Search Results - "Schuecker, Jannis"

Optimal Sequence Memory in Driven Random Networks by Schuecker, Jannis, Goedeke, Sven, Helias, Moritz

“…Autonomous, randomly coupled, neural networks display a transition to chaos at a critical coupling strength. Here, we investigate the effect of a time-varying…”
Get full text

Fundamental Activity Constraints Lead to Specific Interpretations of the Connectome by Schuecker, Jannis, Schmidt, Maximilian, van Albada, Sacha J, Diesmann, Markus, Helias, Moritz

“…The continuous integration of experimental data into coherent models of the brain is an increasing challenge of modern neuroscience. Such models provide a…”
Get full text

Integration of Continuous-Time Dynamics in a Spiking Neural Network Simulator by Hahne, Jan, Dahmen, David, Schuecker, Jannis, Frommer, Andreas, Bolten, Matthias, Helias, Moritz, Diesmann, Markus

“…Contemporary modeling approaches to the dynamics of neural networks include two important classes of models: biologically grounded spiking neuron models and…”
Get full text

Conditions for wave trains in spiking neural networks by Senk, Johanna, Korvasová, Karolína, Schuecker, Jannis, Hagen, Espen, Tetzlaff, Tom, Diesmann, Markus, Helias, Moritz

“…Spatiotemporal patterns such as traveling waves are frequently observed in recordings of neural activity. The mechanisms underlying the generation of such…”
Get full text

26th Annual Computational Neuroscience Meeting (CNS2017): Part 1 by Denham, Sue, Poirazi, Panayiota, De Schutter, Erik, Friston, Karl, Chan, Ho Ka, Nowotny, Thomas, Han, Dongqi, Hong, Sungho, Rosay, Sophie, Wernle, Tanja, Treves, Alessandro, Goethals, Sarah, Brette, Romain, Van Pottelbergh, Tomas, Sepulchre, Rodolphe, Bird, Alex D., Cuntz, Hermann, Gonçalves, Pedro J., Lueckmann, Jan-Matthis, Bassetto, Giacomo, Nonnenmacher, Marcel, Macke, Jakob H., Sederberg, Audrey J., MacLean, Jason N., Palmer, Stephanie E., Ferrari, Ulisse, Gardella, Christophe, Marre, Olivier, Mora, Thierry, Ibrahimovic, Emina, Müller, Martin, Pfister, Jean-Pascal, Chauhan, Tushar, Masquelier, Timothée, Montlibert, Alexandre, Cottereau, Benoit R., Helias, Moritz, Schuecker, Jannis, Dahmen, David, Goedeke, Sven, Hyafil, Alexandre, Hermoso-Mendizabal, Ainhoa, Rueda-Orozco, Pavel E., Jaramillo, Santiago, Robbe, David, de la Rocha, Jaime, Rooy, Marie, Koukouli, Fani, DiGregorio, David, Maskos, Uwe, Gutkin, Boris, Verisokin, Andrey Yu, Verveyko, Darya V., Postnov, Dmitry E., Wong, Willy, Talakoub, Omid, Chen, Robert, Popovic, Milos, Lisitsyn, Dmitriy, Drebitz, Eric, Grothe, Iris, Mandon, Sunita, Kreiter, Andreas, Ernst, Udo, Robinson, Peter A., Zhao, Xuelong, Aquino, Kevin M., Griffiths, John D., Mehta-Pandejee, Grishma, Gabay, Natasha, MacLaurin, James, Sarkar, Somwrita, Kunze, Tim, Haueisen, Jens, Knösche, Thomas R., Ahmad, Subutai, Cui, Yuwei, Lewis, Marcus, Hawkins, Jeff, Olmi, Simona, Petkoski, Spase, Bartolomei, Fabrice, Guye, Maxime, Jirsa, Viktor, Toutounji, Hazem, Durstewitz, Daniel, Cantarelli, Matteo, Quintana, Adrian, Marin, Boris, Earnshaw, Matt, Gleeson, Padraig, Court, Robert, McDougal, Robert, Angus Silver, R., Dura-Bernal, Salvador, Larson, Stephen, Lytton, William W., Idili, Giovanni, Posani, Lorenzo, Cocco, Simona

Get full text

Informed Machine Learning - A Taxonomy and Survey of Integrating Prior Knowledge into Learning Systems by von Rueden, Laura, Mayer, Sebastian, Beckh, Katharina, Georgiev, Bogdan, Giesselbach, Sven, Heese, Raoul, Kirsch, Birgit, Pfrommer, Julius, Pick, Annika, Ramamurthy, Rajkumar, Walczak, Michal, Garcke, Jochen, Bauckhage, Christian, Schuecker, Jannis

“…Despite its great success, machine learning can have its limits when dealing with insufficient training data. A potential solution is the additional…”
Get full text

The transfer function of the LIF model: from white to filtered noise by Schuecker, Jannis, Diesmann, Markus, Helias, Moritz

“…Doc number: P146…”
Get full text

Identifying and exploiting the anatomical origin of population rate oscillations in multi-layered spiking networks by Bos, Hannah, Schuecker, Jannis, Diesmann, Markus, Helias, Moritz

Get full text

Modulated escape from a metastable state driven by colored noise by Schuecker, Jannis, Diesmann, Markus, Helias, Moritz

“…Many phenomena in nature are described by excitable systems driven by colored noise. The temporal correlations in the fluctuations hinder an analytical…”
Get full text

Switching Dynamical Systems with Deep Neural Networks by Ojeda, Cesar, Georgiev, Bogdan, Cvejoski, Kostadin, Schucker, Jannis, Bauckhage, Christian, Sanchez, Ramses J.

“…The problem of uncovering different dynamical regimes is of pivotal importance in time series analysis. Switching dynamical systems provide a solution for…”
Get full text

Auto Encoding Explanatory Examples with Stochastic Paths by Ojeda, Cesar, Sanchez, Ramses J., Cvejoski, Kostadin, Schucker, Jannis, Bauckhagez, Christian, Georgievz, Bogdan

“…In this paper we ask for the main factors that determine a classifier's decision making process and uncover such factors by studying latent codes produced by…”
Get full text

26th Annual Computational Neuroscience Meeting (CNS2017): Part 2 by Rubchinsky, Leonid L., Ahn, Sungwoo, Klijn, Wouter, Cumming, Ben, Yates, Stuart, Karakasis, Vasileios, Peyser, Alexander, Woodman, Marmaduke, Diaz-Pier, Sandra, Deraeve, James, Vassena, Eliana, Alexander, William, Beeman, David, Kudela, Pawel, Boatman-Reich, Dana, Anderson, William S., Luque, Niceto R., Naveros, Francisco, Carrillo, Richard R., Ros, Eduardo, Arleo, Angelo, Huth, Jacob, Ichinose, Koki, Park, Jihoon, Kawai, Yuji, Suzuki, Junichi, Mori, Hiroki, Asada, Minoru, Oprisan, Sorinel A., Dave, Austin I., Babaie, Tahereh, Robinson, Peter, Tabas, Alejandro, Andermann, Martin, Rupp, André, Balaguer-Ballester, Emili, Lindén, Henrik, Christensen, Rasmus K., Nakamura, Mari, Barkat, Tania R., Tosi, Zach, Beggs, John, Lonardoni, Davide, Boi, Fabio, Di Marco, Stefano, Maccione, Alessandro, Berdondini, Luca, Jędrzejewska-Szmek, Joanna, Dorman, Daniel B., Blackwell, Kim T., Bauermeister, Christoph, Keren, Hanna, Braun, Jochen, Dornas, João V., Mavritsaki, Eirini, Aldrovandi, Silvio, Bridger, Emma, Lim, Sukbin, Brunel, Nicolas, Buchin, Anatoly, Kerr, Clifford Charles, Chizhov, Anton, Huberfeld, Gilles, Miles, Richard, Gutkin, Boris, Spencer, Martin J., Meffin, Hamish, Grayden, David B., Burkitt, Anthony N., Davey, Catherine E., Tao, Liangyu, Tiruvadi, Vineet, Ali, Rehman, Mayberg, Helen, Butera, Robert, Gunay, Cengiz, Lamb, Damon, Calabrese, Ronald L., Doloc-Mihu, Anca, López-Madrona, Víctor J., Matias, Fernanda S., Pereda, Ernesto, Mirasso, Claudio R., Canals, Santiago, Geminiani, Alice, Pedrocchi, Alessandra, D’Angelo, Egidio, Casellato, Claudia, Chauhan, Ankur, Soman, Karthik, Srinivasa Chakravarthy, V., Muddapu, Vignayanandam R., Chuang, Chao-Chun, Chen, Nan-yow, Bayati, Mehdi, Melchior, Jan, Wiskott, Laurenz, Azizi, Amir Hossein, Diba, Kamran, Cheng, Sen

Get full text

Combining expert knowledge and neural networks to model environmental stresses in agriculture by Cvejoski, Kostadin, Schuecker, Jannis, Mahlein, Anne-Katrin, Georgiev, Bogdan

“…In this work we combine representation learning capabilities of neural network with agricultural knowledge from experts to model environmental heat and drought…”
Get full text

Optimal sequence memory in driven random networks by Schuecker, Jannis, Goedeke, Sven, Helias, Moritz

“…Phys. Rev. X 8, 041029 (2018) Autonomous randomly coupled neural networks display a transition to chaos at a critical coupling strength. We here investigate…”
Get full text

Recurrent Point Processes for Dynamic Review Models by Cvejoski, Kostadin, Sanchez, Ramses J, Georgiev, Bogdan, Schuecker, Jannis, Bauckhage, Christian, Ojeda, Cesar

“…Recent progress in recommender system research has shown the importance of including temporal representations to improve interpretability and performance…”
Get full text

Conditions for wave trains in spiking neural networks by Senk, Johanna, Korvasová, Karolína, Schuecker, Jannis, Hagen, Espen, Tetzlaff, Tom, Diesmann, Markus, Helias, Moritz

“…Phys. Rev. Research 2, 023174 (2020) Spatiotemporal patterns such as traveling waves are frequently observed in recordings of neural activity. The mechanisms…”
Get full text

Recurrent Adversarial Service Times by Ojeda, César, Cvejosky, Kostadin, Sánchez, Ramsés J, Schuecker, Jannis, Georgiev, Bogdan, Bauckhage, Christian

“…Service system dynamics occur at the interplay between customer behaviour and a service provider's response. This kind of dynamics can effectively be modeled…”
Get full text

Modulated escape from a metastable state driven by colored noise by Schuecker, Jannis, Diesmann, Markus, Helias, Moritz

“…Phys. Rev. E 92, 052119 (2015) Many phenomena in nature are described by excitable systems driven by colored noise. The temporal correlations in the…”
Get full text

Informed Machine Learning -- A Taxonomy and Survey of Integrating Knowledge into Learning Systems by von Rueden, Laura, Mayer, Sebastian, Beckh, Katharina, Georgiev, Bogdan, Giesselbach, Sven, Heese, Raoul, Kirsch, Birgit, Pfrommer, Julius, Pick, Annika, Ramamurthy, Rajkumar, Walczak, Michal, Garcke, Jochen, Bauckhage, Christian, Schuecker, Jannis

“…Despite its great success, machine learning can have its limits when dealing with insufficient training data. A potential solution is the additional…”
Get full text

Reduction of colored noise in excitable systems to white noise and dynamic boundary conditions by Schuecker, Jannis, Diesmann, Markus, Helias, Moritz

“…A recent study on the effect of colored driving noise on the escape from a metastable state derives an analytic expression of the transfer function of the…”
Get full text