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researcher

P. Birkholz

5 papers hereh-index 242.3k citations186 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • middle author3
  • last author2

Across the 5 of 5 papers where every author was matched, so the position is known.

fields
  • cs.LG2
  • cs.SD1
  • eess.AS1
  • physics.app-ph1

identity via Semantic Scholar / OpenAlex

activity
20202026
most citedPyRCN: A Toolbox for Exploration and Application of Reservoir Computing Networks

23 citations · 43 across the 5 of their papers we have counts for

collaborators
Showing 2021Show all

2 papers · 1 filter

cs.LG2021★ 23 cited

PyRCN: A Toolbox for Exploration and Application of Reservoir Computing Networks

Peter Steiner, Azarakhsh Jalalvand, Simon Stone +1

Reservoir Computing Networks (RCNs) belong to a group of machine learning techniques that project the input space non-linearly into a high-dimensional feature space, where the unde…

cs.LG2021★ 19 cited

Cluster-based Input Weight Initialization for Echo State Networks

Peter Steiner, Azarakhsh Jalalvand, Peter Birkholz

Echo State Networks (ESNs) are a special type of recurrent neural networks (RNNs), in which the input and recurrent connections are traditionally generated randomly, and only the o…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.