Marta Moscati

I am a physicist turned computer scientist, currently a PhD student at the Multimedia Mining and Search Group of the Johannes Kepler University Linz, Austria.

My (current) fields of research are recommender systems and music information retrieval. I have a PhD in theoretical particle physics.

I love understanding and discussing maths and science. I have a passion for music and books. I enjoy doing sports. I have a thing for languages.

selected publications

A Multimodal Single-Branch Embedding Network for Recommendation in Cold-Start and Missing Modality Scenarios

Christian Ganhör*, Marta Moscati*, Anna Hausberger, Shah Nawaz, and Markus Schedl

In Proceedings of the 18th ACM Conference on Recommender Systems (RecSys), 2024

Bib

@inproceedings{ganhoer_moscati2024sibrar,
  title = {A Multimodal Single-Branch Embedding Network for Recommendation in Cold-Start and Missing Modality Scenarios},
  author = {Ganhör*, Christian and Moscati*, Marta and Hausberger, Anna and Nawaz, Shah and Schedl, Markus},
  booktitle = {Proceedings of the 18th ACM Conference on Recommender Systems (RecSys)},
  publisher = {Association for Computing Machinery},
  address = {New York, NY, USA},
  url = {https://doi.org/10.1145/3640457.3688138},
  doi = {10.1145/3640457.3688138},
  pages = {380–390},
  location = {Bari, Italy},
  year = {2024},
  key = {value}
}

A Synopsis of FAME 2024 Challenge: Associating Faces with Voices in Multilingual Environments

Muhammad Saad Saeed*, Shah Nawaz*, Marta Moscati*, Rohan Kumar Das*, Muhammad Salman Tahir, Muhammad Zaigham Zaheer, Muhammad Irzam Liaqat, Muhammad Haris Khan, Karthik Nandakumar, Muhammad Haroon Yousaf, and Markus Schedl

In Companion of the 32nd ACM International Conference on Multimedia (MM), 2024

Bib

@inproceedings{nawaz2024fame,
  title = {A Synopsis of FAME 2024 Challenge: Associating Faces with Voices in Multilingual Environments},
  author = {Saeed*, Muhammad Saad and Nawaz*, Shah and Moscati*, Marta and Kumar Das*, Rohan and Tahir, Muhammad Salman and Zaheer, Muhammad Zaigham and Liaqat, Muhammad Irzam and Khan, Muhammad Haris and Nandakumar, Karthik and Yousaf, Muhammad Haroon and Schedl, Markus},
  booktitle = {Companion of the 32nd ACM International Conference on Multimedia (MM)},
  publisher = {Association for Computing Machinery},
  address = {New York, NY, USA},
  doi = {10.1145/3674955.3685797},
  location = {Melbourne, Australia},
  year = {2024},
  key = {value}
}

Emotion-Based Music Recommendation from Quality Annotations and Large-Scale User-Generated Tags

Marta Moscati, Hannah Strauß, Peer-Ole Jacobsen, Andreas Peintner, Eva Zangerle, Marcel Zentner, and Markus Schedl

In Proceedings of the 32nd ACM Conference on User Modeling, Adaptation and Personalization (UMAP), 2024

Bib

@inproceedings{Moscati2024emomrs,
  title = {Emotion-Based Music Recommendation from Quality Annotations and Large-Scale User-Generated Tags},
  author = {Moscati, Marta and Strauß, Hannah and Jacobsen, Peer-Ole and Peintner, Andreas and Zangerle, Eva and Zentner, Marcel and Schedl, Markus},
  booktitle = {Proceedings of the 32nd ACM Conference on User Modeling, Adaptation and Personalization (UMAP)},
  publisher = {Association for Computing Machinery},
  address = {New York, NY, USA},
  doi = {10.1145/3627043.3659540},
  location = {Cagliari, Italy},
  year = {2024},
  key = {value}
}

Integrating the ACT-R Framework with Collaborative Filtering for Explainable Sequential Music Recommendation

Marta Moscati, Christian Wallmann, Markus Reiter-Haas, Dominik Kowald, Elisabeth Lex, and Markus Schedl

In Proc. of ACM RecSys, 2023

Bib

@inproceedings{Moscati2023actr_cf_music,
  title = {Integrating the ACT-R Framework with Collaborative Filtering for Explainable Sequential Music Recommendation},
  author = {Moscati, Marta and Wallmann, Christian and Reiter-Haas, Markus and Kowald, Dominik and Lex, Elisabeth and Schedl, Markus},
  booktitle = {Proc. of ACM RecSys},
  location = {Singapore},
  year = {2023},
  key = {value}
}

Multiobjective Hyperparameter Optimization of Recommender Systems

Marta Moscati, Yashar Deldjoo, Giulio Davide Carparelli, and Markus Schedl

In Proc. of Perspectives – ACM RecSys, 2023

Bib

@inproceedings{Moscati2023MultiObjectiveHyperOpt,
  title = {Multiobjective Hyperparameter Optimization of Recommender Systems},
  author = {Moscati, Marta and Deldjoo, Yashar and Carparelli, Giulio Davide and Schedl, Markus},
  booktitle = {Proc. of Perspectives -- ACM RecSys},
  location = {Singapore},
  year = {2023},
  key = {value}
}

Music4All-Onion – A Large-Scale Multi-Faceted Content-Centric Music Recommendation Dataset

Marta Moscati, Emilia Parada-Cabaleiro, Yashar Deldjoo, Eva Zangerle, and Markus Schedl

In Proc. of CIKM, 2022

Bib

@inproceedings{onion,
  author = {Moscati, Marta and Parada-Cabaleiro, Emilia and Deldjoo, Yashar and Zangerle, Eva and Schedl, Markus},
  title = {Music4All-Onion -- A Large-Scale Multi-Faceted Content-Centric Music Recommendation Dataset},
  year = {2022},
  booktitle = {Proc. of CIKM},
  pages = {4339–4343},
  numpages = {5},
  key = {value}
}