Search Results for author: Massimo Melucci

Found 8 papers, 3 papers with code

Kernel Method based on Non-Linear Coherent State

no code implementations15 Jul 2020 Prayag Tiwari, Shahram Dehdashti, Abdul Karim Obeid, Massimo Melucci, Peter Bruza

In this paper, by mapping datasets to a set of non-linear coherent states, the process of encoding inputs in quantum states as a non-linear feature map is re-interpreted.

Quantum-like Structure in Multidimensional Relevance Judgements

no code implementations20 Jan 2020 Sagar Uprety, Prayag Tiwari, Shahram Dehdashti, Lauren Fell, Dawei Song, Peter Bruza, Massimo Melucci

A large number of studies in cognitive science have revealed that probabilistic outcomes of certain human decisions do not agree with the axioms of classical probability theory.

Decision Making Decision Making Under Uncertainty

Semantic Hilbert Space for Text Representation Learning

1 code implementation26 Feb 2019 Benyou Wang, Qiuchi Li, Massimo Melucci, Dawei Song

To address this issue, we propose a new framework that models different levels of semantic units (e. g. sememe, word, sentence, and semantic abstraction) on a single \textit{Semantic Hilbert Space}, which naturally admits a non-linear semantic composition by means of a complex-valued vector word representation.

Benchmarking General Classification +5

Multi-class Classification Model Inspired by Quantum Detection Theory

no code implementations10 Oct 2018 Prayag Tiwari, Massimo Melucci

Machine Learning has become very famous currently which assist in identifying the patterns from the raw data.

BIG-bench Machine Learning Classification +2

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