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20182023
most citedA survey on datasets for fairness-aware machine learning

40 citations · 111 across the 17 of their papers we have counts for

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Showing 2021Show all

7 papers · 1 filter

cs.AI2021

A Generic Knowledge Based Medical Diagnosis Expert System

Xin Huang, Xuejiao Tang, Wenbin Zhang +6

In this paper, we design and implement a generic medical knowledge based system (MKBS) for identifying diseases from several symptoms. In this system, some important aspects like k…

cs.LG2021★ 40 cited

A survey on datasets for fairness-aware machine learning

Tai Le Quy, Arjun Roy, Vasileios Iosifidis +2

As decision-making increasingly relies on Machine Learning (ML) and (big) data, the issue of fairness in data-driven Artificial Intelligence (AI) systems is receiving increasing at…

cs.LG2021

FARF: A Fair and Adaptive Random Forests Classifier

Wenbin Zhang, Albert Bifet, Xiangliang Zhang +2

As Artificial Intelligence (AI) is used in more applications, the need to consider and mitigate biases from the learned models has followed. Most works in developing fair learning…

cs.LG2021★ 1 cited

Online Fairness-Aware Learning with Imbalanced Data Streams

Vasileios Iosifidis, Wenbin Zhang, Eirini Ntoutsi

Data-driven learning algorithms are employed in many online applications, in which data become available over time, like network monitoring, stock price prediction, job application…

cs.CV2021★ 2 cited

Interpretable Visual Understanding with Cognitive Attention Network

Xuejiao Tang, Wenbin Zhang, Yi Yu +4

While image understanding on recognition-level has achieved remarkable advancements, reliable visual scene understanding requires comprehensive image understanding on recognition-l…

cs.CV2021

Cognitive Visual Commonsense Reasoning Using Dynamic Working Memory

Xuejiao Tang, Xin Huang, Wenbin Zhang +4

Visual Commonsense Reasoning (VCR) predicts an answer with corresponding rationale, given a question-image input. VCR is a recently introduced visual scene understanding task with…

cs.CL2021

LSTM Based Sentiment Analysis for Cryptocurrency Prediction

Xin Huang, Wenbin Zhang, Xuejiao Tang +5

Recent studies in big data analytics and natural language processing develop automatic techniques in analyzing sentiment in the social media information. In addition, the growing u…