144 citations · 407 across the 41 of their papers we have counts for
4 papers · 1 filter
Causality-based Feature Selection: Methods and Evaluations
Kui Yu, Xianjie Guo, Lin Liu +4
Feature selection is a crucial preprocessing step in data analytics and machine learning. Classical feature selection algorithms select features based on the correlations between p…
Linking Graph Entities with Multiplicity and Provenance
Jixue Liu, Selasi Kwashie, Jiuyong Li +2
Entity linking and resolution is a fundamental database problem with applications in data integration, data cleansing, information retrieval, knowledge fusion, and knowledge-base p…
Identify treatment effect patterns for personalised decisions
Jiuyong Li, Lin Liu, Shisheng Zhang +3
In personalised decision making, evidence is required to determine whether an action (treatment) is suitable for an individual. Such evidence can be obtained by modelling treatment…
Robust Multi-instance Learning with Stable Instances
Weijia Zhang, Jiuyong Li, Lin Liu
Multi-instance learning (MIL) deals with tasks where data is represented by a set of bags and each bag is described by a set of instances. Unlike standard supervised learning, only…