Theodoros Giannakopoulos

4 papers · 2019–2024 · 2 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🏃 Academic Marathon · Sprint 🗺️ Taxonomy Completionist (10)

Venues

Interspeech (3) ICML (1)

Top co-authors

Alexandros Potamianos (2) Dimitris Sgouropoulos (2) Shrikanth Narayanan (2) Georgios Paraskevopoulos (2) Athanasios Katsamanis (2) Nikolaos Ellinas (1) Thomas Melistas (1) Panagiotis Koromilas (1) Nikos Antoniou (1) Lefteris Kapelonis (1)

Research topics

Machine Learning (4) Core Methods (2) Learning Types · Machine Learning (2) Artificial Intelligence (1) Deep Learning (1) Application Areas (1) Learning Paradigms (1) Learning Types · Deep Learning (1) Optimization & Theory (1)

Keywords

speech emotion recognition (2) contrastive learning (1) zero-shot learning (1) few-shot learning (1) feature extraction (1) data augmentation (1) speech analysis (1) curse of dimensionality (1) low-rank representation (1) generative adversarial network (1) spectrogram generation (1) cross-lingual learning (1) ensemble system (1) conditional gan (1) alzheimer dementia detection (1) info nce (1) batch size independence (1) dhel (1) hyperspherical energy minimisation (1) dimensionality reduction (1)

Papers

Bridging Mini-Batch and Asymptotic Analysis in Contrastive Learning: From InfoNCE to Kernel-Based Losses ICML 2024 Cross-Lingual Features for Alzheimer’s Dementia Detection from Speech Interspeech 2023 Data Augmentation Using GANs for Speech Emotion Recognition Interspeech 2019 Unsupervised Low-Rank Representations for Speech Emotion Recognition Interspeech 2019