"Hochreiter" redirects here. For people with a similar surname, see Hochreither.
Sepp Hochreiter
Hochreiter in 2012
Born
(1967-02-14) 14 February 1967 (age 57)
Mühldorf, West Germany
Nationality
German
Alma mater
Technische Universität München
Scientific career
Fields
Machine learning, bioinformatics
Institutions
Johannes Kepler University Linz
Thesis
Generalisierung bei neuronalen Netzen geringer Komplexität(1999)
Doctoral advisor
Wilfried Brauer
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Josef "Sepp" Hochreiter (born 14 February 1967) is a German computer scientist. Since 2018 he has led the Institute for Machine Learning at the Johannes Kepler University of Linz after having led the Institute of Bioinformatics from 2006 to 2018. In 2017 he became the head of the Linz Institute of Technology (LIT) AI Lab. Hochreiter is also a founding director of the Institute of Advanced Research in Artificial Intelligence (IARAI).[1] Previously, he was at the Technical University of Berlin, at University of Colorado Boulder, and at the Technical University of Munich. He is a chair of the Critical Assessment of Massive Data Analysis (CAMDA) conference.[2]
Hochreiter has made contributions in the fields of machine learning, deep learning and bioinformatics, most notably the development of the long short-term memory (LSTM) neural network architecture,[3][4] but also in meta-learning,[5] reinforcement learning[6][7] and biclustering with application to bioinformatics data.
^"IARAI – INSTITUTE OF ADVANCED RESEARCH IN ARTIFICIAL INTELLIGENCE". www.iarai.ac.at. Retrieved 2021-02-13.
^"CAMDA 2021". 20th International Conference on Critical Assessment of Massive Data Analysis. Retrieved 2021-02-13.
^Cite error: The named reference thesis was invoked but never defined (see the help page).
^Cite error: The named reference Neco was invoked but never defined (see the help page).
^Hochreiter, S.; Younger, A. S.; Conwell, P. R. (2001). "Learning to Learn Using Gradient Descent". Artificial Neural Networks — ICANN 2001(PDF). Lecture Notes in Computer Science. Vol. 2130. pp. 87–94. CiteSeerX 10.1.1.5.323. doi:10.1007/3-540-44668-0_13. ISBN 978-3-540-42486-4. ISSN 0302-9743. S2CID 52872549.
^
Hochreiter, S. (1991). Implementierung und Anwendung eines neuronalen Echtzeit-Lernalgorithmus für reaktive Umgebungen (PDF) (Report). Technical University Munich, Institute of Computer Science.
^Arjona-Medina, J. A.; Gillhofer, M.; Widrich, M.; Unterthiner, T.; Hochreiter, S. (2018). "RUDDER: Return Decomposition for Delayed Rewards". arXiv:1806.07857 [cs.LG].
Josef "Sepp" Hochreiter (born 14 February 1967) is a German computer scientist. Since 2018 he has led the Institute for Machine Learning at the Johannes...
like a residual function (perturbation) added to a linear function. SeppHochreiter analyzed the vanishing gradient problem in 1991 and attributed to it...
short-term memory (LSTM), a recurrent neural network published by SeppHochreiter & Jürgen Schmidhuber in 1997. LSTM RNNs avoid the vanishing gradient...
W_{H})\centerdot T(x,W_{T})+x\centerdot (1-T(x,W_{T}))\end{aligned}}} SeppHochreiter analyzed the vanishing gradient problem in 1991 and attributed to it...
Florida Ken Goldberg, Professor, University of California, Berkeley SeppHochreiter, Head of the Institute for Machine Learning, Kepler U. Linz Hatem Ltaief...
mutually correlated signals, thus, statistically "dependent" signals. SeppHochreiter and Jürgen Schmidhuber showed how to obtain non-linear ICA or source...
Archived from the original on May 3, 2018. Retrieved March 2, 2018. SeppHochreiter; Jürgen Schmidhuber (1997). "Long short-term memory". Neural Computation...
(1933-2018), German organist, conductor, music educator and musicologist SeppHochreiter (born 1967), German computer scientist All pages with titles containing...
Ross Quinlan Salvatore J. Stolfo Sebastian Thrun Selmer Bringsjord SeppHochreiter Shane Legg Stephen Muggleton Steve Omohundro Tom M. Mitchell Trevor...
PMC 430175. PMID 12671006. Adetayo Kasim, Ziv Shkedy, Sebastian Kaiser, SeppHochreiter, Willem Talloen (2016), Applied Biclustering Methods for Big and High-Dimensional...
cats, only from watching unlabeled images taken from YouTube videos. SeppHochreiter's diploma thesis (1991) was called "one of the most important documents...
from the original on 29 December 2017. Retrieved 20 October 2015. Hochreiter, Sepp; Schmidhuber, Jürgen (1 November 1997). "Long Short-Term Memory". Neural...
generator is grown from small to large scale in a pyramidal fashion. SeppHochreiter's diploma thesis (1991) was called "one of the most important documents...
Intelligence and Statistics. Clevert, Djork-Arné; Unterthiner, Thomas; Hochreiter, Sepp (2015-11-23). "Fast and Accurate Deep Network Learning by Exponential...
assignment across the equivalent of 1,200 layers in an unfolded RNN. Hochreiter, Sepp; Schmidhuber, Jürgen (1997-11-01). "Long Short-Term Memory". Neural...
the widely used long short-term memory neural network developed by SeppHochreiter and Jürgen Schmidhuber in 1997. In May 2018 scientists from IBM Research...
Richter) In der Mitte eines Lebens, Germany 2003, TV miniseries (as Tom Hochreiter) Apollonia, Germany 2005, TV film (as Müller Vinz) Grave Decisions, Germany...
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