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06/21/2023
Lightweight learning from label proportions on satellite imagery
This work addresses the challenge of producing chip level predictions on...
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05/26/2023
Quantum Kernel Mixtures for Probabilistic Deep Learning
This paper presents a novel approach to probabilistic deep learning (PDL...
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01/25/2023
What are the Machine Learning best practices reported by practitioners on Stack Exchange?
Machine Learning (ML) is being used in multiple disciplines due to its p...
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11/15/2022
LEAN-DMKDE: Quantum Latent Density Estimation for Anomaly Detection
This paper presents an anomaly detection model that combines the strong ...
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10/26/2022
AD-DMKDE: Anomaly Detection through Density Matrices and Fourier Features
This paper presents a novel density estimation method for anomaly detect...
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08/04/2022
Deep Semi-Supervised and Self-Supervised Learning for Diabetic Retinopathy Detection
Diabetic retinopathy (DR) is one of the leading causes of blindness in t...
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08/02/2022
Fast Kernel Density Estimation with Density Matrices and Random Fourier Features
Kernel density estimation (KDE) is one of the most widely used nonparame...
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08/01/2022
Quantum Adaptive Fourier Features for Neural Density Estimation
Density estimation is a fundamental task in statistics and machine learn...
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06/18/2022
An Empirical Study of Quantum Dynamics as a Ground State Problem with Neural Quantum States
Neural quantum states are variational wave functions parameterised by ar...
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03/28/2022
Optimisation-free Classification and Density Estimation with Quantum Circuits
We demonstrate the implementation of a novel machine learning framework ...
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10/14/2021
A deep learning model for classification of diabetic retinopathy in eye fundus images based on retinal lesion detection
Diabetic retinopathy (DR) is the result of a complication of diabetes af...
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07/20/2021
Quantum Measurement Classification with Qudits
This paper presents a hybrid classical-quantum program for density estim...
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03/04/2021
Prostate Tissue Grading with Deep Quantum Measurement Ordinal Regression
Prostate cancer (PCa) is one of the most common and aggressive cancers w...
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03/01/2021
Deep Bag-of-Sub-Emotions for Depression Detection in Social Media
This paper presents the Deep Bag-of-Sub-Emotions (DeepBoSE), a novel dee...
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02/26/2021
Many-Qudit representation for the Travelling Salesman Problem Optimisation
We present a map from the travelling salesman problem (TSP), a prototypi...
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02/08/2021
Learning with Density Matrices and Random Features
A density matrix describes the statistical state of a quantum system. It...
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07/29/2020
Hybrid Deep Learning Gaussian Process for Diabetic Retinopathy Diagnosis and Uncertainty Quantification
Diabetic Retinopathy (DR) is one of the microvascular complications of D...
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06/15/2020
Dissimilarity Mixture Autoencoder for Deep Clustering
In this paper, we introduce the Dissimilarity Mixture Autoencoder (DMAE)...
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04/02/2020
Supervised Learning with Quantum Measurements
This letter reports a novel method for supervised machine learning based...
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06/10/2019
Modeling Noisiness to Recognize Named Entities using Multitask Neural Networks on Social Media
Recognizing named entities in a document is a key task in many NLP appli...
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03/07/2019
Quantum Latent Semantic Analysis
The main goal of this paper is to explore latent topic analysis (LTA), i...
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05/24/2018
Letting Emotions Flow: Success Prediction by Modeling the Flow of Emotions in Books
Books have the power to make us feel happiness, sadness, pain, surprise,...
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02/07/2017