Nature-Inspired Machine Learning (NIMI)
PhD Supervisor
Nature-Inspired Machine Learning (NIMI)
Principal Scientist, Amazon AGI (Artificial General Intelligence)
Honorary Professor at TU Dresden
Member of InfAI
2020
Nayyeri, Mojtaba; Vahdati, Sahar; Aykul, Can; Lehmann, Jens
5* Knowledge Graph Embeddings with Projective Transformations Journal Article
In: CoRR, vol. abs/2006.04986, 2020.
BibTeX | Links:
@article{DBLP:journals/corr/abs-2006-04986,
title = {5* Knowledge Graph Embeddings with Projective Transformations},
author = {Mojtaba Nayyeri and Sahar Vahdati and Can Aykul and Jens Lehmann},
url = {https://arxiv.org/abs/2006.04986},
year = {2020},
date = {2020-01-01},
journal = {CoRR},
volume = {abs/2006.04986},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Nayyeri, Mojtaba; Xu, Chengjin; Lehmann, Jens; Vahdati, Sahar
Motif Learning in Knowledge Graphs Using Trajectories Of Differential Equations Journal Article
In: CoRR, vol. abs/2010.06684, 2020.
BibTeX | Links:
@article{DBLP:journals/corr/abs-2010-06684,
title = {Motif Learning in Knowledge Graphs Using Trajectories Of Differential
Equations},
author = {Mojtaba Nayyeri and Chengjin Xu and Jens Lehmann and Sahar Vahdati},
url = {https://arxiv.org/abs/2010.06684},
year = {2020},
date = {2020-01-01},
journal = {CoRR},
volume = {abs/2010.06684},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
2019
Ali, Mehdi; Vahdati, Sahar; Singh, Shruti; Dasgupta, Sourish; Lehmann, Jens
Improving Access to Science for Social Good Proceedings Article
In: Cellier, Peggy; Driessens, Kurt (Ed.): Machine Learning and Knowledge Discovery in Databases - International Workshops of ECML PKDD 2019, Würzburg, Germany, September 16-20, 2019, Proceedings, Part I, pp. 658–673, Springer, 2019.
BibTeX | Links:
@inproceedings{DBLP:conf/pkdd/AliVSD019,
title = {Improving Access to Science for Social Good},
author = {Mehdi Ali and Sahar Vahdati and Shruti Singh and Sourish Dasgupta and Jens Lehmann},
editor = {Peggy Cellier and Kurt Driessens},
url = {https://doi.org/10.1007/978-3-030-43823-4_52},
doi = {10.1007/978-3-030-43823-4_52},
year = {2019},
date = {2019-01-01},
booktitle = {Machine Learning and Knowledge Discovery in Databases - International
Workshops of ECML PKDD 2019, Würzburg, Germany, September
16-20, 2019, Proceedings, Part I},
volume = {1167},
pages = {658–673},
publisher = {Springer},
series = {Communications in Computer and Information Science},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
Nayyeri, Mojtaba; Vahdati, Sahar; Lehmann, Jens; Yazdi, Hamed Shariat
Soft Marginal TransE for Scholarly Knowledge Graph Completion Journal Article
In: CoRR, vol. abs/1904.12211, 2019.
BibTeX | Links:
@article{DBLP:journals/corr/abs-1904-12211,
title = {Soft Marginal TransE for Scholarly Knowledge Graph Completion},
author = {Mojtaba Nayyeri and Sahar Vahdati and Jens Lehmann and Hamed Shariat Yazdi},
url = {http://arxiv.org/abs/1904.12211},
year = {2019},
date = {2019-01-01},
journal = {CoRR},
volume = {abs/1904.12211},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Nayyeri, Mojtaba; Zhou, Xiaotian; Vahdati, Sahar; Yazdi, Hamed Shariat; Lehmann, Jens
Adaptive Margin Ranking Loss for Knowledge Graph Embeddings via a Correntropy Objective Function Journal Article
In: CoRR, vol. abs/1907.05336, 2019.
BibTeX | Links:
@article{DBLP:journals/corr/abs-1907-05336,
title = {Adaptive Margin Ranking Loss for Knowledge Graph Embeddings via a
Correntropy Objective Function},
author = {Mojtaba Nayyeri and Xiaotian Zhou and Sahar Vahdati and Hamed Shariat Yazdi and Jens Lehmann},
url = {http://arxiv.org/abs/1907.05336},
year = {2019},
date = {2019-01-01},
journal = {CoRR},
volume = {abs/1907.05336},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Prof. Dr. Jens Lehmann
PhD Supervisor
Nature-Inspired Machine Learning (NIMI)
Principal Scientist, Amazon AGI (Artificial General Intelligence)
Honorary Professor at TU Dresden
Member of InfAI
2020
Nayyeri, Mojtaba; Vahdati, Sahar; Aykul, Can; Lehmann, Jens
5* Knowledge Graph Embeddings with Projective Transformations Journal Article
In: CoRR, vol. abs/2006.04986, 2020.
BibTeX | Links:
@article{DBLP:journals/corr/abs-2006-04986,
title = {5* Knowledge Graph Embeddings with Projective Transformations},
author = {Mojtaba Nayyeri and Sahar Vahdati and Can Aykul and Jens Lehmann},
url = {https://arxiv.org/abs/2006.04986},
year = {2020},
date = {2020-01-01},
journal = {CoRR},
volume = {abs/2006.04986},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Nayyeri, Mojtaba; Xu, Chengjin; Lehmann, Jens; Vahdati, Sahar
Motif Learning in Knowledge Graphs Using Trajectories Of Differential Equations Journal Article
In: CoRR, vol. abs/2010.06684, 2020.
BibTeX | Links:
@article{DBLP:journals/corr/abs-2010-06684,
title = {Motif Learning in Knowledge Graphs Using Trajectories Of Differential
Equations},
author = {Mojtaba Nayyeri and Chengjin Xu and Jens Lehmann and Sahar Vahdati},
url = {https://arxiv.org/abs/2010.06684},
year = {2020},
date = {2020-01-01},
journal = {CoRR},
volume = {abs/2010.06684},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
2019
Ali, Mehdi; Vahdati, Sahar; Singh, Shruti; Dasgupta, Sourish; Lehmann, Jens
Improving Access to Science for Social Good Proceedings Article
In: Cellier, Peggy; Driessens, Kurt (Ed.): Machine Learning and Knowledge Discovery in Databases - International Workshops of ECML PKDD 2019, Würzburg, Germany, September 16-20, 2019, Proceedings, Part I, pp. 658–673, Springer, 2019.
BibTeX | Links:
@inproceedings{DBLP:conf/pkdd/AliVSD019,
title = {Improving Access to Science for Social Good},
author = {Mehdi Ali and Sahar Vahdati and Shruti Singh and Sourish Dasgupta and Jens Lehmann},
editor = {Peggy Cellier and Kurt Driessens},
url = {https://doi.org/10.1007/978-3-030-43823-4_52},
doi = {10.1007/978-3-030-43823-4_52},
year = {2019},
date = {2019-01-01},
booktitle = {Machine Learning and Knowledge Discovery in Databases - International
Workshops of ECML PKDD 2019, Würzburg, Germany, September
16-20, 2019, Proceedings, Part I},
volume = {1167},
pages = {658–673},
publisher = {Springer},
series = {Communications in Computer and Information Science},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
Nayyeri, Mojtaba; Vahdati, Sahar; Lehmann, Jens; Yazdi, Hamed Shariat
Soft Marginal TransE for Scholarly Knowledge Graph Completion Journal Article
In: CoRR, vol. abs/1904.12211, 2019.
BibTeX | Links:
@article{DBLP:journals/corr/abs-1904-12211,
title = {Soft Marginal TransE for Scholarly Knowledge Graph Completion},
author = {Mojtaba Nayyeri and Sahar Vahdati and Jens Lehmann and Hamed Shariat Yazdi},
url = {http://arxiv.org/abs/1904.12211},
year = {2019},
date = {2019-01-01},
journal = {CoRR},
volume = {abs/1904.12211},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Nayyeri, Mojtaba; Zhou, Xiaotian; Vahdati, Sahar; Yazdi, Hamed Shariat; Lehmann, Jens
Adaptive Margin Ranking Loss for Knowledge Graph Embeddings via a Correntropy Objective Function Journal Article
In: CoRR, vol. abs/1907.05336, 2019.
BibTeX | Links:
@article{DBLP:journals/corr/abs-1907-05336,
title = {Adaptive Margin Ranking Loss for Knowledge Graph Embeddings via a
Correntropy Objective Function},
author = {Mojtaba Nayyeri and Xiaotian Zhou and Sahar Vahdati and Hamed Shariat Yazdi and Jens Lehmann},
url = {http://arxiv.org/abs/1907.05336},
year = {2019},
date = {2019-01-01},
journal = {CoRR},
volume = {abs/1907.05336},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
PhD Supervisor
Nature-Inspired Machine Learning (NIMI)
Principal Scientist, Amazon AGI (Artificial General Intelligence)
Honorary Professor at TU Dresden
Member of InfAI
2020
Nayyeri, Mojtaba; Vahdati, Sahar; Aykul, Can; Lehmann, Jens
5* Knowledge Graph Embeddings with Projective Transformations Journal Article
In: CoRR, vol. abs/2006.04986, 2020.
BibTeX | Links:
@article{DBLP:journals/corr/abs-2006-04986,
title = {5* Knowledge Graph Embeddings with Projective Transformations},
author = {Mojtaba Nayyeri and Sahar Vahdati and Can Aykul and Jens Lehmann},
url = {https://arxiv.org/abs/2006.04986},
year = {2020},
date = {2020-01-01},
journal = {CoRR},
volume = {abs/2006.04986},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Nayyeri, Mojtaba; Xu, Chengjin; Lehmann, Jens; Vahdati, Sahar
Motif Learning in Knowledge Graphs Using Trajectories Of Differential Equations Journal Article
In: CoRR, vol. abs/2010.06684, 2020.
BibTeX | Links:
@article{DBLP:journals/corr/abs-2010-06684,
title = {Motif Learning in Knowledge Graphs Using Trajectories Of Differential
Equations},
author = {Mojtaba Nayyeri and Chengjin Xu and Jens Lehmann and Sahar Vahdati},
url = {https://arxiv.org/abs/2010.06684},
year = {2020},
date = {2020-01-01},
journal = {CoRR},
volume = {abs/2010.06684},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
2019
Ali, Mehdi; Vahdati, Sahar; Singh, Shruti; Dasgupta, Sourish; Lehmann, Jens
Improving Access to Science for Social Good Proceedings Article
In: Cellier, Peggy; Driessens, Kurt (Ed.): Machine Learning and Knowledge Discovery in Databases - International Workshops of ECML PKDD 2019, Würzburg, Germany, September 16-20, 2019, Proceedings, Part I, pp. 658–673, Springer, 2019.
BibTeX | Links:
@inproceedings{DBLP:conf/pkdd/AliVSD019,
title = {Improving Access to Science for Social Good},
author = {Mehdi Ali and Sahar Vahdati and Shruti Singh and Sourish Dasgupta and Jens Lehmann},
editor = {Peggy Cellier and Kurt Driessens},
url = {https://doi.org/10.1007/978-3-030-43823-4_52},
doi = {10.1007/978-3-030-43823-4_52},
year = {2019},
date = {2019-01-01},
booktitle = {Machine Learning and Knowledge Discovery in Databases - International
Workshops of ECML PKDD 2019, Würzburg, Germany, September
16-20, 2019, Proceedings, Part I},
volume = {1167},
pages = {658–673},
publisher = {Springer},
series = {Communications in Computer and Information Science},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
Nayyeri, Mojtaba; Vahdati, Sahar; Lehmann, Jens; Yazdi, Hamed Shariat
Soft Marginal TransE for Scholarly Knowledge Graph Completion Journal Article
In: CoRR, vol. abs/1904.12211, 2019.
BibTeX | Links:
@article{DBLP:journals/corr/abs-1904-12211,
title = {Soft Marginal TransE for Scholarly Knowledge Graph Completion},
author = {Mojtaba Nayyeri and Sahar Vahdati and Jens Lehmann and Hamed Shariat Yazdi},
url = {http://arxiv.org/abs/1904.12211},
year = {2019},
date = {2019-01-01},
journal = {CoRR},
volume = {abs/1904.12211},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Nayyeri, Mojtaba; Zhou, Xiaotian; Vahdati, Sahar; Yazdi, Hamed Shariat; Lehmann, Jens
Adaptive Margin Ranking Loss for Knowledge Graph Embeddings via a Correntropy Objective Function Journal Article
In: CoRR, vol. abs/1907.05336, 2019.
BibTeX | Links:
@article{DBLP:journals/corr/abs-1907-05336,
title = {Adaptive Margin Ranking Loss for Knowledge Graph Embeddings via a
Correntropy Objective Function},
author = {Mojtaba Nayyeri and Xiaotian Zhou and Sahar Vahdati and Hamed Shariat Yazdi and Jens Lehmann},
url = {http://arxiv.org/abs/1907.05336},
year = {2019},
date = {2019-01-01},
journal = {CoRR},
volume = {abs/1907.05336},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Publications
PhD Supervisor
Nature-Inspired Machine Learning (NIMI)
Principal Scientist, Amazon AGI (Artificial General Intelligence)
Honorary Professor at TU Dresden
Member of InfAI
2020
Nayyeri, Mojtaba; Vahdati, Sahar; Aykul, Can; Lehmann, Jens
5* Knowledge Graph Embeddings with Projective Transformations Journal Article
In: CoRR, vol. abs/2006.04986, 2020.
BibTeX | Links:
@article{DBLP:journals/corr/abs-2006-04986,
title = {5* Knowledge Graph Embeddings with Projective Transformations},
author = {Mojtaba Nayyeri and Sahar Vahdati and Can Aykul and Jens Lehmann},
url = {https://arxiv.org/abs/2006.04986},
year = {2020},
date = {2020-01-01},
journal = {CoRR},
volume = {abs/2006.04986},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Nayyeri, Mojtaba; Xu, Chengjin; Lehmann, Jens; Vahdati, Sahar
Motif Learning in Knowledge Graphs Using Trajectories Of Differential Equations Journal Article
In: CoRR, vol. abs/2010.06684, 2020.
BibTeX | Links:
@article{DBLP:journals/corr/abs-2010-06684,
title = {Motif Learning in Knowledge Graphs Using Trajectories Of Differential
Equations},
author = {Mojtaba Nayyeri and Chengjin Xu and Jens Lehmann and Sahar Vahdati},
url = {https://arxiv.org/abs/2010.06684},
year = {2020},
date = {2020-01-01},
journal = {CoRR},
volume = {abs/2010.06684},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
2019
Ali, Mehdi; Vahdati, Sahar; Singh, Shruti; Dasgupta, Sourish; Lehmann, Jens
Improving Access to Science for Social Good Proceedings Article
In: Cellier, Peggy; Driessens, Kurt (Ed.): Machine Learning and Knowledge Discovery in Databases - International Workshops of ECML PKDD 2019, Würzburg, Germany, September 16-20, 2019, Proceedings, Part I, pp. 658–673, Springer, 2019.
BibTeX | Links:
@inproceedings{DBLP:conf/pkdd/AliVSD019,
title = {Improving Access to Science for Social Good},
author = {Mehdi Ali and Sahar Vahdati and Shruti Singh and Sourish Dasgupta and Jens Lehmann},
editor = {Peggy Cellier and Kurt Driessens},
url = {https://doi.org/10.1007/978-3-030-43823-4_52},
doi = {10.1007/978-3-030-43823-4_52},
year = {2019},
date = {2019-01-01},
booktitle = {Machine Learning and Knowledge Discovery in Databases - International
Workshops of ECML PKDD 2019, Würzburg, Germany, September
16-20, 2019, Proceedings, Part I},
volume = {1167},
pages = {658–673},
publisher = {Springer},
series = {Communications in Computer and Information Science},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
Nayyeri, Mojtaba; Vahdati, Sahar; Lehmann, Jens; Yazdi, Hamed Shariat
Soft Marginal TransE for Scholarly Knowledge Graph Completion Journal Article
In: CoRR, vol. abs/1904.12211, 2019.
BibTeX | Links:
@article{DBLP:journals/corr/abs-1904-12211,
title = {Soft Marginal TransE for Scholarly Knowledge Graph Completion},
author = {Mojtaba Nayyeri and Sahar Vahdati and Jens Lehmann and Hamed Shariat Yazdi},
url = {http://arxiv.org/abs/1904.12211},
year = {2019},
date = {2019-01-01},
journal = {CoRR},
volume = {abs/1904.12211},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Nayyeri, Mojtaba; Zhou, Xiaotian; Vahdati, Sahar; Yazdi, Hamed Shariat; Lehmann, Jens
Adaptive Margin Ranking Loss for Knowledge Graph Embeddings via a Correntropy Objective Function Journal Article
In: CoRR, vol. abs/1907.05336, 2019.
BibTeX | Links:
@article{DBLP:journals/corr/abs-1907-05336,
title = {Adaptive Margin Ranking Loss for Knowledge Graph Embeddings via a
Correntropy Objective Function},
author = {Mojtaba Nayyeri and Xiaotian Zhou and Sahar Vahdati and Hamed Shariat Yazdi and Jens Lehmann},
url = {http://arxiv.org/abs/1907.05336},
year = {2019},
date = {2019-01-01},
journal = {CoRR},
volume = {abs/1907.05336},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
