Function Decomposition Tree with Causality-First Perspective and Systematic Description of Problems in Materials Informatics

04/26/2022
by   Hiori Kino, et al.
0

As interdisciplinary science is flourishing because of materials informatics and additional factors; a systematic way is required for expressing knowledge and facilitating communication between scientists in various fields. A function decomposition tree is such a representation, but domain scientists face difficulty in constructing it. Thus, this study cites the general problems encountered by beginners in generating function decomposition trees and proposes a new function decomposition representation method based on a causality-first perspective for resolution of these problems. The causality-first decomposition tree was obtained from a workflow expressed according to the processing sequence. Moreover, we developed a program that performed automatic conversion using the features of the causality-first decomposition trees. The proposed method was applied to materials informatics to demonstrate the systematic representation of expert knowledge and its usefullness.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
08/07/2019

A Constraint Model for the Tree Decomposition of a Graph

We present a constraint model for the problem of producing a tree decomp...
research
10/26/2016

Causality and Networks

Causality is omnipresent in scientists' verbalisations of their understa...
research
09/25/2018

A Survey of Learning Causality with Data: Problems and Methods

The era of big data provides researchers with convenient access to copio...
research
10/10/2017

Counterfactual Causality from First Principles?

In this position paper we discuss three main shortcomings of existing ap...
research
08/09/2020

A Flexible Pipeline for the Optimization of CSG Trees

CSG trees are an intuitive, yet powerful technique for the representatio...
research
06/25/2018

Minimal Unimodal Decompositions on Trees

The decomposition of a density function on a domain into a minimal sum o...
research
11/27/2014

Pattern Decomposition with Complex Combinatorial Constraints: Application to Materials Discovery

Identifying important components or factors in large amounts of noisy da...

Please sign up or login with your details

Forgot password? Click here to reset