TY - JOUR
T1 - Adopted topic modeling for business process and software component conformity checking
AU - Ahmadiyah, Adhatus Solichah
AU - Sarno, Riyanarto
AU - Revindasari, Fony
N1 - Publisher Copyright:
© 2020
PY - 2020/12
Y1 - 2020/12
N2 - Business processes and software components, especially class diagrams, have a firm connection. Considering software components support the business process in providing an excellent product and service. Besides, business process changes affect on software component design. One of them usually appears on the label or name of the software component or business process. Sometimes, a related business process and software component appears in the different label but the same meaning rather than using the same label. This situation is problematic when there are many changes to be made, in which the software component's modifying process becomes quite long. Therefore, the software maintainers should obtain an efficient procedure to shorten the modifying process. One solution is by using conformity checking, which helps the software maintainers know which software component is related to a specific business process. This paper compared two leading topic modeling techniques, namely probabilistic latent semantic analysis (PLSA) and latent Dirichlet allocation (LDA), to determine which one has a better performance for process traceability.
AB - Business processes and software components, especially class diagrams, have a firm connection. Considering software components support the business process in providing an excellent product and service. Besides, business process changes affect on software component design. One of them usually appears on the label or name of the software component or business process. Sometimes, a related business process and software component appears in the different label but the same meaning rather than using the same label. This situation is problematic when there are many changes to be made, in which the software component's modifying process becomes quite long. Therefore, the software maintainers should obtain an efficient procedure to shorten the modifying process. One solution is by using conformity checking, which helps the software maintainers know which software component is related to a specific business process. This paper compared two leading topic modeling techniques, namely probabilistic latent semantic analysis (PLSA) and latent Dirichlet allocation (LDA), to determine which one has a better performance for process traceability.
KW - Business process
KW - Document clustering
KW - Software component
KW - Topic modeling
KW - Traceabilityv
UR - http://www.scopus.com/inward/record.url?scp=85095594700&partnerID=8YFLogxK
U2 - 10.12928/TELKOMNIKA.v18i6.13381
DO - 10.12928/TELKOMNIKA.v18i6.13381
M3 - Article
AN - SCOPUS:85095594700
SN - 1693-6930
VL - 18
SP - 2939
EP - 2947
JO - Telkomnika (Telecommunication Computing Electronics and Control)
JF - Telkomnika (Telecommunication Computing Electronics and Control)
IS - 6
ER -