D’INFORMATIQUE ´ ECOLE POLYTECHNIQUE F ´ ED ´ ERALE DE LAUSANNE POUR L’OBTENTION DU GRADE DE DOCTEUR ` ES SCIENCES PAR FELIX GERS Diplom in Physik, Universit¨ at Hannover, Deutschland de nationalit ´ e allemand soumise ` a l’approbation du jury: Prof. R. Hersch, pr´ esident Prof. Wulfram Gerstner, directeur de th` ese Dr. habil. J¨ urgen Schmidhuber, corapporteur Prof. Paolo Frasconi, corapporteur Dr. MER Martin Rajman, corapporteur Lausanne, EPFL 2001

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Long Short-Term Memoryin Recurrent Neural Networks

THESE N�

2366 (2001)

PRESENTEE AU DEPARTEMENT D’INFORMATIQUE

ECOLE POLYTECHNIQUE FEDERALE DE LAUSANNE

POUR L’OBTENTION DU GRADE DE DOCTEUR ES SCIENCES

PAR

FELIX GERSDiplom in Physik, Universitat Hannover, Deutschland

de nationalite allemand

soumise a l’approbation du jury:

Prof. R. Hersch, presidentProf. Wulfram Gerstner, directeur de these

Dr. habil. Jurgen Schmidhuber, corapporteurProf. Paolo Frasconi, corapporteur

Dr. MER Martin Rajman, corapporteur

Lausanne, EPFL2001

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