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Shengxiang Yang

Center for Computational Intelligence

Semi-supervised Deep Learning for Image Classification with Distribution Mismatch: A Survey



Saul Calderon-Ramirez , Shengxiang Yang , David Elizondo

* Submission to IEEE Transactions on AI 

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Benchmark Functions for CEC 2022 Competition on Seeking Multiple Optima in Dynamic Environments



Wenjian Luo , Xin Lin , Changhe Li , Shengxiang Yang , Yuhui Shi


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Dealing with Distribution Mismatch in Semi-supervised Deep Learning for Covid-19 Detection Using Chest X-ray Images: A Novel Approach Using Feature Densities



Saul Calderon-Ramirez , Shengxiang Yang , David Elizondo , Armaghan Moemeni


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A Real Use Case of Semi-Supervised Learning for Mammogram Classification in a Local Clinic of Costa Rica



Saul Calderon-Ramirez , Diego Murillo-Hernandez , Kevin Rojas-Salazar , David Elizondo , Shengxiang Yang , Miguel Molina-Cabello


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Generating Large-scale Dynamic Optimization Problem Instances Using the Generalized Moving Peaks Benchmark



Mohammad Nabi Omidvar , Danial Yazdani , Juergen Branke , Xiaodong Li , Shengxiang Yang , Xin Yao

* arXiv admin note: text overlap with arXiv:2106.06174 

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Generalized Moving Peaks Benchmark



Danial Yazdani , Juergen Branke , Mohammad Nabi Omidvar , Changhe Li , Michalis Mavrovouniotis , Trung Thanh Nguyen , Shengxiang Yang , Xin Yao

* This document forms the basis for a range of competitions on Evolutionary Continuous Dynamic Optimization in the upcoming well-known conferences 

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MixMOOD: A systematic approach to class distribution mismatch in semi-supervised learning using deep dataset dissimilarity measures



Saul Calderon-Ramirez , Luis Oala , Jordina Torrents-Barrena , Shengxiang Yang , Armaghan Moemeni , Wojciech Samek , Miguel A. Molina-Cabello

* The first two authors made equal contribution 

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AREA: Adaptive Reference-set Based Evolutionary Algorithm for Multiobjective Optimisation



Shouyong Jiang , Hongru Li , Jinglei Guo , Mingjun Zhong , Shengxiang Yang , Marcus Kaiser , Natalio Krasnogor


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A Scalable Test Suite for Continuous Dynamic Multiobjective Optimisation



Shouyong Jiang , Marcus Kaiser , Shengxiang Yang , Stefanos Kollias , Natalio Krasnogor

* IEEE Transactions on Cybernetics, 2019 
* 19 pages, 22 figures and 7 tables 

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