[HTML][HTML] A quantum-inspired multimodal sentiment analysis framework

Y Zhang, D Song, P Zhang, P Wang, J Li, X Li… - Theoretical Computer …, 2018 - Elsevier
Multimodal sentiment analysis aims to capture diversified sentiment information implied in
data that are of different modalities (eg, an image that is associated with a textual description …

A quantum-inspired sentiment representation model for twitter sentiment analysis

Y Zhang, D Song, P Zhang, X Li, P Wang - Applied Intelligence, 2019 - Springer
Sentiment analysis aims to capture the diverse sentiment information expressed by authors
in given natural language texts, and it has been a core research topic in many artificial …

Efficient factored gradient descent algorithm for quantum state tomography

Y Wang, L Liu, S Cheng, L Li, J Chen - Physical Review Research, 2024 - APS
Reconstructing the state of quantum many-body systems is of fundamental importance in
quantum information tasks, but extremely challenging due to the curse of dimensionality. In …

Projected gradient descent algorithms for quantum state tomography

E Bolduc, GC Knee, EM Gauger, J Leach - npj Quantum Information, 2017 - nature.com
Accurate quantum tomography is a vital tool in both fundamental and applied quantum
science. It is a task that involves processing a noisy measurement record in order to …

Experimental adaptive quantum tomography of two-qubit states

GI Struchalin, IA Pogorelov, SS Straupe, KS Kravtsov… - Physical Review A, 2016 - APS
We report an experimental realization of adaptive Bayesian quantum state tomography for
two-qubit states. Our implementation is based on the adaptive experimental design strategy …

Quantum-Inspired neural language representation, matching and understanding

P Zhang, H Gao, J Zhang, D Song - Foundations and Trends® …, 2023 - nowpublishers.com
Abstract The introduction of Quantum Theory (QT) provides a unified mathematical
framework for Information Retrieval (IR). Compared with the classical IR framework, the …

Unsupervised sentiment analysis of twitter posts using density matrix representation

Y Zhang, D Song, X Li, P Zhang - … Conference on IR Research, ECIR 2018 …, 2018 - Springer
Nowadays, a series of pioneering studies provide the evidence that quantum probability
theory can be applied in information retrieval as a mathematical framework, such as …

Joint quantum-state and measurement tomography with incomplete measurements

AC Keith, CH Baldwin, S Glancy, E Knill - Physical Review A, 2018 - APS
Estimation of quantum states and measurements is crucial for the implementation of
quantum information protocols. The standard method for each is quantum tomography …

A projected gradient method for optimization over density matrices

DS Gonçalves, MA Gomes-Ruggiero… - … Methods and Software, 2016 - Taylor & Francis
An ensemble of quantum states can be described by a Hermitian, positive semidefinite and
unit trace matrix called density matrix. Thus, the study of methods for optimizing a certain …

Fast Minimization of Expected Logarithmic Loss via Stochastic Dual Averaging

CE Tsai, HC Cheng, YH Li - International Conference on …, 2024 - proceedings.mlr.press
Consider the problem of minimizing an expected logarithmic loss over either the probability
simplex or the set of quantum density matrices. This problem includes tasks such as solving …