Refine
Author
- Ernst, Stefan (80)
- Breyer-Mayländer, Thomas (45)
- Lankau, Ralf (33)
- Otte, Andreas (30)
- Drechsler, Dirk (23)
- Weuster, Arnulf (22)
- Sikora, Axel (19)
- Keuper, Janis (17)
- Klasen, Andreas (16)
- Spangenberg, Bernd (16)
- Bollin, Elmar (15)
- Baumgärtler, Thomas (13)
- Graumann, Matthias (11)
- Jansen, Dirk (8)
- Popović, Tobias (8)
- Werner, Hans-Ulrich (8)
- Bantleon, Ulrich (7)
- Ismer, Bruno (7)
- Ritter, Beate (7)
- Wilke, Andreas (7)
- Durall Lopez, Ricard (6)
- Huber, Klaus (6)
- Keuper, Margret (6)
- Pfafferott, Jens (6)
- Schmidt, Claudia (6)
- Sänger, Volker (6)
- Zerres, Christopher (6)
- Livotov, Pavel (5)
- Meyer, Uwe (5)
- Pfreundt, Franz-Josef (5)
- Sandhaas, Anna (5)
- Schmelas, Martin (5)
- Sikorski, Evgenia (5)
- Willwacher, Steffen (5)
- Wink, Konrad (5)
- Bessler, Wolfgang G. (4)
- Burkhardt, Achim (4)
- Curticapean, Dan (4)
- Decker, Eva (4)
- Fetzner, Daniel (4)
- Friedel, Andreas (4)
- Köbler, Jürgen (4)
- Mai, Patrick (4)
- Mayer, Andreas (4)
- Reindl, Leonhard Michael (4)
- Zahoransky, Richard A. (4)
- Beck, Andreas (3)
- Bhattacharyya, Mayukh (3)
- Bärtl, Mathias (3)
- Christ, Andreas (3)
- Dahlmann, Horst (3)
- Daryusi, Ali (3)
- Dornberg, Martin (3)
- Fischer, Tobias (3)
- Gavrikov, Paul (3)
- Grabinski, Julia (3)
- Grünwald, Waldemar (3)
- Haber, Tobias (3)
- Hagen, Tobias (3)
- Hartmann, Niklas (3)
- Junk, Stefan (3)
- Kalz, Doreen E. (3)
- Korn, Oliver (3)
- Kuttruff, Ulrich (3)
- Lehnen, Marc (3)
- Meier, Barbara (3)
- Meyrueis, Patrick L. (3)
- Milz, Barbara (3)
- Nasdala, Lutz (3)
- Rettberg, Simon (3)
- Rietz, Steffen (3)
- Robbin, Johanna (3)
- Schappacher, Manuel (3)
- Seifert, Thomas (3)
- Trahasch, Stephan (3)
- Volk, Tobias (3)
- Weber, Jörg-Andreas (3)
- Zell, Christiane (3)
- von Suchodoletz, Dirk (3)
- Abuzayed, Anas (2)
- Benoit, Pascal (2)
- Bongs, Constanze (2)
- Braun, Simone (2)
- Brenner, Corinna (2)
- Brudsche, Markus Lothar (2)
- Bühler, Karl (2)
- Cardot, Philippe J.P. (2)
- Claus, Stephan (2)
- Dittrich, Ingo (2)
- Doherr, Detlev (2)
- Duri, Tobias (2)
- Felhauer, Tobias (2)
- Fey, Simon (2)
- Fischer, Daniel (2)
- Follwarczny, Dan (2)
- Geyl, Wolfgang (2)
- Gorbey, Stefan (2)
- Grundei, Jens (2)
- Habann, Frank (2)
- Hamill, Joseph (2)
- Heinke, Matthias (2)
- Hesslinger, Siegmar (2)
- Ho, Kalun (2)
- Honigberger, Wolfgang (2)
- Hoppe, Harald (2)
- Horn, Christoph (2)
- Härtig, Johannes (2)
- Islam, Md Aminul (2)
- Jagoda, Martha (2)
- Javahiraly, Nicolas (2)
- Kachel, Gerhard (2)
- Kassab, James R. (2)
- Kauffmann, Sabine (2)
- Kleister, Gennadie (2)
- Kovalev, Alexander (2)
- Krummaker, Simone (2)
- Kuhn, Michael (2)
- Kurz, Markus (2)
- Lemmer, Björn (2)
- Lämmle, Manuel (2)
- Matt, Rebecca (2)
- Mehner-Heindl, Katharina (2)
- Melichercik, Juraj (2)
- Metz, Jakob (2)
- Moschberger, Udo (2)
- Mundus, Peter (2)
- Münchenberg, Jan (2)
- Ortega Clavero, Valentin (2)
- Riempp, Roland (2)
- Rohbock, Ute (2)
- Rohbogner, Gregor (2)
- Rotter, Kirsten-Maria (2)
- Ruile, Werner (2)
- Scheck, Eva (2)
- Schedler, Kuno (2)
- Schmidt, Christoph (2)
- Schröder, Werner (2)
- Schöbel, Hanns-Peter (2)
- Schüssele, Lothar (2)
- Shuvo, Shabbir Ahmed (2)
- Sokolova, Elena (2)
- Stahl, Katja (2)
- Staudt, Reiner (2)
- Treffinger, Peter (2)
- Wapler, Jeannette (2)
- Weber, Andreas (2)
- Weber, Christian (2)
- Weiß, Hans-Jörg (2)
- Wendt, Thomas (2)
- Wilson, Michael (2)
- Wittstadt, Ursula (2)
- Adelhelm, Philipp (1)
- Aghassi-Hagmann, Jasmin (1)
- Agnihotri, Shashank (1)
- Ahrens, Björn (1)
- Akin, Ibrahim (1)
- Albers, Albert (1)
- Altmann-Dieses, Angelika (1)
- Armknecht, Frederik (1)
- Arriola, Aitor (1)
- Assawajaruwan, Supasuda (1)
- Bachmann, Hubert (1)
- Balboa, Luis (1)
- Bannert, Fiona (1)
- Baron, Frank (1)
- Barsch, Michael (1)
- Batsch, Christine (1)
- Battua, Serge (1)
- Baumgartl, Hermann (1)
- Baz, Imanol (1)
- Becker, Natalie (1)
- Becker, Roland (1)
- Becker, Roman (1)
- Behring, Heinrich (1)
- Bender, Rainer (1)
- Beneke, Stefan (1)
- Berbineau, Marion (1)
- Berg, Mario (1)
- Bill, Kevin (1)
- Binder, Dominik (1)
- Bleyl, Ingo (1)
- Bohlinger, Nico (1)
- Braig-Buttgereit, Sonja (1)
- Braunmiller, Judith (1)
- Brecht, Michael (1)
- Bronswijk, Astrid (1)
- Bruder, Johannes (1)
- Bund, Andreas (1)
- Bär, Roland (1)
- Bürger, Adrian (1)
- Büttner, Ricardo (1)
- Cadilha Marques, Gabriel (1)
- Cairns, Amy J. (1)
- Casner, Didier (1)
- Caymazer, Leyla (1)
- Celer, Ewa B. (1)
- Chaberek, Agnieszka (1)
- Chatterjee, Debaditya (1)
- Chatzimichailidis, Avraam (1)
- Clédat, Dominique (1)
- Cruces, Cristina (1)
- Dasgupta, Subho (1)
- De Jesús Tabora, César (1)
- Dehm, Simone (1)
- Dietrich, T. (1)
- Dix, Alan (1)
- Dizdari, Xhovalin (1)
- Dold, Martin (1)
- Domènech Monfort, Meritxell (1)
- Doncheva, Ivanka (1)
- Dorer, Klaus (1)
- Dreßler, Paul (1)
- Durrenberger, Marc (1)
- Ebner, Daniel (1)
- Echeverría, Eneko (1)
- Eddaoudi, Mohamed (1)
- Effing, Marion (1)
- Eicher, Bernhard (1)
- Eickhoff, Walter (1)
- Einloth, Henning (1)
- El-Assady, Mennatallah (1)
- Elmer, Diego (1)
- Endrikat, Anna (1)
- Erhardt-Ferron, Angelika (1)
- Eulerich, Marc (1)
- Fawaz, Nidal (1)
- Feige, Katja (1)
- Feldmann, Thomas (1)
- Fischer, Rainer (1)
- Fleig, Claus (1)
- Fliegener, Sascha (1)
- Friedrich, Horst E. (1)
- Fröhlich, Johannes (1)
- Gabriel, Ranya (1)
- Gansor, Tom (1)
- Garlapati, Suresh Kumar (1)
- George, Dicken (1)
- Gisiger, Martin (1)
- Gombert, Andreas (1)
- Gopisetty, Bala Venkata Satyanarayana (1)
- Gottlieb, Andreas (1)
- Gringoli, Francesco (1)
- Grisar, Roland (1)
- Großkinsky, Maresa (1)
- Grund, Jonas (1)
- Grübl, Daniel (1)
- Guimarães, Alberto P. (1)
- Gücker, Robert (1)
- Günther, Danny (1)
- Habelitz, Peter Michael (1)
- Hahnel, Ulf J. J. (1)
- Haiss, Ulrich (1)
- Hale, Thomas (1)
- Hartmann, Pascal (1)
- Hartz, Andrea (1)
- Hazubski, Simon (1)
- Heberle, K. (1)
- Helmling, Stephanie (1)
- Helwig, Janina (1)
- Herr, Sascha (1)
- Hess, Peter (1)
- Hildenbrand, Peter (1)
- Himmelsbach, Sascha (1)
- Hipper, Markus (1)
- Hochberg, Ulrich (1)
- Hoferer, G. (1)
- Hollander, Karsten (1)
- Hoque, Md. Mozammel (1)
- Houssin, Remy (1)
- Hucke, Anja (1)
- Humpert, Désirée (1)
- Hupfer, Peter (1)
- Häder, Dieter (1)
- Hölzenbein, Fabian (1)
- Ispas, Adriana (1)
- Israel, Kai (1)
- Janek, Jürgen (1)
- Janßen, Derk (1)
- Jatzlau, Bernd (1)
- Jehle, Margarete (1)
- Jennekens, Isabelle (1)
- Joseph, Jürgen (1)
- Jost, Thomas (1)
- Jäger, Philipp M. (1)
- Kamlah, Marc (1)
- Kandzia, Paul-Thomas (1)
- Kaupp, M. (1)
- Kehret, Oliver (1)
- Keim, Daniel A. (1)
- Kelemen, Simon (1)
- Kelly, Luke (1)
- Kempe, Andreas (1)
- Kempf, Jürgen (1)
- Kempf, Markus (1)
- Kesselring, Peter (1)
- Ketterer, Jürgen (1)
- Kiefer, Michael (1)
- Kim, Hanhee (1)
- Klein, Jonas (1)
- Klerch, Benjamin (1)
- Klingenberger, Uta-Maria (1)
- Klingenschmidt, Karl-Heinz (1)
- Knittel, Dominique (1)
- Knoll, Matthias (1)
- Koenigsdorff, Roland (1)
- Koschig, Robert (1)
- Kraft, C. (1)
- Krawatzeck, Robert (1)
- Kray, Daniel (1)
- Kreß, Jürgen (1)
- Kuen, Christian (1)
- Köhler, Annette (1)
- Köhler, Bernd (1)
- Köhler, Robert (1)
- Kühnert, Helmut (1)
- Kühnert, Steffen (1)
- Künzel, Larissa (1)
- Küttenbaum, Holger (1)
- Labus, Peter (1)
- Laile, Edgar (1)
- Lambertz, Klaus (1)
- Lamm, Bianca (1)
- Landau, Kurt (1)
- Lange, Klara (1)
- Leimbach, Martin (1)
- Liberman-Pincu, Ela (1)
- Linckels, Serge (1)
- Litterst, Kathrin (1)
- Lohr, Markus (1)
- Lomonosov, Alexey M. (1)
- Lorenz, Peter (1)
- Lott, Jürgen (1)
- Lotz, Andreas (1)
- Luebke, Ryan (1)
- Luke, Michael (1)
- Luz, Steffen (1)
- Löffel, Marc (1)
- Mackensen, Elke (1)
- Maier, Markus (1)
- Matern, Andreas (1)
- Mayer, Elena (1)
- Mayer, Erwin (1)
- Mayer, Markus (1)
- Maznev, Alexei A. (1)
- Meinel, Christoph (1)
- Merazzi, Jonas (1)
- Merschroth, Christian (1)
- Mesitschek, Daniel (1)
- Metzger, Mario (1)
- Metzner, Martin (1)
- Meßmer, Jonas (1)
- Miara, Marek (1)
- Minin, Peter (1)
- Molle, Harald (1)
- Monga, Mattia (1)
- Morena-Dena, J. Mario (1)
- Moreno, Juan (1)
- Mundinger, Eliam (1)
- Möller, Andreas (1)
- Möllmer, Jens (1)
- Müller, Eckhard (1)
- Müller, Felix (1)
- Müller, Matthias (1)
- Müller, Patrick (1)
- Müller, Stefanie (1)
- Nestler, Britta (1)
- Nguyen, Minh Phuong (1)
- Nguyen, Tristan (1)
- Nieradzik, Lars (1)
- Nieweg, Britta (1)
- Nirschl, Hermann (1)
- Notz, Friedrich (1)
- Nuyken, Klaus (1)
- Nuß, Uwe (1)
- Oelke, Daniela (1)
- Oeppert, Tom Jasper (1)
- Oesterlee, Reinhard (1)
- Olbrich, Andrea (1)
- Oron-Gilad, Tal (1)
- Oswald, Johanna (1)
- Ott, Hanns H. (1)
- Ottmann, Thomas (1)
- Pablo García-Nieto, Juan (1)
- Paul, Patricia (1)
- Peci, Arian (1)
- Pedell, Burkhard (1)
- Pfannstiel, Jochen (1)
- Pfletschinger, Stephan (1)
- Popovic, Tobias (1)
- Poss, Gerhard (1)
- Pupyrev, Pavel Dmitrievich (1)
- Pönisch, Christoph (1)
- Quarti, Michael (1)
- Rahusen, David (1)
- Raihan, M (1)
- Reinke, Bernd (1)
- Rejwan, Bin Sulaiman (1)
- Renaud, Jean (1)
- Rentschler, Heinz (1)
- Riedel, Lena (1)
- Riedel, Wolfgang (1)
- Ritter, Steffen (1)
- Rivera de Kieler, Isabel K. (1)
- Rißmann, Sascha (1)
- Rjelka, Marek (1)
- Robertz, Leon (1)
- Rodríguez, Carlos (1)
- Rolfes, Raimund (1)
- Romanov, Alexey M. (1)
- Rony, Mohammad Abu Tareq (1)
- Roth, Martin (1)
- Rubio Castillejo, Fernando (1)
- Rößler, Christian (1)
- Rüdebusch, Tom (1)
- Saad, Sascha (1)
- Salazar-Solano, Vidal (1)
- Sand, Stephan (1)
- Sarstedt, Philip (1)
- Sawant, Parantapa Amarsinh (1)
- Schaad, Andreas (1)
- Schepp, Moritz (1)
- Schlecht, Michael (1)
- Schlegel, Udo (1)
- Schmalz, Thomas (1)
- Schmid, Frauke (1)
- Schmid, M. (1)
- Schmid, Marco Dennis (1)
- Schneider, H. (1)
- Schneider, Lorenz (1)
- Schnekenburger, Bruno (1)
- Schröder, Niklas (1)
- Schulmeister, Rolf (1)
- Schumann, Detlef (1)
- Schwan, Stephan (1)
- Schwarz, Sybille (1)
- Schöbel, Anke (1)
- Schönberg, Ingo (1)
- Schöne, Edna (1)
- Sedlak, Manuel (1)
- Seigel, Andrea (1)
- Selman, Burcu (1)
- Selzer, Michael (1)
- Shakeri, Mehran (1)
- Siebert, Jens (1)
- Siebert, Peter (1)
- Sieburg-Rockel, Jördis (1)
- Smith, Graham (1)
- Soliman, Mohammad (1)
- Sommer, Heino (1)
- Sonderegger, Urs (1)
- Spenrath, Christof (1)
- Spier, Bernd (1)
- Spohn, Patrick (1)
- Stadler, Michael (1)
- Stehle, S. (1)
- Stephani, Henrike (1)
- Stieglitz, Thomas (1)
- Stroka, Jörg (1)
- Ströbele, C. (1)
- Strüker, Jens (1)
- Sufian, Md Abu (1)
- Sultana, Razia (1)
- Sulzmann, Martin (1)
- Summ, Patrick (1)
- Sörgel, Timo (1)
- Taentzer, Gabriele (1)
- Tahoori, Mehdi Baradaran (1)
- Tajan, Louis (1)
- Tanaka, Nanako (1)
- Tauchmann, David (1)
- Terzidis, Orestis (1)
- Thelen, Matthias (1)
- Thieme, Tobias (1)
- Thommes, Matthias (1)
- Timler, Reinhold (1)
- Tippmann, Simon (1)
- Trudeau, Matthieu B. (1)
- Ulmer, Ulrich (1)
- Unterhuber, Paul (1)
- Utku, Burkay (1)
- Uziel, Sebastian (1)
- Val, Inaki (1)
- Vauderwange, Oliver (1)
- Velten, Dirk (1)
- Venohr, Daniel (1)
- Vogt, Gisela (1)
- Volk, Franziska (1)
- Vollmers, Burkhard (1)
- Volz, Michael (1)
- Wagner, Karl (1)
- Waldmann, Lars (1)
- Walper, Daniel (1)
- Wedler, Michael (1)
- Wegert, Henry (1)
- Wehr, Stefan (1)
- Weibel, Thomas (1)
- Weidlich, Anke (1)
- Weinmann, Wolfgang (1)
- Weir, Gillian (1)
- Westhoff, Dirk (1)
- Wetzel, Thomas (1)
- Weyandt-Spangenberg, Marion (1)
- Wielage, Heinz-Hermann (1)
- Wiemken, Edo (1)
- Wiesner, Lukas (1)
- Wozniak, Peter (1)
- Wölfle, Dirk (1)
- Wüllner, Johannes (1)
- Yunitasari, Amalia (1)
- Zawalich, Kamil (1)
- Zerres, Thomas (1)
- Zimmer, Johannes (1)
- Zimmer, Michael (1)
- Zimmermann, Martin (1)
- Zozmann, Elmar (1)
- d'Arcy, Anne (1)
- van Grondelle, Elmer D. (1)
- von Puttkamer, Johannes (1)
Year of publication
Document Type
- Article (unreviewed) (566) (remove)
Is part of the Bibliography
- yes (566) (remove)
Keywords
- Schule (11)
- Bildung (8)
- Arbeitszeugnis (7)
- Export (7)
- Digitalisierung (6)
- Energieversorgung (6)
- Nachhaltigkeit (6)
- Recht (6)
- Datenschutz (5)
- Dünnschichtchromatographie (5)
Institute
- Fakultät Medien und Informationswesen (M+I) (bis 21.04.2021) (189)
- Fakultät Wirtschaft (W) (120)
- Fakultät Maschinenbau und Verfahrenstechnik (M+V) (97)
- Fakultät Elektrotechnik und Informationstechnik (E+I) (bis 03/2019) (95)
- Fakultät Medien (M) (ab 22.04.2021) (35)
- Fakultät Elektrotechnik, Medizintechnik und Informatik (EMI) (ab 04/2019) (27)
- INES - Institut für nachhaltige Energiesysteme (21)
- IMLA - Institute for Machine Learning and Analytics (16)
- IfTI - Institute for Trade and Innovation (13)
- IUAS - Institute for Unmanned Aerial Systems (4)
Open Access
- Closed Access (156)
- Open Access (131)
- Closed (71)
- Diamond (17)
- Bronze (15)
- Gold (1)
- Grün (1)
- Hybrid (1)
With the rising necessity of explainable artificial intelligence (XAI), we see an increase in task-dependent XAI methods on varying abstraction levels. XAI techniques on a global level explain model behavior and on a local level explain sample predictions. We propose a visual analytics workflow to support seamless transitions between global and local explanations, focusing on attributions and counterfactuals on time series classification. In particular, we adapt local XAI techniques (attributions) that are developed for traditional datasets (images, text) to analyze time series classification, a data type that is typically less intelligible to humans. To generate a global overview, we apply local attribution methods to the data, creating explanations for the whole dataset. These explanations are projected onto two dimensions, depicting model behavior trends, strategies, and decision boundaries. To further inspect the model decision-making as well as potential data errors, a what-if analysis facilitates hypothesis generation and verification on both the global and local levels. We constantly collected and incorporated expert user feedback, as well as insights based on their domain knowledge, resulting in a tailored analysis workflow and system that tightly integrates time series transformations into explanations. Lastly, we present three use cases, verifying that our technique enables users to (1)~explore data transformations and feature relevance, (2)~identify model behavior and decision boundaries, as well as, (3)~the reason for misclassifications.