@article{ART003348251},
author={Jeong Yon Shim},
title={A Similarity-Based Framework for Goal-Aware Sequential Action Recommendation: Unifying Rule-Based Logic and Semantic Vector Space},
journal={ Journal of Software Forensics},
issn={3092-541X},
year={2026},
volume={22},
number={2},
pages={205-215},
doi={10.29056/jsf.2026.06.18}
TY - JOUR
AU - Jeong Yon Shim
TI - A Similarity-Based Framework for Goal-Aware Sequential Action Recommendation: Unifying Rule-Based Logic and Semantic Vector Space
JO - Journal of Software Forensics
PY - 2026
VL - 22
IS - 2
PB - Korea Software Assessment and Valuation Society
SP - 205
EP - 215
SN - 3092-541X
AB - Goal-oriented planning and recommendation systems are essential in personalized decision support across diverse domains. This paper presents a novel similarity-based framework that leverages a rule-based planner for automatic generation of Goal-Aware Sequential Recommendation. The framework mathematically formalizes goal, action, and context representations as vectors, enabling effective similarity computations to guide planning decisions. We focus on the student personal education domain to demonstrate how the system adapts learning plans to individual profiles and goals. Comprehensive simulation results highlight the effectiveness and flexibility of the approach, showcasing improved plan relevance and learner satisfaction.
KW - Similarity based framework;Automatic goal oriented planning;Goal-Aware Sequential Recommendation;Rule based planner;Learning
DO - 10.29056/jsf.2026.06.18
ER -
Jeong Yon Shim. (2026). A Similarity-Based Framework for Goal-Aware Sequential Action Recommendation: Unifying Rule-Based Logic and Semantic Vector Space. Journal of Software Forensics, 22(2), 205-215.
Jeong Yon Shim. 2026, "A Similarity-Based Framework for Goal-Aware Sequential Action Recommendation: Unifying Rule-Based Logic and Semantic Vector Space", Journal of Software Forensics, vol.22, no.2 pp.205-215. Available from: doi:10.29056/jsf.2026.06.18
Jeong Yon Shim "A Similarity-Based Framework for Goal-Aware Sequential Action Recommendation: Unifying Rule-Based Logic and Semantic Vector Space" Journal of Software Forensics 22.2 pp.205-215 (2026) : 205.
Jeong Yon Shim. A Similarity-Based Framework for Goal-Aware Sequential Action Recommendation: Unifying Rule-Based Logic and Semantic Vector Space. 2026; 22(2), 205-215. Available from: doi:10.29056/jsf.2026.06.18
Jeong Yon Shim. "A Similarity-Based Framework for Goal-Aware Sequential Action Recommendation: Unifying Rule-Based Logic and Semantic Vector Space" Journal of Software Forensics 22, no.2 (2026) : 205-215.doi: 10.29056/jsf.2026.06.18
Jeong Yon Shim. A Similarity-Based Framework for Goal-Aware Sequential Action Recommendation: Unifying Rule-Based Logic and Semantic Vector Space. Journal of Software Forensics, 22(2), 205-215. doi: 10.29056/jsf.2026.06.18
Jeong Yon Shim. A Similarity-Based Framework for Goal-Aware Sequential Action Recommendation: Unifying Rule-Based Logic and Semantic Vector Space. Journal of Software Forensics. 2026; 22(2) 205-215. doi: 10.29056/jsf.2026.06.18
Jeong Yon Shim. A Similarity-Based Framework for Goal-Aware Sequential Action Recommendation: Unifying Rule-Based Logic and Semantic Vector Space. 2026; 22(2), 205-215. Available from: doi:10.29056/jsf.2026.06.18
Jeong Yon Shim. "A Similarity-Based Framework for Goal-Aware Sequential Action Recommendation: Unifying Rule-Based Logic and Semantic Vector Space" Journal of Software Forensics 22, no.2 (2026) : 205-215.doi: 10.29056/jsf.2026.06.18
