Implementing and Automating Elicitation Technique Selection using Machine Learning

被引：1

作者：

Ibrahim, Hatim M. Elhassan ^{[1
]}

Ahmad, Nazir ^{[1
]}

Rehman, Mohammed Burhanur ^{[1
]}

Ahmad, Iqrar ^{[1
]}

Khan, Rizwan ^{[2
]}

机构：

[1] King Khalid Univ, Dept Informat Syst, Community Coll, Muhayel, Saudi Arabia

[2] Al Barkaat Coll Grad Studies, Aligarh, Uttar Pradesh, India

来源：

PROCEEDINGS OF 2019 INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND KNOWLEDGE ECONOMY (ICCIKE' 2019) | 2019年

关键词：

Requirements elicitation; Elicitation Technique; Technique selection; Machine learning;

D O I：

10.1109/iccike47802.2019.9004398

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Technique selection is one of the frequent issues in the requirement elicitation process; this issue has a major impact on the final requirement report output. The inappropriate selection of the techniques could lead to improper requirements and thus increase the risk of failure for the intended project. This paper addresses the technique selection issue encountered during the requirements elicitation stage, through a proposed a machine learning model to transfer the experts' knowledge of elicitation technique selection of the less experienced. Based on the system analysts, stakeholders and technique properties as such systems and automate the technique selection process to provide the best optimization technique nomination, for the elicitation case complexity characteristics.

引用

页码：565 / 570

页数：6

共 50 条

[21] Base Station Model Selection Using Machine Learning Technique for Wireless Sensor Network
Pooja Gulganwa
Saurabh Jain
Wireless Personal Communications, 2023, 132 : 1225 - 1239
[22] Turbine recommender: The selection of wind turbine type using one of a machine learning technique
Alrige, Mayda
Bitar, Hind
Aljaeed, Joud
Alasmari, Somaiah
INTERNATIONAL JOURNAL OF ADVANCED AND APPLIED SCIENCES, 2022, 9 (02): : 119 - 127
[23] Optimal Feature Selection of Technical Indicator and Stock Prediction Using Machine Learning Technique
Naik, Nagaraj
Mohan, Biju R.
EMERGING TECHNOLOGIES IN COMPUTER ENGINEERING: MICROSERVICES IN BIG DATA ANALYTICS, 2019, 985 : 261 - 268
[24] Base Station Model Selection Using Machine Learning Technique for Wireless Sensor Network
Gulganwa, Pooja
Jain, Saurabh
WIRELESS PERSONAL COMMUNICATIONS, 2023, 132 (02) : 1225 - 1239
[25] Optimal Strategy for Supplier Selection in a Global Supply Chain Using Machine Learning Technique
Gaida, Itoua Wanck Eyika
Mittal, Mandeep
Yadav, Ajay Singh
INTERNATIONAL JOURNAL OF DECISION SUPPORT SYSTEM TECHNOLOGY, 2022, 14 (01)
[26] BFEDroid: A Feature Selection Technique to Detect Malware in Android Apps Using Machine Learning
Chimeleze, Collins
Jamil, Norziana
Ismail, Roslan
Lam, Kwok-Yan
Teh, Je Sen
Samual, Joshua
Okeke, Chidiebere Akachukwu
SECURITY AND COMMUNICATION NETWORKS, 2022, 2022
[27] Crop Selection Method to Maximize Crop Yield Rate using Machine Learning Technique
Kumar, Rakesh
Singh, M. P.
Kumar, Prabhat
Singh, J. P.
2015 INTERNATIONAL CONFERENCE ON SMART TECHNOLOGIES AND MANAGEMENT FOR COMPUTING, COMMUNICATION, CONTROLS, ENERGY AND MATERIALS (ICSTM), 2015, : 138 - 145
[28] Using Machine Learning to Convey Emotions During Requirements Elicitation Interviews
Jean-Charles, Norah
Haas, Gregor
Drennan, Alex
PROCEEDINGS OF THE 2019 ANNUAL ACM SOUTHEAST CONFERENCE (ACMSE 2019), 2019, : 266 - 267
[29] Automating the Construction of Internet Portals with Machine Learning
Andrew Kachites McCallum
Kamal Nigam
Jason Rennie
Kristie Seymore
Information Retrieval, 2000, 3 : 127 - 163
[30] Automating the construction of jet observables with machine learning
Datta, Kaustuv
Larkoski, Andrew
Nachman, Benjamin
PHYSICAL REVIEW D, 2019, 100 (09)

← 1 2 3 4 5 →