Contextual Data Fusion and Explainable Analytics for Supporting Strategic Decision Making in Smart Information Systems Environments

Priyo Wibowo ; Rudolf Sinaga
International Journal of Computer Technology and S... 📅 2024 Vol 1, No 1 🔗 DOI: 10.62951/ijcts.v1i1.357
Abstract
The increasing complexity and heterogeneity of data in Smart Information Systems pose significant challenges for effective decision-making. While data fusion techniques have been widely adopted to integrate multiple data sources, traditional fusion approaches often fail to consider contextual information, resulting in limited interpretability and reduced decision relevance. This study proposes a contextual data fusion approach that integrates heterogeneous data sources with contextual attributes, including temporal, spatial, and operational context, to enhance decision accuracy and robustness. The research employs a computational and experimental methodology involving data preprocessing, context encoding, multi-level data fusion, and performance evaluation. Experimental results demonstrate that the proposed approach outperforms single-source analysis and non-contextual data fusion in terms of accuracy, precision, recall, and F1-score, with only a marginal increase in computational cost. The findings confirm that incorporating context into the data fusion process significantly improves the quality and reliability of analytical outcomes. This study contributes to the development of intelligent and data-driven systems by highlighting the critical role of contextual awareness in supporting transparent and effective decision-making in Smart Information Systems.
Keywords
Context Awareness; Contextual Data Fusion; Decision-Making; Multi-Source Data; Smart Information Systems
How to Cite

Priyo Wibowo & Rudolf Sinaga (2024). Contextual Data Fusion and Explainable Analytics for Supporting Strategic Decision Making in Smart Information Systems Environments. International Journal of Computer Technology and Science, 1(1). https://doi.org/10.62951/ijcts.v1i1.357

Priyo Wibowo; Rudolf Sinaga, "Contextual Data Fusion and Explainable Analytics for Supporting Strategic Decision Making in Smart Information Systems Environments," International Journal of Computer Technology and Science, vol. 1, no. 1, 2024.

Priyo Wibowo; Rudolf Sinaga. "Contextual Data Fusion and Explainable Analytics for Supporting Strategic Decision Making in Smart Information Systems Environments." International Journal of Computer Technology and Science, vol. 1, no. 1, 2024.

Priyo Wibowo; Rudolf Sinaga. "Contextual Data Fusion and Explainable Analytics for Supporting Strategic Decision Making in Smart Information Systems Environments." International Journal of Computer Technology and Science 1, no. 1 (2024).

Priyo Wibowo & Rudolf Sinaga (2024) 'Contextual Data Fusion and Explainable Analytics for Supporting Strategic Decision Making in Smart Information Systems Environments', International Journal of Computer Technology and Science, 1(1). doi: 10.62951/ijcts.v1i1.357.

Priyo Wibowo; Rudolf Sinaga. Contextual Data Fusion and Explainable Analytics for Supporting Strategic Decision Making in Smart Information Systems Environments. International Journal of Computer Technology and Science. 2024;1(1).

Artikel Terkait

Optimasi Presensi Identifikasi Wajah Siswa secara Real-Time dengan Penerapan Algoritma YOLOv10

Mesra Betty Yel; Elviwani Elviwani; Nandang Sutisna; Ziyad Fernanda Syams

Perancangan Sistem Monitoring Suhu Dan Cahaya Berbasis Internet Of Things Pada Ruang Kelas SDN Bojong 02

Mesra Betty Yel; Satria Wira Yudha; Nandang Sutisna; Muhammad Rafli Fadillah

Implementasi Algoritma A* Dalam Pencarian Rute Terdekat dari Pisangan Lama Jakarta Timur ke STIKOM CKI Pusat

Dadang Iskandar Mulyana; Tri Wahyudi; Muhammad Joko Umbaran; Rofik Rofik

Implementasi Akses Blok Jaringan Media Sosial Menggunakan Fortinet Studi Kasus di PT Estrada

Rasiban Rasiban; Tri Wahyudi; Elviwani Elviwani; Aditya Bagas Pramudhi

Klasifikasi Sistem Deteksi Titik Sudut Citra Untuk Mengidentifikasi Sebuah Bentuk Menggunakan Metode Viola Jones

Frencis Matheos Sarimole; Sopan Adrianto; Dedi Gunawan; Fiktor Kurnia Tafonao

Review of the Control System of the Tokiwa W500 Packing Machine at PT. Indofood CBP Sukses Makmur, Semarang Noodle Division

Ahmad Faidlon; Heru Saputro; Ariyanto Ariyanto; Boedi Lofian; Muhammad Nurul Latif; Syamsul Ma’arif
Tren Sitasi Jurnal