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Extended Coopetitive Soft Gating Ensemble [article]

Stephan Deist, Jens Schreiber, Maarten Bieshaar, Bernhard Sick
2020 arXiv   pre-print
This article is about an extension of a recent ensemble method called Coopetitive Soft Gating Ensemble (CSGE) and its application on power forecasting as well as motion primitive forecasting of cyclists  ...  The extended CSGE (XCSGE as we term it), is used to predict the power generation on both wind- and solar farms.  ...  Coopetitive Soft Gating Ensemble In this section, the Extended Coopetitive Soft Gating Ensemble (XCSGE) is introduced. It is a recent ensemble technique which is proposed in [6] .  ... 
arXiv:2004.14026v1 fatcat:xw7a3flkrjbehagpby56emkdpm

A Multi-Scheme Ensemble Using Coopetitive Soft-Gating With Application to Power Forecasting for Renewable Energy Generation [article]

André Gensler, Bernhard Sick
2018 arXiv   pre-print
In this article, we propose a novel ensemble technique with a multi-scheme weighting based on a technique called coopetitive soft gating.  ...  The proposed algorithm combines the ideas of multiple ensemble paradigms (power forecasting model ensemble, weather forecasting model ensemble, and lagged ensemble) in a hierarchical structure.  ...  In Section 4, we introduce the coopetitive soft gating principle and we show how to apply coopetitive soft gating to create an ensemble.  ... 
arXiv:1803.06344v1 fatcat:bfv5r7uz45e4lh3ax63hcrze3u

Coopetitive Soft Gating Ensemble [article]

Stephan Deist, Maarten Bieshaar, Jens Schreiber, Andre Gensler, Bernhard Sick
2018 arXiv   pre-print
In this article, we propose the Coopetititve Soft Gating Ensemble or CSGE for general machine learning tasks and interwoven systems.  ...  MAIN CONTRIBUTION The main contribution of this article is an extended coopetitive soft gating ensemble approach.  ...  Recently, an ensemble method called Coopetitive Soft Gating Ensemble or CSGE was proposed for wind power forecasts.  ... 
arXiv:1807.01020v2 fatcat:vcro4a7irbgihktwd4or7pjmme

Model Selection, Adaptation, and Combination for Transfer Learning in Wind and Photovoltaic Power Forecasts [article]

Jens Schreiber, Bernhard Sick
2022 arXiv   pre-print
We further show how combining multiple models through ensembles can significantly improve the model selection and adaptation approach.  ...  The proposed coopetitive soft-gating ensemble combines source models solely based on the error of the target.  ...  While the BMA combines models through the posterior, we propose to utilize the coopetitive soft gating ensemble (CSGE), which combines ensemble members based on the error scores.  ... 
arXiv:2204.13293v3 fatcat:4am3hwcaungbfn4jtczv3wgaru

Transfer Learning in the Field of Renewable Energies – A Transfer Learning Framework Providing Power Forecasts Throughout the Lifecycle of Wind Farms After Initial Connection to the Electrical Grid [article]

Jens Schreiber
2019 arXiv   pre-print
[15, 16] present the coopetitive soft-gating ensemble (CSGE) in the context of renewable power forecasts.  ...  The first one is to use an ensemble technique such as the coopetitive soft-gating ensemble (CSGE) that provides a self-configuration and self-optimization scheme for Step 2 of the challenge.  ... 
arXiv:1906.01168v1 fatcat:ly2cfxlwdfclngqfxn7kbrjikm

The Delphi survey on maritime operators [chapter]

2014 Maritime Logistics Value in Knowledge Management  
M'Chirgui Bonel and Rocco (2007) examine the co-opetition strategy in a soft drinks and beverages industry in Italy.  ...  In addition, a strong relationship accelerates social learning among organisations, which can then miti gate environmental uncertainty and enable firms to respond to new environments (Kraatz 1998) .  ...  Tsai, W 2002 , 'Social structure of "coopetition" within a multiunit organization: coordin ation, competition, and intraorganizational knowledge sharing ', Organization Science, vol. 13, no. 2, pp. 179  ... 
doi:10.4324/9781315773780-15 fatcat:svnag7iy7vcldgyywpyvgqljee

Wind Power Ensemble Forecasting

André Gensler, Universität Kassel
THEORETICAL AND METHODICAL FUNDAMENTALS covariance over all ensemble members in the form bias = 1  ...  This thesis describes performance measures and ensemble architectures for deterministic and probabilistic forecasts using the application example of wind power forecasting and proposes a novel scheme for  ...  Probabilistic Coopetitive Soft Gating Ensemble: A Novel Combination Approach for Distribution Forecasts This section extends the methodology of the coopetitive soft gating ensemble technique of Section  ... 
doi:10.17170/kobra-202008181589 fatcat:2lt23uf4rfhd3eiq7qlzzc5vra

Cooperative intention detection using machine learning. Advanced cyclist protection in the context of automated driving

Maarten Bieshaar, Universität Kassel
The resulting model allows extending the perceptual horizon of individual road users beyond their sensory capabilities, enabling improved and more reliable cyclist intention detection.  ...  soft-gating ensemble.  ...  Coopetitive Soft Gating Ensemble The Coopetitive Soft Gating Ensemble (CSGE) is one of the central techniques and methods used in this thesis for both for the cooperative basic movement detection and the  ... 
doi:10.17170/kobra-202101263056 fatcat:ap3wdd24ivalhfzg24bnmvrf5e

D3.1 – State-of-the-Art and Market Analysis Report

ASSIST-IoT Consortium
2021 Zenodo  
Gates can be placed in many zones in the workplace. This means that any workers may pass through the gate several times during one working day.  ...  (v) It is soft state only, which means that it is installed and thereafter it is self-managed, without the need of intervening further.  ... 
doi:10.5281/zenodo.6705158 fatcat:xote6pjzubcvxo4aqxxbraooxi

Big data and extreme-scale computing

M Asch, T Moore, R Badia, M Beck, P Beckman, T Bidot, F Bodin, F Cappello, A Choudhary, B de Supinski, E Deelman, J Dongarra (+27 others)
2018 The international journal of high performance computing applications  
Nervana, DianNao, Eyeriss, Graph-Core, tensor processing unit (TPU), and deep learning processing unit), field-programmable gate arrays (FPGAs; e.g.  ...  This "coopetition" is healthy and necessary to ensure a truly portable standard that can support the all-important intra-node parallelism approaches.  ... 
doi:10.1177/1094342018778123 fatcat:vwrrxmad4rhtppq6ioaz4h5q7a

Corporate Social Responsibility an der Schnittstelle von Wirtschaft, Recht und Politik: Transnationales CSR-soft law im globalen Kontext

Anne Mirjam Schneuwly
RAPOPORT (1989), 199 ff.; FLOOD (1958), 5 ff. 760 In anderen Worten spielen Nicht-Nullsummenspiele sog. coopetitions mit der Dualität von Konkurrenz und Kooperation auf Märkten.  ...  Unter anderem 50 setzen Sir Adrian Cadbury, Philipp Morris, Bill Gates, Paul Newman, usw. weiterhin wertbeständig auf den guten Ruf und fördern sowohl soziales Engagement als auch nachhaltige Produktion  ... 
doi:10.5167/uzh-207458 fatcat:d67cfsvjrrhzdph6ivne6h2vve

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Federico Aime, Omar Aiyewa, Laura Al-Tabbaa, Daniel Albareda, Albert, Alcalde Todd, Alessandri Benjamin, Alexander Ola, Alexanderson Ayfer, Ali Husain, A Leila, Alinaghian Yvan (+36 others)
Analyzing qualitative and quantitative data on professional jazz musicians and their ensembles, this work examines the influence of repeat collaboration on team creative performance.  ...  In this paper, we aim to understand how coopetition is implemented in the French healthcare system and the resulting outcomes.  ... 

Creativity and Environment [chapter]

2013 Encyclopedia of Creativity, Invention, Innovation and Entrepreneurship  
Cooperation between the actors is only considered in logic of "coopetition" (Gordon and McCann 2000) .  ...  And there will be a struggle between gates of Hades and the Church but the latter will be victorious.  ... 
doi:10.1007/978-1-4614-3858-8_100187 fatcat:2nftbiwzanbf3isotlitbm356y

Organic Computing

Stefan-Andreas Böhm, Mischa Ahrens, Chandana Priya Nivarthi, Florian Heidecker, Johannes Büttner, Kristina Dingel, Simon Reichhuber, Zhixin Huang, Yujiang He, Sooraj K. Babu, Tuan Pham, Ferdinand Von Tüllenburg (+5 others)
In [1], [2] the authors present the coopetitive softgating ensemble (CSGE) method, which weighs the ensemble members' predictions in a hierarchical two-stage ensemble prediction system.  ...  In general, there are two ways to share weights among neural network models, Hard-Parameter Sharing and Soft-Parameter Sharing.  ...  At this point this work will extend the existing work.  ... 
doi:10.17170/kobra-202202215780 fatcat:pgb4gzbxtrhfnpqyvqj37vtgxq

Convention on the Protection and Promotion of the Diversity of Cultural Expressions

2006 International Journal of Cultural Property  
The sonority of some instruments also changed due to recording: the vibrato technique -vibrating the finger on the string to obtain a soft variation of the frequency played -was considered just a tacky  ...  Online tools allow more people to be heard: After all, content can be posted rather easily online, without the interference of gate-keeping journalists, and 'connective action' (Bennett & Segerberg, 2012  ...  The importance of algorithms in the visibility of online content leads to the "Filter Bubble Theory" by Eli Pariser, who suggests that the extended use of filters would result in the creation of a "bubble  ... 
doi:10.1017/s0940739106060218 fatcat:uuqvapebyfhsppmmnxmeud3z5y
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