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Bag-of-Words vs. Graph vs. Sequence in Text Classification: Questioning the Necessity of Text-Graphs and the Surprising Strength of a Wide MLP [article]

Lukas Galke, Ansgar Scherp
<span title="2022-04-12">2022</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
We show that a wide multi-layer perceptron (MLP) using a Bag-of-Words (BoW) outperforms the recent graph-based models TextGCN and HeteGCN in an inductive text classification setting and is comparable with  ...  Graph neural networks have triggered a resurgence of graph-based text classification methods, defining today's state of the art.  ...  Conclusion We argue that a wide multi-layer perceptron enhanced with today's best practices should be considered as a strong baseline for text classification tasks.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2109.03777v3">arXiv:2109.03777v3</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/j2te6sy5lzawda4dhua5gt4caa">fatcat:j2te6sy5lzawda4dhua5gt4caa</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220422141917/https://arxiv.org/pdf/2109.03777v3.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/ee/99/ee991d63e3d69b4a9973c0d38f2d713e446d0b2c.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2109.03777v3" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

State of the Art of Audio- and Video-Based Solutions for AAL

Slavisa ALeksic, Michael Atanasov, Jean Calleja Agius, Kenneth Camilleri, Anto Čartolovni, Pau Climent-Pérez, Sara Colantonio, Stefania Cristina, Vladimir Despotovic, Hazım Kemal Ekenel, Ekrem Erakin, Francisco Florez-Revuelta (+27 others)
<span title="2022-03-28">2022</span> <i title="Zenodo"> Zenodo </i> &nbsp;
The recent COVID-19 pandemic has stressed this situation even further, thus highlighting the need for taking action.  ...  It is a matter of fact that Europe is facing more and more crucial challenges regarding health and social care due to the demographic change and the current economic context.  ...  A gentle introduction to AAL and the proposal for a taxonomy This Section reports the main concepts behind AAL.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.6390708">doi:10.5281/zenodo.6390708</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/6qfwqd2v2rhe5iuu5zgz77ay4i">fatcat:6qfwqd2v2rhe5iuu5zgz77ay4i</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220329064100/https://zenodo.org/record/6390709/files/GoodBrother%20-%20State%20of%20the%20Art%20of%20Audio-%20and%20Video-Based%20Solutions%20for%20AAL.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/4e/9f/4e9f3ed01eeb32ac708a19fb83ba567012f68bfb.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.6390708"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> zenodo.org </button> </a>

Automatic term extraction for conventional and extended term definitions across domains [article]

Anna Hätty, Universität Stuttgart
<span title="2020-11-11">2020</span>
However, although these words might seem to be obvious examples of terms, in many cases the decision to distinguish a term from a 'non-term' is not straightforward.  ...  If a system considers an assumed term occurrence in text, which actually carries a different meaning, this can lead to wrong term extraction results.  ...  A network restricted to three layers, an input, hidden and output layer, is called a multilayer perceptron (MLP). Such a network is depicted in figure 3.4.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.18419/opus-11119">doi:10.18419/opus-11119</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/g75cy4jdwveote26z363fazt5i">fatcat:g75cy4jdwveote26z363fazt5i</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201212055722/https://elib.uni-stuttgart.de/bitstream/11682/11136/1/dissertation_haetty.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/b0/19/b01967325d7d835c2027f962644b54852a284d52.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.18419/opus-11119"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

COGNITIVE 2014 Committee COGNITIVE Advisory Chairs

Hakim Lounis, Canada, Hermann Kaindl, Narayanan Kulathuramaiyer, Malaysia, Jose Alfredo, F Costa, Hakim Lounis, Canada, Om Rishi, Hermann Kaindl, Narayanan Kulathuramaiyer (+78 others)
<span class="release-stage">unpublished</span>
We are grateful to the members of the COGNITIVE 2014 organizing committee for their help in handling the logistics and for their work to make this professional meeting a success.  ...  The creation of such a high quality conference program would not have been possible without their involvement.  ...  Thanks also to Gabi Taenzer and Steffen Vaupel for the programming of the application.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ci4xdoi2snhs3gu3a3pspf7dsu">fatcat:ci4xdoi2snhs3gu3a3pspf7dsu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20180415205234/http://www.thinkmind.org/download_full.php?instance=COGNITIVE+2014" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] </button> </a>

Energy-Efficient Convolutional Neural Network Accelerators for Edge Intelligence

Alessandro Aimar
<span title="2021-08-06">2021</span>
The growth in popularity of these algorithms has its root in the exponential increase of computing power available for their training consequent to the diffusion of GPUs.  ...  In this thesis, we propose a set of innovations and technologies belonging to one of the many research lines sparkled by such demand, focusing on energy-efficient hardware for convolutional neural networks  ...  Design and testing of PCB circuits for sensors read-out and control (PCB level)  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5167/uzh-209482">doi:10.5167/uzh-209482</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/aodfxwmo5fdplcry25aoeghsqy">fatcat:aodfxwmo5fdplcry25aoeghsqy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220202230637/https://www.zora.uzh.ch/id/eprint/209482/1/PhD_thesis_publication.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/7c/9f/7c9f65e04679f25e77b8c1c18a6141a27fd18e00.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5167/uzh-209482"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>