Tensor-bAsed Machine learning towards genEral moDels of affect

Project Information

TAMED

Grant agreement ID: 101003397

DOI 10.3030/101003397

Project closed

EC signature date 9 April 2020

Start date 1 July 2020

End date 30 June 2022

Funded under

• SPREADING EXCELLENCE AND WIDENING PARTICIPATION

Total cost € 160 049,28

EU contribution € 160 049,28

Coordinated by

UNIVERSITA TA MALTA
Malta

Publications

Conference proceedings (8)

AffRankNet+: Ranking Affect Using Privileged Information

Author(s): Konstantinos Makantasis
Published in: Crossref, Issue 1, 2021, ISBN 978-1-6654-0021-3
Publisher: IEEE
DOI: 10.1109/aciiw52867.2021.9666328

Privileged Information for Modeling Affect In The Wild

Author(s): Konstantinos Makantasis, David Melhart, Antonios Liapis, Georgios N. Yannakakis
Published in: 2021 9th International Conference on Affective Computing and Intelligent Interaction (ACII), 2021, ISBN 978-1-6654-0019-0
Publisher: IEEE
DOI: 10.1109/acii52823.2021.9597417

Automatic inspection of cultural monuments using deep and tensor-based learning on hyperspectral imagery

Author(s): Ioannis N. Tzortzis, Ioannis Rallis, Konstantinos Makantasis, Anastasios Doulamis, Nikolaos Doulamis, Athanasios Voulodimos
Published in: 29th IEEE International Conference on Image Processing (IEEE ICIP), 2022
Publisher: IEEE
DOI: 10.48550/arxiv.2207.02163

RankNEAT: Outperforming Stochastic Gradient Search in Preference Learning Tasks

Author(s): Kosmas Pinitas, Konstantinos Makantasis, Antonios Liapis, Georgios N. Yannakakis
Published in: GECCO '22: Proceedings of the Genetic and Evolutionary Computation Conference, 2022
Publisher: ACM
DOI: 10.48550/arxiv.2204.06901

Game State Learning via Game Scene Augmentation

Author(s): Chintan Trivedi, Konstantinos Makantasis, Antonios Liapis, Georgios N. Yannakakis
Published in: Foundations of Digital Games, 2022
Publisher: ACM
DOI: 10.48550/arxiv.2207.01289

Space-Time Domain Tensor Neural Networks: An Application on Human Pose Classification

Author(s): Konstantinos Makantasis, Athanasios Voulodimos, Anastasios Doulamis, Nikolaos Bakalos, Nikolaos Doulamis
Published in: 2020 25th International Conference on Pattern Recognition (ICPR), 2021, ISBN 978-1-7281-8808-9
Publisher: IEEE
DOI: 10.1109/icpr48806.2021.9412482

Supervised Contrastive Learning for Affect Modelling

Author(s): Kosmas Pinitas, Konstantinos Makantasis, Antonios Liapis, Georgios N. Yannakakis
Published in: 2022
Publisher: ACM
DOI: 10.48550/arxiv.2208.12238

Learning Task-Independent Game State Representations from Unlabeled Images

Author(s): Chintan Trivedi, Konstantinos Makantasis, Antonios Liapis, Georgios Yannakakis
Published in: IEEE Conference on Games, 2022
Publisher: IEEE
DOI: 10.48550/arxiv.2206.06490

Peer reviewed articles (2)

Rank-R FNN: A Tensor-Based Learning Model for High-Order Data Classification

Author(s): Konstantinos Makantasis, Alexandros Georgogiannis, Athanasios Voulodimos, Ioannis Georgoulas, Anastasios Doulamis, Nikolaos Doulamis
Published in: IEEE Access, 2021, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2021.3072973

The Pixels and Sounds of Emotion: General-Purpose Representations of Arousal in Games

Author(s): Konstantinos Makantasis, Antonios Liapis, Georgios Yannakakis
Published in: IEEE Transactions on Affective Computing, 2021, ISSN 1949-3045
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/taffc.2021.3060877

Other (1)

Revisiting lp-constrained Softmax Loss: A Comprehensive Study

Author(s): Chintan Trivedi, Konstantinos Makantasis, Antonios Liapis, Georgios N. Yannakakis
Published in: 2022
Publisher: Arxiv
DOI: 10.48550/arxiv.2206.09616