Three-way decision for handling uncertainty in machine learning: A narrative review
In this work we introduce a framework, based on three-way decision (TWD) and the
trisecting-acting-outcome model, to handle uncertainty in Machine Learning (ML). We …
trisecting-acting-outcome model, to handle uncertainty in Machine Learning (ML). We …
A review of three-way decision: triadic understanding, organization, and perspectives
A theory of three-way decision is about thinking, problem-solving, and computing in threes
or through triads. In this paper, we review fifteen years of research on three-way decision by …
or through triads. In this paper, we review fifteen years of research on three-way decision by …
A novel three-way decision model based on incomplete information system
As a natural extension of three-way decisions with incomplete information, this paper
provides a novel three-way decision model based on incomplete information system. First …
provides a novel three-way decision model based on incomplete information system. First …
The connections between three-way and classical concept lattices
J Qi, T Qian, L Wei - Knowledge-Based Systems, 2016 - Elsevier
The model of three-way concept lattices, a novel model for widely used three-way decisions,
is an extension of classical concept lattices in formal concept analysis. This paper …
is an extension of classical concept lattices in formal concept analysis. This paper …
Deriving three-way decisions from intuitionistic fuzzy decision-theoretic rough sets
Three-way decisions with decision-theoretic rough sets (DTRSs) provide a new
methodology to confront risk decision problems. The risk is associated with the loss function …
methodology to confront risk decision problems. The risk is associated with the loss function …
Three-way formal concept analysis
J Qi, L Wei, Y Yao - Rough Sets and Knowledge Technology: 9th …, 2014 - Springer
In this paper, a novel concept formation and novel concept lattices are developed with
respect to a binary information table to support three-way decisions. The three-way …
respect to a binary information table to support three-way decisions. The three-way …
The attribute reductions of three-way concept lattices
R Ren, L Wei - Knowledge-Based Systems, 2016 - Elsevier
Three-way concept analysis is a newly proposed area of formal concept analysis from which
one can obtain both the inclusion decision and the exclusion decision. In general, given a …
one can obtain both the inclusion decision and the exclusion decision. In general, given a …
A novel risk decision making based on decision-theoretic rough sets under hesitant fuzzy information
Decision-theoretic rough sets (DTRSs) play a crucial role in risk decision-making problems.
With respect to the minimum expected risk, DTRSs deduce the rules of three-way decisions …
With respect to the minimum expected risk, DTRSs deduce the rules of three-way decisions …
A unified model of sequential three-way decisions and multilevel incremental processing
A fundamental notion of granular computing is a multilevel granular structure in which
different levels are characterized by different degrees of abstraction and details. By making …
different levels are characterized by different degrees of abstraction and details. By making …
TWD-R: A three-way decision approach based on regret theory in multi-scale decision information systems
X Huang, J Zhan - Information Sciences, 2021 - Elsevier
As a highly prevalent disease, the liver disease is usually diagnosed by testing with several
aspects. Due to different accuracies of tests, the obtained results may be different, which …
aspects. Due to different accuracies of tests, the obtained results may be different, which …