Multi-step consensus: an effective approach for determining consensus in large collectives

DT Dang, NT Nguyen, D Hwang - Cybernetics and Systems, 2019 - Taylor & Francis
Referencing knowledge generated from large collectives is a common approach to solving
certain problems. Because determining the consensus of large collectives can be time …

A quick algorithm to determine 2-optimality consensus for collectives

NT Nguyen, D Hwang - IEEE Access, 2020 - ieeexplore.ieee.org
Nowadays, to solve a problem, people/systems typically use knowledge from different
sources. A binary vector is a useful structure to represent knowledge states, and determining …

A new heuristic algorithm for 2-Optimality consensus determination

NT Nguyen, D Hwang - 2019 IEEE International Conference …, 2019 - ieeexplore.ieee.org
The use of consensus determination to solve problems is becoming increasingly common.
The consensus determination of collectives, in particular, large collectives, is frequently …

An overview on consensus‐based approaches to processing collective inconsistency and knowledge integration

VD Nguyen, HB Truong, MG Merayo… - … Reviews: Data Mining …, 2019 - Wiley Online Library
The possibility of connecting billions of people around the world through network is the main
characteristic of cyber‐physical systems production. To date, social web, virtual …

Assessing the quality of a consensus determined using a multi-level approach

A Kozierkiewicz-Hetmańska… - 2017 IEEE International …, 2017 - ieeexplore.ieee.org
The following paper investigates a multilevel approach to data integration using the widely
accepted Consensus Theory. We focus on an issue related to an initial classification of raw …

The efficiency analysis of the multi-level consensus determination method

A Kozierkiewicz-Hetmańska, M Sitarczyk - … 27-29, 2017, Proceedings, Part I …, 2017 - Springer
The task of processing large sets of data which are stored in distributed sources is still a big
problem. The determination of a one, consistent version of data could be very time-and cost …

Heuristic algorithms for 2-optimality consensus determination

A Kozierkiewicz, M Sitarczyk - … 10th Asian Conference, ACIIDS 2018, Dong …, 2018 - Springer
The data stored in many distributed sources is often used in decision making processes.
However, the determination of a one, consistent version of its elements (called in this paper …

Increasing the Quality of Multi-step Consensus

DT Dang, NT Nguyen, D Hwang - Asian Conference on Intelligent …, 2019 - Springer
Determining the consensus of a collective is becoming a popular problem-solving method in
our society. However, given that determining the consensus of large collectives is time …

The assessing of influence of collective intelligence on the final consensus quality

A Kozierkiewicz, V Du Nguyen, M Pietranik - Intelligent Information and …, 2018 - Springer
Abstract Knowledge integration is a task of providing a unified, single version of knowledge
through a process of joining several, independent knowledge bases. It involves not only …

A New Approach to Determine 2-Optimality Consensus for Collectives

DT Dang, Z Mazur, D Hwang - … and Other Applications of Applied Intelligent …, 2020 - Springer
Abstract Systems and individuals commonly utilize information from multiple sources aim to
make a decision. Because knowledge from various sources is often inconsistent …