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
2021
Westphal, Patrick; Vahdati, Sahar; Lehmann, Jens
A Simulated Annealing Meta-heuristic for Concept Learning in Description Logics Proceedings Article
In: Katzouris, Nikos; Artikis, Alexander (Ed.): Inductive Logic Programming - 30th International Conference, ILP 2021, Virtual Event, October 25-27, 2021, Proceedings, pp. 266–281, Springer, 2021.
BibTeX | Links:
@inproceedings{DBLP:conf/ilp/WestphalV021,
title = {A Simulated Annealing Meta-heuristic for Concept Learning in Description
Logics},
author = {Patrick Westphal and Sahar Vahdati and Jens Lehmann},
editor = {Nikos Katzouris and Alexander Artikis},
url = {https://doi.org/10.1007/978-3-030-97454-1_19},
doi = {10.1007/978-3-030-97454-1_19},
year = {2021},
date = {2021-01-01},
booktitle = {Inductive Logic Programming - 30th International Conference, ILP
2021, Virtual Event, October 25-27, 2021, Proceedings},
volume = {13191},
pages = {266–281},
publisher = {Springer},
series = {Lecture Notes in Computer Science},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
Nayyeri, Mojtaba; Xu, Chengjin; Yaghoobzadeh, Yadollah; Vahdati, Sahar; Alam, Mirza Mohtashim; Yazdi, Hamed Shariat; Lehmann, Jens
Loss-Aware Pattern Inference: A Correction on the Wrongly Claimed Limitations of Embedding Models Proceedings Article
In: Karlapalem, Kamal; Cheng, Hong; Ramakrishnan, Naren; Agrawal, R. K.; Reddy, P. Krishna; Srivastava, Jaideep; Chakraborty, Tanmoy (Ed.): Advances in Knowledge Discovery and Data Mining - 25th Pacific-Asia Conference, PAKDD 2021, Virtual Event, May 11-14, 2021, Proceedings, Part III, pp. 77–89, Springer, 2021.
BibTeX | Links:
@inproceedings{DBLP:conf/pakdd/NayyeriXYVAY021,
title = {Loss-Aware Pattern Inference: A Correction on the Wrongly Claimed
Limitations of Embedding Models},
author = {Mojtaba Nayyeri and Chengjin Xu and Yadollah Yaghoobzadeh and Sahar Vahdati and Mirza Mohtashim Alam and Hamed Shariat Yazdi and Jens Lehmann},
editor = {Kamal Karlapalem and Hong Cheng and Naren Ramakrishnan and R. K. Agrawal and P. Krishna Reddy and Jaideep Srivastava and Tanmoy Chakraborty},
url = {https://doi.org/10.1007/978-3-030-75768-7_7},
doi = {10.1007/978-3-030-75768-7_7},
year = {2021},
date = {2021-01-01},
booktitle = {Advances in Knowledge Discovery and Data Mining - 25th Pacific-Asia
Conference, PAKDD 2021, Virtual Event, May 11-14, 2021, Proceedings,
Part III},
volume = {12714},
pages = {77–89},
publisher = {Springer},
series = {Lecture Notes in Computer Science},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
Xu, Chengjin; Nayyeri, Mojtaba; Vahdati, Sahar; Lehmann, Jens
Multiple Run Ensemble Learning withLow-Dimensional Knowledge Graph Embeddings Journal Article
In: CoRR, vol. abs/2104.05003, 2021.
BibTeX | Links:
@article{DBLP:journals/corr/abs-2104-05003,
title = {Multiple Run Ensemble Learning withLow-Dimensional Knowledge Graph
Embeddings},
author = {Chengjin Xu and Mojtaba Nayyeri and Sahar Vahdati and Jens Lehmann},
url = {https://arxiv.org/abs/2104.05003},
year = {2021},
date = {2021-01-01},
journal = {CoRR},
volume = {abs/2104.05003},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Nayyeri, Mojtaba; Cil, Gökce Müge; Vahdati, Sahar; Osborne, Francesco; Rahman, Mahfuzur; Angioni, Simone; Salatino, Angelo A.; Recupero, Diego Reforgiato; Vassilyeva, Nadezhda; Motta, Enrico; Lehmann, Jens
Trans4E: Link Prediction on Scholarly Knowledge Graphs Journal Article
In: CoRR, vol. abs/2107.03297, 2021.
BibTeX | Links:
@article{DBLP:journals/corr/abs-2107-03297,
title = {Trans4E: Link Prediction on Scholarly Knowledge Graphs},
author = {Mojtaba Nayyeri and Gökce Müge Cil and Sahar Vahdati and Francesco Osborne and Mahfuzur Rahman and Simone Angioni and Angelo A. Salatino and Diego Reforgiato Recupero and Nadezhda Vassilyeva and Enrico Motta and Jens Lehmann},
url = {https://arxiv.org/abs/2107.03297},
year = {2021},
date = {2021-01-01},
journal = {CoRR},
volume = {abs/2107.03297},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
2020
Nayyeri, Mojtaba; Alam, Mirza Mohtashim; Lehmann, Jens; Vahdati, Sahar
3D Learning and Reasoning in Link Prediction Over Knowledge Graphs Journal Article
In: IEEE Access, vol. 8, pp. 196459–196471, 2020.
BibTeX | Links:
@article{DBLP:journals/access/NayyeriALV20,
title = {3D Learning and Reasoning in Link Prediction Over Knowledge Graphs},
author = {Mojtaba Nayyeri and Mirza Mohtashim Alam and Jens Lehmann and Sahar Vahdati},
url = {https://doi.org/10.1109/ACCESS.2020.3034183},
doi = {10.1109/ACCESS.2020.3034183},
year = {2020},
date = {2020-01-01},
journal = {IEEE Access},
volume = {8},
pages = {196459–196471},
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
2021
Westphal, Patrick; Vahdati, Sahar; Lehmann, Jens
A Simulated Annealing Meta-heuristic for Concept Learning in Description Logics Proceedings Article
In: Katzouris, Nikos; Artikis, Alexander (Ed.): Inductive Logic Programming - 30th International Conference, ILP 2021, Virtual Event, October 25-27, 2021, Proceedings, pp. 266–281, Springer, 2021.
BibTeX | Links:
@inproceedings{DBLP:conf/ilp/WestphalV021,
title = {A Simulated Annealing Meta-heuristic for Concept Learning in Description
Logics},
author = {Patrick Westphal and Sahar Vahdati and Jens Lehmann},
editor = {Nikos Katzouris and Alexander Artikis},
url = {https://doi.org/10.1007/978-3-030-97454-1_19},
doi = {10.1007/978-3-030-97454-1_19},
year = {2021},
date = {2021-01-01},
booktitle = {Inductive Logic Programming - 30th International Conference, ILP
2021, Virtual Event, October 25-27, 2021, Proceedings},
volume = {13191},
pages = {266–281},
publisher = {Springer},
series = {Lecture Notes in Computer Science},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
Nayyeri, Mojtaba; Xu, Chengjin; Yaghoobzadeh, Yadollah; Vahdati, Sahar; Alam, Mirza Mohtashim; Yazdi, Hamed Shariat; Lehmann, Jens
Loss-Aware Pattern Inference: A Correction on the Wrongly Claimed Limitations of Embedding Models Proceedings Article
In: Karlapalem, Kamal; Cheng, Hong; Ramakrishnan, Naren; Agrawal, R. K.; Reddy, P. Krishna; Srivastava, Jaideep; Chakraborty, Tanmoy (Ed.): Advances in Knowledge Discovery and Data Mining - 25th Pacific-Asia Conference, PAKDD 2021, Virtual Event, May 11-14, 2021, Proceedings, Part III, pp. 77–89, Springer, 2021.
BibTeX | Links:
@inproceedings{DBLP:conf/pakdd/NayyeriXYVAY021,
title = {Loss-Aware Pattern Inference: A Correction on the Wrongly Claimed
Limitations of Embedding Models},
author = {Mojtaba Nayyeri and Chengjin Xu and Yadollah Yaghoobzadeh and Sahar Vahdati and Mirza Mohtashim Alam and Hamed Shariat Yazdi and Jens Lehmann},
editor = {Kamal Karlapalem and Hong Cheng and Naren Ramakrishnan and R. K. Agrawal and P. Krishna Reddy and Jaideep Srivastava and Tanmoy Chakraborty},
url = {https://doi.org/10.1007/978-3-030-75768-7_7},
doi = {10.1007/978-3-030-75768-7_7},
year = {2021},
date = {2021-01-01},
booktitle = {Advances in Knowledge Discovery and Data Mining - 25th Pacific-Asia
Conference, PAKDD 2021, Virtual Event, May 11-14, 2021, Proceedings,
Part III},
volume = {12714},
pages = {77–89},
publisher = {Springer},
series = {Lecture Notes in Computer Science},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
Xu, Chengjin; Nayyeri, Mojtaba; Vahdati, Sahar; Lehmann, Jens
Multiple Run Ensemble Learning withLow-Dimensional Knowledge Graph Embeddings Journal Article
In: CoRR, vol. abs/2104.05003, 2021.
BibTeX | Links:
@article{DBLP:journals/corr/abs-2104-05003,
title = {Multiple Run Ensemble Learning withLow-Dimensional Knowledge Graph
Embeddings},
author = {Chengjin Xu and Mojtaba Nayyeri and Sahar Vahdati and Jens Lehmann},
url = {https://arxiv.org/abs/2104.05003},
year = {2021},
date = {2021-01-01},
journal = {CoRR},
volume = {abs/2104.05003},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Nayyeri, Mojtaba; Cil, Gökce Müge; Vahdati, Sahar; Osborne, Francesco; Rahman, Mahfuzur; Angioni, Simone; Salatino, Angelo A.; Recupero, Diego Reforgiato; Vassilyeva, Nadezhda; Motta, Enrico; Lehmann, Jens
Trans4E: Link Prediction on Scholarly Knowledge Graphs Journal Article
In: CoRR, vol. abs/2107.03297, 2021.
BibTeX | Links:
@article{DBLP:journals/corr/abs-2107-03297,
title = {Trans4E: Link Prediction on Scholarly Knowledge Graphs},
author = {Mojtaba Nayyeri and Gökce Müge Cil and Sahar Vahdati and Francesco Osborne and Mahfuzur Rahman and Simone Angioni and Angelo A. Salatino and Diego Reforgiato Recupero and Nadezhda Vassilyeva and Enrico Motta and Jens Lehmann},
url = {https://arxiv.org/abs/2107.03297},
year = {2021},
date = {2021-01-01},
journal = {CoRR},
volume = {abs/2107.03297},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
2020
Nayyeri, Mojtaba; Alam, Mirza Mohtashim; Lehmann, Jens; Vahdati, Sahar
3D Learning and Reasoning in Link Prediction Over Knowledge Graphs Journal Article
In: IEEE Access, vol. 8, pp. 196459–196471, 2020.
BibTeX | Links:
@article{DBLP:journals/access/NayyeriALV20,
title = {3D Learning and Reasoning in Link Prediction Over Knowledge Graphs},
author = {Mojtaba Nayyeri and Mirza Mohtashim Alam and Jens Lehmann and Sahar Vahdati},
url = {https://doi.org/10.1109/ACCESS.2020.3034183},
doi = {10.1109/ACCESS.2020.3034183},
year = {2020},
date = {2020-01-01},
journal = {IEEE Access},
volume = {8},
pages = {196459–196471},
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
2021
Westphal, Patrick; Vahdati, Sahar; Lehmann, Jens
A Simulated Annealing Meta-heuristic for Concept Learning in Description Logics Proceedings Article
In: Katzouris, Nikos; Artikis, Alexander (Ed.): Inductive Logic Programming - 30th International Conference, ILP 2021, Virtual Event, October 25-27, 2021, Proceedings, pp. 266–281, Springer, 2021.
BibTeX | Links:
@inproceedings{DBLP:conf/ilp/WestphalV021,
title = {A Simulated Annealing Meta-heuristic for Concept Learning in Description
Logics},
author = {Patrick Westphal and Sahar Vahdati and Jens Lehmann},
editor = {Nikos Katzouris and Alexander Artikis},
url = {https://doi.org/10.1007/978-3-030-97454-1_19},
doi = {10.1007/978-3-030-97454-1_19},
year = {2021},
date = {2021-01-01},
booktitle = {Inductive Logic Programming - 30th International Conference, ILP
2021, Virtual Event, October 25-27, 2021, Proceedings},
volume = {13191},
pages = {266–281},
publisher = {Springer},
series = {Lecture Notes in Computer Science},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
Nayyeri, Mojtaba; Xu, Chengjin; Yaghoobzadeh, Yadollah; Vahdati, Sahar; Alam, Mirza Mohtashim; Yazdi, Hamed Shariat; Lehmann, Jens
Loss-Aware Pattern Inference: A Correction on the Wrongly Claimed Limitations of Embedding Models Proceedings Article
In: Karlapalem, Kamal; Cheng, Hong; Ramakrishnan, Naren; Agrawal, R. K.; Reddy, P. Krishna; Srivastava, Jaideep; Chakraborty, Tanmoy (Ed.): Advances in Knowledge Discovery and Data Mining - 25th Pacific-Asia Conference, PAKDD 2021, Virtual Event, May 11-14, 2021, Proceedings, Part III, pp. 77–89, Springer, 2021.
BibTeX | Links:
@inproceedings{DBLP:conf/pakdd/NayyeriXYVAY021,
title = {Loss-Aware Pattern Inference: A Correction on the Wrongly Claimed
Limitations of Embedding Models},
author = {Mojtaba Nayyeri and Chengjin Xu and Yadollah Yaghoobzadeh and Sahar Vahdati and Mirza Mohtashim Alam and Hamed Shariat Yazdi and Jens Lehmann},
editor = {Kamal Karlapalem and Hong Cheng and Naren Ramakrishnan and R. K. Agrawal and P. Krishna Reddy and Jaideep Srivastava and Tanmoy Chakraborty},
url = {https://doi.org/10.1007/978-3-030-75768-7_7},
doi = {10.1007/978-3-030-75768-7_7},
year = {2021},
date = {2021-01-01},
booktitle = {Advances in Knowledge Discovery and Data Mining - 25th Pacific-Asia
Conference, PAKDD 2021, Virtual Event, May 11-14, 2021, Proceedings,
Part III},
volume = {12714},
pages = {77–89},
publisher = {Springer},
series = {Lecture Notes in Computer Science},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
Xu, Chengjin; Nayyeri, Mojtaba; Vahdati, Sahar; Lehmann, Jens
Multiple Run Ensemble Learning withLow-Dimensional Knowledge Graph Embeddings Journal Article
In: CoRR, vol. abs/2104.05003, 2021.
BibTeX | Links:
@article{DBLP:journals/corr/abs-2104-05003,
title = {Multiple Run Ensemble Learning withLow-Dimensional Knowledge Graph
Embeddings},
author = {Chengjin Xu and Mojtaba Nayyeri and Sahar Vahdati and Jens Lehmann},
url = {https://arxiv.org/abs/2104.05003},
year = {2021},
date = {2021-01-01},
journal = {CoRR},
volume = {abs/2104.05003},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Nayyeri, Mojtaba; Cil, Gökce Müge; Vahdati, Sahar; Osborne, Francesco; Rahman, Mahfuzur; Angioni, Simone; Salatino, Angelo A.; Recupero, Diego Reforgiato; Vassilyeva, Nadezhda; Motta, Enrico; Lehmann, Jens
Trans4E: Link Prediction on Scholarly Knowledge Graphs Journal Article
In: CoRR, vol. abs/2107.03297, 2021.
BibTeX | Links:
@article{DBLP:journals/corr/abs-2107-03297,
title = {Trans4E: Link Prediction on Scholarly Knowledge Graphs},
author = {Mojtaba Nayyeri and Gökce Müge Cil and Sahar Vahdati and Francesco Osborne and Mahfuzur Rahman and Simone Angioni and Angelo A. Salatino and Diego Reforgiato Recupero and Nadezhda Vassilyeva and Enrico Motta and Jens Lehmann},
url = {https://arxiv.org/abs/2107.03297},
year = {2021},
date = {2021-01-01},
journal = {CoRR},
volume = {abs/2107.03297},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
2020
Nayyeri, Mojtaba; Alam, Mirza Mohtashim; Lehmann, Jens; Vahdati, Sahar
3D Learning and Reasoning in Link Prediction Over Knowledge Graphs Journal Article
In: IEEE Access, vol. 8, pp. 196459–196471, 2020.
BibTeX | Links:
@article{DBLP:journals/access/NayyeriALV20,
title = {3D Learning and Reasoning in Link Prediction Over Knowledge Graphs},
author = {Mojtaba Nayyeri and Mirza Mohtashim Alam and Jens Lehmann and Sahar Vahdati},
url = {https://doi.org/10.1109/ACCESS.2020.3034183},
doi = {10.1109/ACCESS.2020.3034183},
year = {2020},
date = {2020-01-01},
journal = {IEEE Access},
volume = {8},
pages = {196459–196471},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
