Visualizing the multidimensional Pareto frontier using 3D cognitive graphics

In many multicriteria decision-making problems, it is assumed that the decision maker is presented with a Pareto frontier in one form or another for analysis and decision making. To facilitate the perception of this frontier by a person, various approaches to its visualization are used. These approaches have limitations associated with the insufficient use of human capabilities. Therefore, the problem of expanding the existing approaches to visualizing the Pareto frontier is relevant. One of the directions for solving this problem is the use of three-dimensional cognitive graphics. The purpose of the work is to expand human-machine interaction in the field of decision making using the Pareto frontier. This expansion consists in developing an approach to visualizing the Pareto frontier based on the use of three-dimensional cognitive graphics. The proposed approach will provide the decision maker with the opportunity to see an intuitively clear picture of the effect of changes in the value of one criterion on the values of other criteria when moving along the Pareto frontier. Thanks to this vision, the decision maker will be able to interactively exclude from consideration combinations of criterion values that are undesirable from his point of view, leaving as a result the selected values that are on the Pareto frontier. A comparative assessment of the formal properties of the cognitive image used in the proposed approach to visualizing the Pareto frontier was carried out, which showed the advantages of the approach compared to existing visualizations of the Pareto frontier. The results of the study can be used in the design of decision support systems. In many multicriteria decision-making problems, it is assumed that the decision maker is presented with a Pareto frontier in one form or another for analysis and decision making. To facilitate the perception of this frontier by a person, approaches to visualizing the Pareto frontier are developed. These approaches have limitations associated with the insufficient use of human capabilities. The article proposes an approach to visualizing the Pareto frontier based on the use of an intuitive three-dimensional cognitive image. This image is represented by a virtual dashboard, the controls on which correspond to the criteria. The user can see how exactly a change in the value of one criterion affects the values of other criteria when moving along the Pareto frontier. Thanks to this vision, he will be able to interactively exclude from consideration combinations of criterion values ​​that are undesirable from his point of view, leaving as a result the selected values located on the Pareto frontier. An assessment of the formal properties of the proposed visualization showed its advantages over existing visualizations of the Pareto frontier and the prospects for continuing work in this direction.

Authors

Publication Details

Journal
Information-measuring and Control Systems
Published
2025-01-01
DOI
https://doi.org/10.18127/j20700814-202501-01
Primary Topic
AI-based Problem Solving and Planning
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Visualizing the multidimensional Pareto frontier using 3D cognitive graphics

Sergey Sakulin
Information-measuring and Control Systems
AI-based Problem Solving and Planning
article

Visualizing the multidimensional Pareto frontier using 3D cognitive graphics

Sergey Sakulin
article en

Abstract

In many multicriteria decision-making problems, it is assumed that the decision maker is presented with a Pareto frontier in one form or another for analysis and decision making. To facilitate the perception of this frontier by a person, various approaches to its visualization are used. These approaches have limitations associated with the insufficient use of human capabilities. Therefore, the problem of expanding the existing approaches to visualizing the Pareto frontier is relevant. One of the directions for solving this problem is the use of three-dimensional cognitive graphics. The purpose of the work is to expand human-machine interaction in the field of decision making using the Pareto frontier. This expansion consists in developing an approach to visualizing the Pareto frontier based on the use of three-dimensional cognitive graphics. The proposed approach will provide the decision maker with the opportunity to see an intuitively clear picture of the effect of changes in the value of one criterion on the values of other criteria when moving along the Pareto frontier. Thanks to this vision, the decision maker will be able to interactively exclude from consideration combinations of criterion values that are undesirable from his point of view, leaving as a result the selected values that are on the Pareto frontier. A comparative assessment of the formal properties of the cognitive image used in the proposed approach to visualizing the Pareto frontier was carried out, which showed the advantages of the approach compared to existing visualizations of the Pareto frontier. The results of the study can be used in the design of decision support systems. In many multicriteria decision-making problems, it is assumed that the decision maker is presented with a Pareto frontier in one form or another for analysis and decision making. To facilitate the perception of this frontier by a person, approaches to visualizing the Pareto frontier are developed. These approaches have limitations associated with the insufficient use of human capabilities. The article proposes an approach to visualizing the Pareto frontier based on the use of an intuitive three-dimensional cognitive image. This image is represented by a virtual dashboard, the controls on which correspond to the criteria. The user can see how exactly a change in the value of one criterion affects the values of other criteria when moving along the Pareto frontier. Thanks to this vision, he will be able to interactively exclude from consideration combinations of criterion values ​​that are undesirable from his point of view, leaving as a result the selected values located on the Pareto frontier. An assessment of the formal properties of the proposed visualization showed its advantages over existing visualizations of the Pareto frontier and the prospects for continuing work in this direction.

Information-measuring and Control Systems
Openalex Percentile: Top 88%
AI-based Problem Solving and Planning
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.