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<title>References — ECGAN 1.0.0 documentation</title>
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<section id="references">
<h1>References<a class="headerlink" href="#references" title="Permalink to this headline"></a></h1>
<p>This page is meant to be a centralized source of information for ECGAN.
This includes</p>
<ol class="arabic simple">
<li><p>a list of abbreviations used in the code and documentation,</p></li>
<li><p>distinctions between terms used,</p></li>
<li><p>references to papers, repositories and other information from external sources.</p></li>
</ol>
<p>The references are usually also included as source in the implementation.</p>
<section id="related-work">
<h2>Related Work<a class="headerlink" href="#related-work" title="Permalink to this headline"></a></h2>
<section id="data">
<h3>Data<a class="headerlink" href="#data" title="Permalink to this headline"></a></h3>
<ol class="arabic">
<li><p>MITBIH (<a class="reference external" href="http://ecg.mit.edu/george/publications/mitdb-embs-2001.pdf">Moody and Mark, 2001</a>, <a class="reference external" href="https://physionet.org/content/mitdb/1.0.0/">MITBIH Website</a>):</p>
<blockquote>
<div><ol class="loweralpha simple">
<li><p>Original MITBIH (no additional preprocessing, binary classification from kaggle): <a class="reference external" href="https://www.kaggle.com/mondejar/mitbih-database">Original MITBIH Dataset</a></p></li>
<li><p>MITBIH per-beat, classes according to AAMI (non-binary by default): <a class="reference external" href="https://arxiv.org/abs/1805.00794">Kachuee et al. 2018</a>, <a class="reference external" href="https://www.kaggle.com/shayanfazeli/heartbeat">Preprocessed MITBIH Dataset</a></p></li>
<li><p>MITBIH BeatGAN: per-beat, centered, standardized, classes according to AAMI (non-binary), removed some patients: <a class="reference external" href="https://www.ijcai.org/Proceedings/2019/0616.pdf">Zhou et al. 2019</a>, <a class="reference external" href="https://www.dropbox.com/sh/b17k2pb83obbrkn/AADzJigiIrottyTOyvAEU1LOa?dl=0">Dataset</a>, <a class="reference external" href="https://github.com/Vniex/BeatGAN">Repository</a></p></li>
</ol>
</div></blockquote>
</li>
<li><p>Shaoxing (<a class="reference external" href="https://www.nature.com/articles/s41597-020-0386-x">Zheng et al. 2020</a>, <a class="reference external" href="https://figshare.com/collections/ChapmanECG/4560497/2">Shaoxing Dataset</a>)</p></li>
<li><p>Not supported but also of relevance: PTB (<a class="reference external" href="https://www.degruyter.com/document/doi/10.1515/bmte.1995.40.s1.317/html">Bousseljot et al. 1995</a>) and PTB-XL (<a class="reference external" href="https://www.nature.com/articles/s41597-020-0495-6">Wagner et al. 2020</a>).</p></li>
</ol>
</section>
<section id="related-modules">
<h3>Related Modules<a class="headerlink" href="#related-modules" title="Permalink to this headline"></a></h3>
<ol class="arabic">
<li><p>Generative Models</p>
<blockquote>
<div><ol class="arabic simple">
<li><p>DCGAN: Paper: <a class="reference external" href="https://arxiv.org/abs/1511.06434">Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks, Radford et al. 2015</a>, Repository: <a class="reference external" href="https://github.com/Newmu/dcgan_code">DCGAN GitHub</a></p></li>
<li><p>RGAN: Paper: <a class="reference external" href="https://arxiv.org/pdf/1706.02633.pdf">Real-valued (Medical) Time Series Generation with Recurrent Conditional GANs, Esteban et al. 2017</a>, Repository: <a class="reference external" href="https://github.com/ratschlab/RGAN">RGAN GitHub</a></p></li>
<li><p>BeatGAN: Paper: <a class="reference external" href="https://www.ijcai.org/proceedings/2019/0616.pdf">BeatGAN: Anomalous Rhythm Detection using Adversarially Generated Time Series, Zhou et al. 2019</a>, Repository: <a class="reference external" href="https://github.com/Vniex/BeatGAN">BeatGAN Github</a></p></li>
<li><p>VaeGAN: BeatGAN as well as "Survival-oriented embeddings with application to CT scans of colorectal carcinoma patients with liver metastases" by Tobias Weber, 2021.</p></li>
</ol>
</div></blockquote>
</li>
</ol>
<p>The modules have received significant improvements, often inspired by more recent developments. This
especially includes:</p>
<blockquote>
<div><ol class="arabic simple">
<li><p>The Wasserstein distance (including gradient penalties) as objective function. Papers: <a class="reference external" href="https://arxiv.org/abs/1701.07875">Wasserstein GAN, Arjovsky et al. 2017</a> and <a class="reference external" href="https://arxiv.org/abs/1704.00028">Improved Training of Wasserstein GANs, Gulrajani et al. 2017 (WGAN-GP)</a></p></li>
<li><p>Spectral norm as weight normalization (usually instead of input normalization in respective layers): <a class="reference external" href="https://arxiv.org/abs/1802.05957">Spectral Normalization for Generative Adversarial Networks, Miyato et al. 2018</a></p></li>
</ol>
</div></blockquote>
<ol class="arabic">
<li><p>Anomaly detection</p>
<blockquote>
<div><ol class="arabic simple">
<li><p>AnoGAN: Optimization of latent variables towards similar samples, Paper: <a class="reference external" href="https://arxiv.org/pdf/1703.05921.pdf">Schlegl et al. 2017</a> .</p></li>
</ol>
</div></blockquote>
</li>
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