PUMA publications for /tag/sfbtrr161%20visus:netzelrf%20vis-ertl%20visus:weiskopf%20from:muellerhttps://puma.ub.uni-stuttgart.de/tag/sfbtrr161%20visus:netzelrf%20vis-ertl%20visus:weiskopf%20from:muellerPUMA RSS feed for /tag/sfbtrr161%20visus:netzelrf%20vis-ertl%20visus:weiskopf%20from:mueller2024-03-29T00:03:04+01:00Generative Data Models for Validation and Evaluation of Visualization Techniqueshttps://puma.ub.uni-stuttgart.de/bibtex/281f59bfcd0ec63db13bfc6ce23757e2b/muellermueller2020-10-09T12:34:23+02:002016 A01 A02 A03 B02 D02 from:mueller sfbtrr161 sfbtrr75 vis(us) vis-ertl vis-gis visus visus:ertl visus:freysn visus:hlawatml visus:karchgz visus:netzelrf visus:schulzch visus:weiskopf <span data-person-type="author" class="authorEditorList "><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Christoph Schulz" itemprop="url" href="/person/144fc915ec2c38e311bc349ec6601324b/author/0"><span itemprop="name">C. Schulz</span></a></span>, </span><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Arlind Nocaj" itemprop="url" href="/person/144fc915ec2c38e311bc349ec6601324b/author/1"><span itemprop="name">A. Nocaj</span></a></span>, </span><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Mennatallah El-Assady" itemprop="url" href="/person/144fc915ec2c38e311bc349ec6601324b/author/2"><span itemprop="name">M. El-Assady</span></a></span>, </span><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Steffen Frey" itemprop="url" href="/person/144fc915ec2c38e311bc349ec6601324b/author/3"><span itemprop="name">S. Frey</span></a></span>, </span><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Marcel Hlawatsch" itemprop="url" href="/person/144fc915ec2c38e311bc349ec6601324b/author/4"><span itemprop="name">M. Hlawatsch</span></a></span>, </span><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Michael Hund" itemprop="url" href="/person/144fc915ec2c38e311bc349ec6601324b/author/5"><span itemprop="name">M. Hund</span></a></span>, </span><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Grzegorz Karol Karch" itemprop="url" href="/person/144fc915ec2c38e311bc349ec6601324b/author/6"><span itemprop="name">G. Karch</span></a></span>, </span><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Rudolf Netzel" itemprop="url" href="/person/144fc915ec2c38e311bc349ec6601324b/author/7"><span itemprop="name">R. Netzel</span></a></span>, </span><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Christin Schätzle" itemprop="url" href="/person/144fc915ec2c38e311bc349ec6601324b/author/8"><span itemprop="name">C. Schätzle</span></a></span>, </span><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Miriam Butt" itemprop="url" href="/person/144fc915ec2c38e311bc349ec6601324b/author/9"><span itemprop="name">M. Butt</span></a></span></span> und 4 andere Autor(en). </span><span class="additional-entrytype-information"><span itemtype="http://schema.org/Book" itemscope="itemscope" itemprop="isPartOf"><em><span itemprop="name">Proceedings of the Workshop on Beyond Time and Errors: Novel Evaluation Methods for Visualization (BELIV)</span>, </em></span><em>Seite <span itemprop="pagination">112-124</span>. </em><em><span itemprop="publisher">ACM</span>, </em>(<em><span>2016<meta content="2016" itemprop="datePublished"/></span></em>)</span>Fri Oct 09 12:34:23 CEST 2020Proceedings of the Workshop on Beyond Time and Errors: Novel Evaluation Methods for Visualization (BELIV)112-124Generative Data Models for Validation and Evaluation of Visualization Techniques20162016 A01 A02 A03 B02 D02 from:mueller sfbtrr161 sfbtrr75 vis(us) vis-ertl vis-gis visus visus:ertl visus:freysn visus:hlawatml visus:karchgz visus:netzelrf visus:schulzch visus:weiskopf We argue that there is a need for substantially more research on the use of generative data models in the validation and evaluation of visualization techniques. For example, user studies will require the display of representative and uncon-founded visual stimuli, while algorithms will need functional coverage and assessable benchmarks. However, data is often collected in a semi-automatic fashion or entirely hand-picked, which obscures the view of generality, impairs availability, and potentially violates privacy. There are some sub-domains of visualization that use synthetic data in the sense of generative data models, whereas others work with real-world-based data sets and simulations. Depending on the visualization domain, many generative data models are "side projects" as part of an ad-hoc validation of a techniques paper and thus neither reusable nor general-purpose. We review existing work on popular data collections and generative data models in visualization to discuss the opportunities and consequences for technique validation, evaluation, and experiment design. We distill handling and future directions, and discuss how we can engineer generative data models and how visualization research could benefit from more and better use of generative data models.Generative Data Models for Validation and Evaluation of Visualization TechniquesGenerative Data Models for Validation and Evaluation of Visualization Techniqueshttps://puma.ub.uni-stuttgart.de/bibtex/281f59bfcd0ec63db13bfc6ce23757e2b/visusvisus2020-10-09T12:34:23+02:00A01 visus:hlawatml A02 A03 B02 sfbtrr161 D02 visus:netzelrf visus:ertl visus vis-ertl visus:karchgz visus:weiskopf 2016 vis-gis from:mueller vis(us) sfbtrr75 visus:schulzch visus:freysn <span data-person-type="author" class="authorEditorList "><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Christoph Schulz" itemprop="url" href="/person/144fc915ec2c38e311bc349ec6601324b/author/0"><span itemprop="name">C. Schulz</span></a></span>, </span><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Arlind Nocaj" itemprop="url" href="/person/144fc915ec2c38e311bc349ec6601324b/author/1"><span itemprop="name">A. Nocaj</span></a></span>, </span><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Mennatallah El-Assady" itemprop="url" href="/person/144fc915ec2c38e311bc349ec6601324b/author/2"><span itemprop="name">M. El-Assady</span></a></span>, </span><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Steffen Frey" itemprop="url" href="/person/144fc915ec2c38e311bc349ec6601324b/author/3"><span itemprop="name">S. Frey</span></a></span>, </span><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Marcel Hlawatsch" itemprop="url" href="/person/144fc915ec2c38e311bc349ec6601324b/author/4"><span itemprop="name">M. Hlawatsch</span></a></span>, </span><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Michael Hund" itemprop="url" href="/person/144fc915ec2c38e311bc349ec6601324b/author/5"><span itemprop="name">M. Hund</span></a></span>, </span><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Grzegorz Karol Karch" itemprop="url" href="/person/144fc915ec2c38e311bc349ec6601324b/author/6"><span itemprop="name">G. Karch</span></a></span>, </span><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Rudolf Netzel" itemprop="url" href="/person/144fc915ec2c38e311bc349ec6601324b/author/7"><span itemprop="name">R. Netzel</span></a></span>, </span><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Christin Schätzle" itemprop="url" href="/person/144fc915ec2c38e311bc349ec6601324b/author/8"><span itemprop="name">C. Schätzle</span></a></span>, </span><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Miriam Butt" itemprop="url" href="/person/144fc915ec2c38e311bc349ec6601324b/author/9"><span itemprop="name">M. Butt</span></a></span></span> und 4 andere Autor(en). </span><span class="additional-entrytype-information"><span itemtype="http://schema.org/Book" itemscope="itemscope" itemprop="isPartOf"><em><span itemprop="name">Proceedings of the Workshop on Beyond Time and Errors: Novel Evaluation Methods for Visualization (BELIV)</span>, </em></span><em>Seite <span itemprop="pagination">112-124</span>. </em><em><span itemprop="publisher">ACM</span>, </em>(<em><span>2016<meta content="2016" itemprop="datePublished"/></span></em>)</span>Fri Oct 09 12:34:23 CEST 2020Proceedings of the Workshop on Beyond Time and Errors: Novel Evaluation Methods for Visualization (BELIV)112-124Generative Data Models for Validation and Evaluation of Visualization Techniques2016A01 visus:hlawatml A02 A03 B02 sfbtrr161 D02 visus:netzelrf visus:ertl visus vis-ertl visus:karchgz visus:weiskopf 2016 vis-gis from:mueller vis(us) sfbtrr75 visus:schulzch visus:freysn We argue that there is a need for substantially more research on the use of generative data models in the validation and evaluation of visualization techniques. For example, user studies will require the display of representative and uncon-founded visual stimuli, while algorithms will need functional coverage and assessable benchmarks. However, data is often collected in a semi-automatic fashion or entirely hand-picked, which obscures the view of generality, impairs availability, and potentially violates privacy. There are some sub-domains of visualization that use synthetic data in the sense of generative data models, whereas others work with real-world-based data sets and simulations. Depending on the visualization domain, many generative data models are "side projects" as part of an ad-hoc validation of a techniques paper and thus neither reusable nor general-purpose. We review existing work on popular data collections and generative data models in visualization to discuss the opportunities and consequences for technique validation, evaluation, and experiment design. We distill handling and future directions, and discuss how we can engineer generative data models and how visualization research could benefit from more and better use of generative data models.Generative Data Models for Validation and Evaluation of Visualization TechniquesGenerative Data Models for Validation and Evaluation of Visualization Techniqueshttps://puma.ub.uni-stuttgart.de/bibtex/298a31a496d32e9909c7474a47902f349/visusvisus2017-10-25T15:54:32+02:00visus:netzelrf visus visus:hlawatml sfbtrr161 vis-ertl sfbtrr75 visus:weiskopf visus:karchgz visus:schulzch vis(us) visus:ertl from:mueller 2016 vis-gis visus:freysn <span data-person-type="author" class="authorEditorList "><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Christoph Schulz" itemprop="url" href="/person/144fc915ec2c38e311bc349ec6601324b/author/0"><span itemprop="name">C. Schulz</span></a></span>, </span><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Arlind Nocaj" itemprop="url" href="/person/144fc915ec2c38e311bc349ec6601324b/author/1"><span itemprop="name">A. Nocaj</span></a></span>, </span><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Mennatallah El-Assady" itemprop="url" href="/person/144fc915ec2c38e311bc349ec6601324b/author/2"><span itemprop="name">M. El-Assady</span></a></span>, </span><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Steffen Frey" itemprop="url" href="/person/144fc915ec2c38e311bc349ec6601324b/author/3"><span itemprop="name">S. Frey</span></a></span>, </span><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Marcel Hlawatsch" itemprop="url" href="/person/144fc915ec2c38e311bc349ec6601324b/author/4"><span itemprop="name">M. Hlawatsch</span></a></span>, </span><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Michael Hund" itemprop="url" href="/person/144fc915ec2c38e311bc349ec6601324b/author/5"><span itemprop="name">M. Hund</span></a></span>, </span><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Grzegorz Karol Karch" itemprop="url" href="/person/144fc915ec2c38e311bc349ec6601324b/author/6"><span itemprop="name">G. Karch</span></a></span>, </span><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Rudolf Netzel" itemprop="url" href="/person/144fc915ec2c38e311bc349ec6601324b/author/7"><span itemprop="name">R. Netzel</span></a></span>, </span><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Christin Schätzle" itemprop="url" href="/person/144fc915ec2c38e311bc349ec6601324b/author/8"><span itemprop="name">C. Schätzle</span></a></span>, </span><span><span itemtype="http://schema.org/Person" itemscope="itemscope" itemprop="author"><a title="Miriam Butt" itemprop="url" href="/person/144fc915ec2c38e311bc349ec6601324b/author/9"><span itemprop="name">M. Butt</span></a></span></span> und 4 andere Autor(en). </span><span class="additional-entrytype-information"><span itemtype="http://schema.org/Book" itemscope="itemscope" itemprop="isPartOf"><em><span itemprop="name">BELIV '16: Beyond Time And Errors: Novel Evaluation Methods For Visualization</span>, </em></span>(<em><span>2016<meta content="2016" itemprop="datePublished"/></span></em>)</span>Wed Oct 25 15:54:32 CEST 2017BELIV '16: Beyond Time And Errors: Novel Evaluation Methods For VisualizationGenerative Data Models for Validation and Evaluation of Visualization Techniques2016visus:netzelrf visus visus:hlawatml sfbtrr161 vis-ertl sfbtrr75 visus:weiskopf visus:karchgz visus:schulzch vis(us) visus:ertl from:mueller 2016 vis-gis visus:freysn Generative Data Models for Validation and Evaluation of Visualization Techniques