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Massimo Melucci

3 accepted papers

2021

Quantum Cognitively Motivated Decision Fusion for Video Sentiment Analysis

AAAI 2021technical

Video sentiment analysis as a decision-making process is inherently complex, involving the fusion of decisions from multiple modalities and the so-caused cognitive biases. Inspired by recent advances in quantum cognition, we show that the sentiment judgment from one modality could be incompatible wi…

2021

Quantum-inspired Neural Network for Conversational Emotion Recognition

AAAI 2021technical

We provide a novel perspective on conversational emotion recognition by drawing an analogy between the task and a complete span of quantum measurement. We characterize different steps of quantum measurement in the process of recognizing speakers' emotions in conversation, and stitch them up with a q…

2021

Word2Fun: Modelling Words as Functions for Diachronic Word Representation

NeurIPS 2021poster

Word meaning may change over time as a reflection of changes in human society. Therefore, modeling time in word representation is necessary for some diachronic tasks. Most existing diachronic word representation approaches train the embeddings separately for each pre-grouped time-stamped corpus and…