A Road-map for Mining Business Process Models via Artificial Intelligence Techniques

Afifi CHAİMA; Ali KHEBIZI

doi:https://doi.org/10.53508/ijiam.1036234

Makale detayları

A Road-map for Mining Business Process Models via Artificial Intelligence Techniques

Yazarlar:

Afifi CHAİMA | Ali KHEBIZI

Yayıncı:

International Society of Academicians

Ana Başlıklar:

Veri işleme & bilgisayar bilimi

Dergi:

International Journal of Informatics and Applied Mathematics 2022 Vol.5 Issue 1, pp.27-51

Belge Tipi:

Makale

Yayın Tarihi:

6/2022

Belge Dili:

İngilizce

Document ID (Org No.):

2000719237

Sıklık:

İki Yıllık

eISSN:

2667-6990

DOI:

https://doi.org/10.53508/ijiam.1036234

Özet:

 

Nowadays, the size of data recorded and stored in enterprises information systems (IS) is increasing every second. To face to this phenomenon, contemporary technologies play a major role for gathering, analyzing, storing, and distributing data that enables organizations to make smart decisions and to take full control of their activities.  The traditional Business Process (BP) mining techniques were intensively used to discover, monitor, and optimize processes from event-logs without needing any priory model. However, the majority of the suggested algorithms have exhibited their limits (such as discovering nested loops, managing duplicate and hidden tasks as well as dealing with concurrent processes). In parallel, recent advances in the Artificial Intelligence (AI) discipline have generated a great deal of enthusiasm in a large spectrum of research area. In this perspective, AI methods emerge as one of the pillars to overcome the drawbacks of the conventional approaches allowing anomalies detection, prediction and recommendation tasks on ongoing process instances at run-time. The aim of this work is to explore towards the use of AI techniques in the field of business process mining by presenting a state-of-the-art review ranging from traditional PM approaches to AI ones, as well as outlining a prospective road-map for mining business process models basing on AI techniques.

Makale detayları

A Road-map for Mining Business Process Models via Artificial Intelligence Techniques

Yazarlar: Afifi CHAİMA | Ali KHEBIZI

Yayıncı: International Society of Academicians

Ana Başlıklar: Veri işleme & bilgisayar bilimi

Dergi: International Journal of Informatics and Applied Mathematics 2022 Vol.5 Issue 1, pp.27-51

Belge Tipi: Makale

Yayın Tarihi: 6/2022

Belge Dili: İngilizce

Document ID (Org No.): 2000719237

Sıklık: İki Yıllık

eISSN: 2667-6990

DOI: https://doi.org/10.53508/ijiam.1036234

Sayı

Yazarlar:

Afifi CHAİMA | Ali KHEBIZI

Yayıncı:

International Society of Academicians

Ana Başlıklar:

Veri işleme & bilgisayar bilimi

Dergi:

International Journal of Informatics and Applied Mathematics 2022 Vol.5 Issue 1, pp.27-51

Belge Tipi:

Makale

Yayın Tarihi:

6/2022

Belge Dili:

İngilizce

Document ID (Org No.):

2000719237

Sıklık:

İki Yıllık

eISSN:

2667-6990

DOI:

https://doi.org/10.53508/ijiam.1036234