A model of reusable assets in AIE software systems

Nowadays, due to the increasing presence of artificial intelligence in software systems, development teams face the challenge of working together to integrate tasks, resources, and roles in a new field, named AI Engineering. Proposals, in the way of models, highlight the needs of integrating two dif...

Descripción completa

Guardado en:
Detalles Bibliográficos
Autores principales: Cechich, Alejandra, Buccella, Agustina, Villegas, Carolina, Montenegro, Ayelén, Muñoz, Angel, Rodríguez, Andrea
Formato: Articulo
Lenguaje:Inglés
Publicado: 2023
Materias:
Ciencias Informáticas
Big data variety
Software product lines
Data Analytic
Reusability
Variedad en Big Data
Líneas de Productos de Software
Analítica de Datos
Reusabilidad
Acceso en línea:http://sedici.unlp.edu.ar/handle/10915/160076
Aporte de:
SEDICI (UNLP) de Universidad Nacional de La Plata
id I19-R120-10915-160076
record_format dspace
spelling I19-R120-10915-1600762023-11-13T20:02:27Z http://sedici.unlp.edu.ar/handle/10915/160076 A model of reusable assets in AIE software systems Un modelo de activos reusables dentro de la ingeniería de sistemas de inteligencia artificial Cechich, Alejandra Buccella, Agustina Villegas, Carolina Montenegro, Ayelén Muñoz, Angel Rodríguez, Andrea 2023-10 2023-11-13T14:16:58Z en Ciencias Informáticas Big data variety Software product lines Data Analytic Reusability Variedad en Big Data Líneas de Productos de Software Analítica de Datos Reusabilidad Nowadays, due to the increasing presence of artificial intelligence in software systems, development teams face the challenge of working together to integrate tasks, resources, and roles in a new field, named AI Engineering. Proposals, in the way of models, highlight the needs of integrating two different perspectives - the software and the decision-making support (big data, machine learning, and so on) systems. But there is something more - both systems must achieve high quality levels for different properties; and this is not a straightforward task. Quality properties, such as reusability, traditionally evaluated and reinforced through modeling in software systems, do not exactly apply similarly in decision-making support systems. In this paper, we propose a model for managing reusable assets in AI engineered systems by linking software product line modeling and variety identification. The proposal is exemplified through a case study in the agriculture domain. Hoy en día, debido a la creciente presencia de la inteligencia artificial en los sistemas de software, los equipos de desarrollo enfrentan el desafío de trabajar juntos para integrar tareas, recursos y roles en un nuevo campo, denominado Ingeniería de IA. Las propuestas, en forma de modelos, destacan la necesidad de integrar dos perspectivas diferentes: el software y los sistemas de apoyo a la toma de decisiones (big data, aprendizaje automático, etc.). Pero hay algo más: ambos sistemas deben alcanzar altos niveles de calidad para diferentes propiedades; y esto no es una tarea sencilla. Las propiedades de calidad, como la reutilización, tradicionalmente evaluadas y reforzadas a través del modelado en los sistemas de software, no se aplican exactamente de manera similar en los sistemas de apoyo a la toma de decisiones. En este artículo, proponemos un modelo para administrar activos reutilizables en sistemas de ingeniería de IA al vincular el modelado de líneas de productos de software y la identification de variedades en sistemas de análisis de datos. La propuesta se ejemplifica a través de un estudio de caso en el dominio agrícola. Facultad de Informática Articulo Articulo http://creativecommons.org/licenses/by-nc/4.0/ Creative Commons Attribution-NonCommercial 4.0 International (CC BY-NC 4.0) application/pdf 145-160
institution Universidad Nacional de La Plata
institution_str I-19
repository_str R-120
collection SEDICI (UNLP)
language Inglés
topic Ciencias Informáticas
Big data variety
Software product lines
Data Analytic
Reusability
Variedad en Big Data
Líneas de Productos de Software
Analítica de Datos
Reusabilidad
spellingShingle Ciencias Informáticas
Big data variety
Software product lines
Data Analytic
Reusability
Variedad en Big Data
Líneas de Productos de Software
Analítica de Datos
Reusabilidad
Cechich, Alejandra
Buccella, Agustina
Villegas, Carolina
Montenegro, Ayelén
Muñoz, Angel
Rodríguez, Andrea
A model of reusable assets in AIE software systems
topic_facet Ciencias Informáticas
Big data variety
Software product lines
Data Analytic
Reusability
Variedad en Big Data
Líneas de Productos de Software
Analítica de Datos
Reusabilidad
description Nowadays, due to the increasing presence of artificial intelligence in software systems, development teams face the challenge of working together to integrate tasks, resources, and roles in a new field, named AI Engineering. Proposals, in the way of models, highlight the needs of integrating two different perspectives - the software and the decision-making support (big data, machine learning, and so on) systems. But there is something more - both systems must achieve high quality levels for different properties; and this is not a straightforward task. Quality properties, such as reusability, traditionally evaluated and reinforced through modeling in software systems, do not exactly apply similarly in decision-making support systems. In this paper, we propose a model for managing reusable assets in AI engineered systems by linking software product line modeling and variety identification. The proposal is exemplified through a case study in the agriculture domain.
format Articulo
Articulo
author Cechich, Alejandra
Buccella, Agustina
Villegas, Carolina
Montenegro, Ayelén
Muñoz, Angel
Rodríguez, Andrea
author_facet Cechich, Alejandra
Buccella, Agustina
Villegas, Carolina
Montenegro, Ayelén
Muñoz, Angel
Rodríguez, Andrea
author_sort Cechich, Alejandra
title A model of reusable assets in AIE software systems
title_short A model of reusable assets in AIE software systems
title_full A model of reusable assets in AIE software systems
title_fullStr A model of reusable assets in AIE software systems
title_full_unstemmed A model of reusable assets in AIE software systems
title_sort model of reusable assets in aie software systems
publishDate 2023
url http://sedici.unlp.edu.ar/handle/10915/160076
work_keys_str_mv AT cechichalejandra amodelofreusableassetsinaiesoftwaresystems
AT buccellaagustina amodelofreusableassetsinaiesoftwaresystems
AT villegascarolina amodelofreusableassetsinaiesoftwaresystems
AT montenegroayelen amodelofreusableassetsinaiesoftwaresystems
AT munozangel amodelofreusableassetsinaiesoftwaresystems
AT rodriguezandrea amodelofreusableassetsinaiesoftwaresystems
AT cechichalejandra unmodelodeactivosreusablesdentrodelaingenieriadesistemasdeinteligenciaartificial
AT buccellaagustina unmodelodeactivosreusablesdentrodelaingenieriadesistemasdeinteligenciaartificial
AT villegascarolina unmodelodeactivosreusablesdentrodelaingenieriadesistemasdeinteligenciaartificial
AT montenegroayelen unmodelodeactivosreusablesdentrodelaingenieriadesistemasdeinteligenciaartificial
AT munozangel unmodelodeactivosreusablesdentrodelaingenieriadesistemasdeinteligenciaartificial
AT rodriguezandrea unmodelodeactivosreusablesdentrodelaingenieriadesistemasdeinteligenciaartificial
AT cechichalejandra modelofreusableassetsinaiesoftwaresystems
AT buccellaagustina modelofreusableassetsinaiesoftwaresystems
AT villegascarolina modelofreusableassetsinaiesoftwaresystems
AT montenegroayelen modelofreusableassetsinaiesoftwaresystems
AT munozangel modelofreusableassetsinaiesoftwaresystems
AT rodriguezandrea modelofreusableassetsinaiesoftwaresystems
_version_ 1807221824654671872

Ejemplares similares