2020
|
Krause, Oswin; Fischer, Asja; Igel, Christian Algorithms for estimating the partition function of restricted Boltzmann
machines Journal Article Artif. Intell., 278 , 2020. Links | BibTeX @article{DBLP:journals/ai/KrauseFI20,
title = {Algorithms for estimating the partition function of restricted Boltzmann
machines},
author = {Oswin Krause and
Asja Fischer and
Christian Igel},
url = {https://doi.org/10.1016/j.artint.2019.103195},
doi = {10.1016/j.artint.2019.103195},
year = {2020},
date = {2020-01-01},
journal = {Artif. Intell.},
volume = {278},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
|
Krause, Oswin; Fischer, Asja; Igel, Christian Algorithms for Estimating the Partition Function of Restricted Boltzmann
Machines (Extended Abstract) Inproceedings Proceedings of the Twenty-Ninth International Joint Conference on
Artificial Intelligence, IJCAI 2020, pp. 5045–5049, ijcai.org, 2020. Links | BibTeX @inproceedings{DBLP:conf/ijcai/KrauseFI20,
title = {Algorithms for Estimating the Partition Function of Restricted Boltzmann
Machines (Extended Abstract)},
author = {Oswin Krause and
Asja Fischer and
Christian Igel},
url = {https://doi.org/10.24963/ijcai.2020/704},
doi = {10.24963/ijcai.2020/704},
year = {2020},
date = {2020-01-01},
booktitle = {Proceedings of the Twenty-Ninth International Joint Conference on
Artificial Intelligence, IJCAI 2020},
pages = {5045--5049},
publisher = {ijcai.org},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Ali, Mehdi; Berrendorf, Max; Hoyt, Charles Tapley; Vermue, Laurent; Galkin, Mikhail; Sharifzadeh, Sahand; Fischer, Asja; Tresp, Volker; Lehmann, Jens Bringing Light Into the Dark: A Large-scale Evaluation of Knowledge Graph Embedding Models Under a Unified Framework Miscellaneous 2020. Links | BibTeX @misc{DBLP:journals/corr/abs-2006-13365,
title = {Bringing Light Into the Dark: A Large-scale Evaluation of Knowledge Graph Embedding Models Under a Unified Framework},
author = {Mehdi Ali and
Max Berrendorf and
Charles Tapley Hoyt and
Laurent Vermue and
Mikhail Galkin and
Sahand Sharifzadeh and
Asja Fischer and
Volker Tresp and
Jens Lehmann},
url = {https://arxiv.org/abs/2006.13365},
year = {2020},
date = {2020-01-01},
journal = {CoRR},
volume = {abs/2006.13365},
keywords = {},
pubstate = {published},
tppubtype = {misc}
}
|
Koitka, Sven; Kim, Moon S; Qu, Ming; Fischer, Asja; Friedrich, Christoph M; Nensa, Felix Mimicking the radiologists' workflow: Estimating pediatric hand bone
age with stacked deep neural networks Journal Article Medical Image Anal., 64 , pp. 101743, 2020. Links | BibTeX @article{DBLP:journals/mia/KoitkaKQFFN20,
title = {Mimicking the radiologists' workflow: Estimating pediatric hand bone
age with stacked deep neural networks},
author = {Sven Koitka and
Moon S. Kim and
Ming Qu and
Asja Fischer and
Christoph M. Friedrich and
Felix Nensa},
url = {https://doi.org/10.1016/j.media.2020.101743},
doi = {10.1016/j.media.2020.101743},
year = {2020},
date = {2020-01-01},
journal = {Medical Image Anal.},
volume = {64},
pages = {101743},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
|
Frank, Joel; Eisenhofer, Thorsten; Schönherr, Lea; Fischer, Asja; Kolossa, Dorothea; Holz, Thorsten Leveraging Frequency Analysis for Đeep Fake Image Recognition Inproceedings Proceedings of the 37th International Conference on Machine Learning,
ICML 2020, 13-18 July 2020, Virtual Event, pp. 3247–3258, PMLR, 2020. Links | BibTeX @inproceedings{DBLP:conf/icml/FrankESFKH20,
title = {Leveraging Frequency Analysis for Đeep Fake Image Recognition},
author = {Joel Frank and
Thorsten Eisenhofer and
Lea Schönherr and
Asja Fischer and
Dorothea Kolossa and
Thorsten Holz},
url = {http://proceedings.mlr.press/v119/frank20a.html},
year = {2020},
date = {2020-01-01},
booktitle = {Proceedings of the 37th International Conference on Machine Learning,
ICML 2020, 13-18 July 2020, Virtual Event},
volume = {119},
pages = {3247--3258},
publisher = {PMLR},
series = {Proceedings of Machine Learning Research},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Däubener, Sina; Schönherr, Lea; Fischer, Asja; Kolossa, Dorothea Detecting Adversarial Examples for Speech Recognition via Uncertainty Quantification Inproceedings Interspeech 2020, 21st Annual Conference of the International Speech
Communication Association, Virtual Event, Shanghai, China, 25-29 October
2020, pp. 4661–4665, ISCA, 2020. Links | BibTeX @inproceedings{DBLP:conf/interspeech/DaubenerSFK20,
title = {Detecting Adversarial Examples for Speech Recognition via Uncertainty Quantification},
author = {Sina Däubener and
Lea Schönherr and
Asja Fischer and
Dorothea Kolossa},
url = {https://doi.org/10.21437/Interspeech.2020-2734},
doi = {10.21437/Interspeech.2020-2734},
year = {2020},
date = {2020-01-01},
booktitle = {Interspeech 2020, 21st Annual Conference of the International Speech
Communication Association, Virtual Event, Shanghai, China, 25-29 October
2020},
pages = {4661--4665},
publisher = {ISCA},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Frank, Joel; Eisenhofer, Thorsten; Schönherr, Lea; Fischer, Asja; Kolossa, Dorothea; Holz, Thorsten Leveraging Frequency Analysis for Deep Fake Image Recognition Inproceedings Proceedings of the 37th International Conference on Machine Learning,
ICML 2020, 13-18 July 2020, Virtual Event, pp. 3247–3258, PMLR, 2020. Links | BibTeX @inproceedings{DBLP:conf/icml/FrankESFKH20b,
title = {Leveraging Frequency Analysis for Deep Fake Image Recognition},
author = {Joel Frank and
Thorsten Eisenhofer and
Lea Schönherr and
Asja Fischer and
Dorothea Kolossa and
Thorsten Holz},
url = {http://proceedings.mlr.press/v119/frank20a.html},
year = {2020},
date = {2020-01-01},
booktitle = {Proceedings of the 37th International Conference on Machine Learning,
ICML 2020, 13-18 July 2020, Virtual Event},
volume = {119},
pages = {3247--3258},
publisher = {PMLR},
series = {Proceedings of Machine Learning Research},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
2019
|
k e, Stanis{ł}aw Jastrz; Kenton, Zachary; Ballas, Nicolas; Fischer, Asja; Bengio, Yoshua; Storkey, Amos J On the Relation Between the Sharpest Directions of DNN Loss and
the SGD Step Length Inproceedings 7th International Conference on Learning Representations, ICLR 2019,
New Orleans, LA, USA, May 6-9, 2019, OpenReview.net, 2019. Links | BibTeX @inproceedings{DBLP:conf/iclr/JastrzebskiKBFB19,
title = {On the Relation Between the Sharpest Directions of DNN Loss and
the SGD Step Length},
author = {Stanis{ł}aw Jastrz{k e}bski and
Zachary Kenton and
Nicolas Ballas and
Asja Fischer and
Yoshua Bengio and
Amos J. Storkey},
url = {https://openreview.net/forum?id=SkgEaj05t7},
year = {2019},
date = {2019-01-01},
booktitle = {7th International Conference on Learning Representations, ICLR 2019,
New Orleans, LA, USA, May 6-9, 2019},
publisher = {OpenReview.net},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Kristiadi, Agustinus; Khan, Mohammad Asif; Lukovnikov, Denis; Lehmann, Jens; Fischer, Asja Incorporating Literals into Knowledge Graph Embeddings Inproceedings The Semantic Web - ISWC 2019 - 18th International Semantic Web Conference,
Auckland, New Zealand, October 26-30, 2019, Proceedings, Part I, pp. 347–363, Springer, 2019. Links | BibTeX @inproceedings{DBLP:conf/semweb/KristiadiKL0F19,
title = {Incorporating Literals into Knowledge Graph Embeddings},
author = {Agustinus Kristiadi and
Mohammad Asif Khan and
Denis Lukovnikov and
Jens Lehmann and
Asja Fischer},
url = {https://doi.org/10.1007/978-3-030-30793-6_20},
doi = {10.1007/978-3-030-30793-6_20},
year = {2019},
date = {2019-01-01},
booktitle = {The Semantic Web - ISWC 2019 - 18th International Semantic Web Conference,
Auckland, New Zealand, October 26-30, 2019, Proceedings, Part I},
volume = {11778},
pages = {347--363},
publisher = {Springer},
series = {Lecture Notes in Computer Science},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Maheshwari, Gaurav; Trivedi, Priyansh; Lukovnikov, Denis; Chakraborty, Nilesh; Fischer, Asja; Lehmann, Jens Learning to Rank Query Graphs for Complex Question Answering over
Knowledge Graphs Inproceedings The Semantic Web - ISWC 2019 - 18th International Semantic Web Conference,
Auckland, New Zealand, October 26-30, 2019, Proceedings, Part I, pp. 487–504, Springer, 2019. Links | BibTeX @inproceedings{DBLP:conf/semweb/MaheshwariTLCF019,
title = {Learning to Rank Query Graphs for Complex Question Answering over
Knowledge Graphs},
author = {Gaurav Maheshwari and
Priyansh Trivedi and
Denis Lukovnikov and
Nilesh Chakraborty and
Asja Fischer and
Jens Lehmann},
url = {https://doi.org/10.1007/978-3-030-30793-6_28},
doi = {10.1007/978-3-030-30793-6_28},
year = {2019},
date = {2019-01-01},
booktitle = {The Semantic Web - ISWC 2019 - 18th International Semantic Web Conference,
Auckland, New Zealand, October 26-30, 2019, Proceedings, Part I},
volume = {11778},
pages = {487--504},
publisher = {Springer},
series = {Lecture Notes in Computer Science},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Lukovnikov, Denis; Fischer, Asja; Lehmann, Jens Pretrained Transformers for Simple Question Answering over Knowledge Graphs Inproceedings The Semantic Web - ISWC 2019 - 18th International Semantic Web Conference,
Auckland, New Zealand, October 26-30, 2019, Proceedings, Part I, pp. 470–486, Springer, 2019. Links | BibTeX @inproceedings{DBLP:conf/semweb/LukovnikovF019,
title = {Pretrained Transformers for Simple Question Answering over Knowledge Graphs},
author = {Denis Lukovnikov and
Asja Fischer and
Jens Lehmann},
url = {https://doi.org/10.1007/978-3-030-30793-6_27},
doi = {10.1007/978-3-030-30793-6_27},
year = {2019},
date = {2019-01-01},
booktitle = {The Semantic Web - ISWC 2019 - 18th International Semantic Web Conference,
Auckland, New Zealand, October 26-30, 2019, Proceedings, Part I},
volume = {11778},
pages = {470--486},
publisher = {Springer},
series = {Lecture Notes in Computer Science},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
2018
|
Chaudhuri, Debanjan; Kristiadi, Agustinus; Lehmann, Jens; Fischer, Asja Improving Response Selection in Multi-Turn Dialogue Systems by Incorporating Domain Knowledge Inproceedings Proceedings of the 22nd Conference on Computational Natural Language
Learning, CoNLL 2018, Brussels, Belgium, October 31 - November 1,
2018, pp. 497–507, Association for Computational Linguistics, 2018. Links | BibTeX @inproceedings{DBLP:conf/conll/ChaudhuriKLF18,
title = {Improving Response Selection in Multi-Turn Dialogue Systems by Incorporating Domain Knowledge},
author = {Debanjan Chaudhuri and
Agustinus Kristiadi and
Jens Lehmann and
Asja Fischer},
url = {https://doi.org/10.18653/v1/k18-1048},
doi = {10.18653/v1/k18-1048},
year = {2018},
date = {2018-01-01},
booktitle = {Proceedings of the 22nd Conference on Computational Natural Language
Learning, CoNLL 2018, Brussels, Belgium, October 31 - November 1,
2018},
pages = {497--507},
publisher = {Association for Computational Linguistics},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
k e, Stanis{ł}aw Jastrz; Kenton, Zachary; Arpit, Devansh; Ballas, Nicolas; Fischer, Asja; Bengio, Yoshua; Storkey, Amos J Width of Minima Reached by Stochastic Gradient Descent is Influenced
by Learning Rate to Batch Size Ratio Inproceedings Artificial Neural Networks and Machine Learning - ICANN 2018 - 27th
International Conference on Artificial Neural Networks, Rhodes, Greece,
October 4-7, 2018, Proceedings, Part III, pp. 392–402, Springer, 2018. Links | BibTeX @inproceedings{DBLP:conf/icann/JastrzebskiKABF18,
title = {Width of Minima Reached by Stochastic Gradient Descent is Influenced
by Learning Rate to Batch Size Ratio},
author = {Stanis{ł}aw Jastrz{k e}bski and
Zachary Kenton and
Devansh Arpit and
Nicolas Ballas and
Asja Fischer and
Yoshua Bengio and
Amos J. Storkey},
url = {https://doi.org/10.1007/978-3-030-01424-7_39},
doi = {10.1007/978-3-030-01424-7_39},
year = {2018},
date = {2018-01-01},
booktitle = {Artificial Neural Networks and Machine Learning - ICANN 2018 - 27th
International Conference on Artificial Neural Networks, Rhodes, Greece,
October 4-7, 2018, Proceedings, Part III},
volume = {11141},
pages = {392--402},
publisher = {Springer},
series = {Lecture Notes in Computer Science},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
k e, Stanis{ł}aw Jastrz; Kenton, Zachary; Arpit, Devansh; Ballas, Nicolas; Fischer, Asja; Bengio, Yoshua; Storkey, Amos J Finding Flatter Minima with SGD Inproceedings 6th International Conference on Learning Representations, ICLR 2018,
Vancouver, BC, Canada, April 30 - May 3, 2018, Workshop Track Proceedings, OpenReview.net, 2018. Links | BibTeX @inproceedings{DBLP:conf/iclr/JastrzebskiKABF18,
title = {Finding Flatter Minima with SGD},
author = {Stanis{ł}aw Jastrz{k e}bski and
Zachary Kenton and
Devansh Arpit and
Nicolas Ballas and
Asja Fischer and
Yoshua Bengio and
Amos J. Storkey},
url = {https://openreview.net/forum?id=r1VF9dCUG},
year = {2018},
date = {2018-01-01},
booktitle = {6th International Conference on Learning Representations, ICLR 2018,
Vancouver, BC, Canada, April 30 - May 3, 2018, Workshop Track Proceedings},
publisher = {OpenReview.net},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Petzka, Henning; Fischer, Asja; Lukovnikov, Denis On the regularization of Wasserstein GANs Inproceedings 6th International Conference on Learning Representations, ICLR 2018,
Vancouver, BC, Canada, April 30 - May 3, 2018, Conference Track Proceedings, OpenReview.net, 2018. Links | BibTeX @inproceedings{DBLP:conf/iclr/PetzkaFL18,
title = {On the regularization of Wasserstein GANs},
author = {Henning Petzka and
Asja Fischer and
Denis Lukovnikov},
url = {https://openreview.net/forum?id=B1hYRMbCW},
year = {2018},
date = {2018-01-01},
booktitle = {6th International Conference on Learning Representations, ICLR 2018,
Vancouver, BC, Canada, April 30 - May 3, 2018, Conference Track Proceedings},
publisher = {OpenReview.net},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Krause, Oswin; Fischer, Asja; Igel, Christian Population-Contrastive-Divergence: Does consistency help with RBM
training? Journal Article Pattern Recognit. Lett., 102 , pp. 1–7, 2018. Links | BibTeX @article{DBLP:journals/prl/KrauseFI18,
title = {Population-Contrastive-Divergence: Does consistency help with RBM
training?},
author = {Oswin Krause and
Asja Fischer and
Christian Igel},
url = {https://doi.org/10.1016/j.patrec.2017.11.022},
doi = {10.1016/j.patrec.2017.11.022},
year = {2018},
date = {2018-01-01},
journal = {Pattern Recognit. Lett.},
volume = {102},
pages = {1--7},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
|
2017
|
Krueger, David; Ballas, Nicolas; k e, Stanis{ł}aw Jastrz; Arpit, Devansh; Kanwal, Maxinder S; Maharaj, Tegan; Bengio, Emmanuel; Fischer, Asja; Courville, Aaron C Deep Nets Don't Learn via Memorization Inproceedings 5th International Conference on Learning Representations, ICLR 2017,
Toulon, France, April 24-26, 2017, Workshop Track Proceedings, OpenReview.net, 2017. Links | BibTeX @inproceedings{DBLP:conf/iclr/KruegerBJAKMBFC17,
title = {Deep Nets Don't Learn via Memorization},
author = {David Krueger and
Nicolas Ballas and
Stanis{ł}aw Jastrz{k e}bski and
Devansh Arpit and
Maxinder S. Kanwal and
Tegan Maharaj and
Emmanuel Bengio and
Asja Fischer and
Aaron C. Courville},
url = {https://openreview.net/forum?id=rJv6ZgHYg},
year = {2017},
date = {2017-01-01},
booktitle = {5th International Conference on Learning Representations, ICLR 2017,
Toulon, France, April 24-26, 2017, Workshop Track Proceedings},
publisher = {OpenReview.net},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Arpit, Devansh; k e, Stanis{ł}aw Jastrz; Ballas, Nicolas; Krueger, David; Bengio, Emmanuel; Kanwal, Maxinder S; Maharaj, Tegan; Fischer, Asja; Courville, Aaron C; Bengio, Yoshua; Lacoste-Julien, Simon A Closer Look at Memorization in Deep Networks Inproceedings Proceedings of the 34th International Conference on Machine Learning,
ICML 2017, Sydney, NSW, Australia, 6-11 August 2017, pp. 233–242, PMLR, 2017. Links | BibTeX @inproceedings{DBLP:conf/icml/ArpitJBKBKMFCBL17,
title = {A Closer Look at Memorization in Deep Networks},
author = {Devansh Arpit and
Stanis{ł}aw Jastrz{k e}bski and
Nicolas Ballas and
David Krueger and
Emmanuel Bengio and
Maxinder S. Kanwal and
Tegan Maharaj and
Asja Fischer and
Aaron C. Courville and
Yoshua Bengio and
Simon Lacoste-Julien},
url = {http://proceedings.mlr.press/v70/arpit17a.html},
year = {2017},
date = {2017-01-01},
booktitle = {Proceedings of the 34th International Conference on Machine Learning,
ICML 2017, Sydney, NSW, Australia, 6-11 August 2017},
volume = {70},
pages = {233--242},
publisher = {PMLR},
series = {Proceedings of Machine Learning Research},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Lukovnikov, Denis; Fischer, Asja; Lehmann, Jens; Auer, Sören Neural Network-based Question Answering over Knowledge Graphs on Word
and Character Level Inproceedings Proceedings of the 26th International Conference on World Wide Web,
WWW 2017, Perth, Australia, April 3-7, 2017, pp. 1211–1220, ACM, 2017. Links | BibTeX @inproceedings{DBLP:conf/www/LukovnikovFLA17,
title = {Neural Network-based Question Answering over Knowledge Graphs on Word
and Character Level},
author = {Denis Lukovnikov and
Asja Fischer and
Jens Lehmann and
Sören Auer},
url = {http://jens-lehmann.org/files/2017/www_nn_factoid_qa.pdf},
doi = {10.1145/3038912.3052675},
year = {2017},
date = {2017-01-01},
booktitle = {Proceedings of the 26th International Conference on World Wide Web,
WWW 2017, Perth, Australia, April 3-7, 2017},
pages = {1211--1220},
publisher = {ACM},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Weghenkel, Björn; Fischer, Asja; Wiskott, Laurenz Graph-based predictable feature analysis Journal Article Mach. Learn., 106 (9-10), pp. 1359–1380, 2017. Links | BibTeX @article{DBLP:journals/ml/WeghenkelFW17,
title = {Graph-based predictable feature analysis},
author = {Björn Weghenkel and
Asja Fischer and
Laurenz Wiskott},
url = {https://doi.org/10.1007/s10994-017-5632-x},
doi = {10.1007/s10994-017-5632-x},
year = {2017},
date = {2017-01-01},
journal = {Mach. Learn.},
volume = {106},
number = {9-10},
pages = {1359--1380},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
|
Bengio, Yoshua; Mesnard, Thomas; Fischer, Asja; Zhang, Saizheng; Wu, Yuhuai STDP-Compatible Approximation of Backpropagation in an Energy-Based Model Journal Article Neural Computation, 29 (3), pp. 555–577, 2017. Links | BibTeX @article{DBLP:journals/neco/BengioMFZW17,
title = {STDP-Compatible Approximation of Backpropagation in an Energy-Based Model},
author = {Yoshua Bengio and
Thomas Mesnard and
Asja Fischer and
Saizheng Zhang and
Yuhuai Wu},
url = {https://doi.org/10.1162/NECO_a_00934},
doi = {10.1162/NECO_a_00934},
year = {2017},
date = {2017-01-01},
journal = {Neural Computation},
volume = {29},
number = {3},
pages = {555--577},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
|
2016
|
Bornschein, Jörg; Shabanian, Samira; Fischer, Asja; Bengio, Yoshua Bidirectional Helmholtz Machines Inproceedings Proceedings of the 33nd International Conference on Machine Learning,
ICML 2016, New York City, NY, USA, June 19-24, 2016, pp. 2511–2519, JMLR.org, 2016. Links | BibTeX @inproceedings{DBLP:conf/icml/BornscheinSFB16,
title = {Bidirectional Helmholtz Machines},
author = {Jörg Bornschein and
Samira Shabanian and
Asja Fischer and
Yoshua Bengio},
url = {http://proceedings.mlr.press/v48/bornschein16.html},
year = {2016},
date = {2016-01-01},
booktitle = {Proceedings of the 33nd International Conference on Machine Learning,
ICML 2016, New York City, NY, USA, June 19-24, 2016},
volume = {48},
pages = {2511--2519},
publisher = {JMLR.org},
series = {JMLR Workshop and Conference Proceedings},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Melchior, Jan; Fischer, Asja; Wiskott, Laurenz How to Center Deep Boltzmann Machines Journal Article J. Mach. Learn. Res., 17 , pp. 99:1–99:61, 2016. Links | BibTeX @article{DBLP:journals/jmlr/MelchiorFW16,
title = {How to Center Deep Boltzmann Machines},
author = {Jan Melchior and
Asja Fischer and
Laurenz Wiskott},
url = {http://jmlr.org/papers/v17/14-237.html},
year = {2016},
date = {2016-01-01},
journal = {J. Mach. Learn. Res.},
volume = {17},
pages = {99:1--99:61},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
|
2015
|
Lee, Dong-Hyun; Zhang, Saizheng; Fischer, Asja; Bengio, Yoshua Difference Target Propagation Inproceedings Machine Learning and Knowledge Discovery in Databases - European Conference,
ECML PKDD 2015, Porto, Portugal, September 7-11, 2015, Proceedings,
Part I, pp. 498–515, Springer, 2015. Links | BibTeX @inproceedings{DBLP:conf/pkdd/LeeZFB15,
title = {Difference Target Propagation},
author = {Dong-Hyun Lee and
Saizheng Zhang and
Asja Fischer and
Yoshua Bengio},
url = {https://arxiv.org/pdf/1412.7525.pdf},
doi = {10.1007/978-3-319-23528-8_31},
year = {2015},
date = {2015-01-01},
booktitle = {Machine Learning and Knowledge Discovery in Databases - European Conference,
ECML PKDD 2015, Porto, Portugal, September 7-11, 2015, Proceedings,
Part I},
volume = {9284},
pages = {498--515},
publisher = {Springer},
series = {Lecture Notes in Computer Science},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Fischer, Asja Training Restricted Boltzmann Machines Journal Article KI, 29 (4), pp. 441–444, 2015. Links | BibTeX @article{DBLP:journals/ki/Fischer15,
title = {Training Restricted Boltzmann Machines},
author = {Asja Fischer},
url = {https://doi.org/10.1007/s13218-015-0371-2},
doi = {10.1007/s13218-015-0371-2},
year = {2015},
date = {2015-01-01},
journal = {KI},
volume = {29},
number = {4},
pages = {441--444},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
|
Fischer, Asja; Igel, Christian A bound for the convergence rate of parallel tempering for sampling
restricted Boltzmann machines Journal Article Theor. Comput. Sci., 598 , pp. 102–117, 2015. Links | BibTeX @article{DBLP:journals/tcs/FischerI15,
title = {A bound for the convergence rate of parallel tempering for sampling
restricted Boltzmann machines},
author = {Asja Fischer and
Christian Igel},
url = {https://www.researchgate.net/profile/Christian_Igel/publication/277943390_A_bound_for_the_convergence_rate_of_parallel_tempering_for_sampling_restricted_Boltzmann_machines/links/55f09fb908aef559dc46d80c.pdf},
doi = {10.1016/j.tcs.2015.05.019},
year = {2015},
date = {2015-01-01},
journal = {Theor. Comput. Sci.},
volume = {598},
pages = {102--117},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
|
2014
|
Fischer, Asja; Igel, Christian Training restricted Boltzmann machines: An introduction Journal Article Pattern Recognit., 47 (1), pp. 25–39, 2014. Links | BibTeX @article{DBLP:journals/pr/FischerI14,
title = {Training restricted Boltzmann machines: An introduction},
author = {Asja Fischer and
Christian Igel},
url = {http://image.diku.dk/igel/paper/TRBMAI.pdf},
doi = {10.1016/j.patcog.2013.05.025},
year = {2014},
date = {2014-01-01},
journal = {Pattern Recognit.},
volume = {47},
number = {1},
pages = {25--39},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
|
2013
|
Krause, Oswin; Fischer, Asja; Glasmachers, Tobias; Igel, Christian Approximation properties of DBNs with binary hidden units and real-valued
visible units Inproceedings Proceedings of the 30th International Conference on Machine Learning,
ICML 2013, Atlanta, GA, USA, 16-21 June 2013, pp. 419–426, JMLR.org, 2013. Links | BibTeX @inproceedings{DBLP:conf/icml/KrauseFGI13,
title = {Approximation properties of DBNs with binary hidden units and real-valued
visible units},
author = {Oswin Krause and
Asja Fischer and
Tobias Glasmachers and
Christian Igel},
url = {http://proceedings.mlr.press/v28/krause13.html},
year = {2013},
date = {2013-01-01},
booktitle = {Proceedings of the 30th International Conference on Machine Learning,
ICML 2013, Atlanta, GA, USA, 16-21 June 2013},
volume = {28},
pages = {419--426},
publisher = {JMLR.org},
series = {JMLR Workshop and Conference Proceedings},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Brügge, Kai; Fischer, Asja; Igel, Christian The flip-the-state transition operator for restricted Boltzmann machines Journal Article Mach. Learn., 93 (1), pp. 53–69, 2013. Links | BibTeX @article{DBLP:journals/ml/BruggeFI13,
title = {The flip-the-state transition operator for restricted Boltzmann machines},
author = {Kai Brügge and
Asja Fischer and
Christian Igel},
url = {http://image.diku.dk/igel/paper/TFTSTOfRBMs.pdf},
doi = {10.1007/s10994-013-5390-3},
year = {2013},
date = {2013-01-01},
journal = {Mach. Learn.},
volume = {93},
number = {1},
pages = {53--69},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
|
2012
|
Fischer, Asja; Igel, Christian An Introduction to Restricted Boltzmann Machines Inproceedings Progress in Pattern Recognition, Image Analysis, Computer Vision,
and Applications - 17th Iberoamerican Congress, CIARP 2012, Buenos
Aires, Argentina, September 3-6, 2012. Proceedings, pp. 14–36, Springer, 2012. Links | BibTeX @inproceedings{DBLP:conf/ciarp/FischerI12,
title = {An Introduction to Restricted Boltzmann Machines},
author = {Asja Fischer and
Christian Igel},
url = {https://www.researchgate.net/profile/Asja_Fischer/publication/243463621_An_Introduction_to_Restricted_Boltzmann_Machines/links/0a85e5320cc4851d83000000.pdf},
doi = {10.1007/978-3-642-33275-3_2},
year = {2012},
date = {2012-01-01},
booktitle = {Progress in Pattern Recognition, Image Analysis, Computer Vision,
and Applications - 17th Iberoamerican Congress, CIARP 2012, Buenos
Aires, Argentina, September 3-6, 2012. Proceedings},
volume = {7441},
pages = {14--36},
publisher = {Springer},
series = {Lecture Notes in Computer Science},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
2011
|
Fischer, Asja; Igel, Christian Training RBMs based on the signs of the CD approximation of the
log-likelihood derivatives Inproceedings ESANN 2011, 19th European Symposium on Artificial Neural Networks,
Bruges, Belgium, April 27-29, 2011, Proceedings, 2011. Links | BibTeX @inproceedings{DBLP:conf/esann/FischerI11,
title = {Training RBMs based on the signs of the CD approximation of the
log-likelihood derivatives},
author = {Asja Fischer and
Christian Igel},
url = {https://www.elen.ucl.ac.be/Proceedings/esann/esannpdf/es2011-79.pdf},
year = {2011},
date = {2011-01-01},
booktitle = {ESANN 2011, 19th European Symposium on Artificial Neural Networks,
Bruges, Belgium, April 27-29, 2011, Proceedings},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Fischer, Asja; Igel, Christian Bounding the Bias of Contrastive Divergence Learning Journal Article Neural Computation, 23 (3), pp. 664–673, 2011. Links | BibTeX @article{DBLP:journals/neco/FischerI11,
title = {Bounding the Bias of Contrastive Divergence Learning},
author = {Asja Fischer and
Christian Igel},
url = {https://www.researchgate.net/profile/Christian_Igel/publication/49687633_Bounding_the_Bias_of_Contrastive_Divergence_Learning/links/00b495256986be013c000000.pdf},
doi = {10.1162/NECO_a_00085},
year = {2011},
date = {2011-01-01},
journal = {Neural Computation},
volume = {23},
number = {3},
pages = {664--673},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
|
2010
|
Fischer, Asja; Igel, Christian Empirical Analysis of the Divergence of Gibbs Sampling Based Learning
Algorithms for Restricted Boltzmann Machines Inproceedings Artificial Neural Networks - ICANN 2010 - 20th International Conference,
Thessaloniki, Greece, September 15-18, 2010, Proceedings, Part III, pp. 208–217, Springer, 2010. Links | BibTeX @inproceedings{DBLP:conf/icann/FischerI10,
title = {Empirical Analysis of the Divergence of Gibbs Sampling Based Learning
Algorithms for Restricted Boltzmann Machines},
author = {Asja Fischer and
Christian Igel},
url = {http://image.diku.dk/igel/paper/EAotDoGSBLAfRBM.pdf},
doi = {10.1007/978-3-642-15825-4_26},
year = {2010},
date = {2010-01-01},
booktitle = {Artificial Neural Networks - ICANN 2010 - 20th International Conference,
Thessaloniki, Greece, September 15-18, 2010, Proceedings, Part III},
volume = {6354},
pages = {208--217},
publisher = {Springer},
series = {Lecture Notes in Computer Science},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
