Assessment of Machine Learning algorithms for automated monitoring

被引:5
作者
Rotuna, Carmen-Ionela [1 ,2 ]
Dumitrache, Mihail [1 ,3 ]
Sandu, Ionut-Eugen [1 ,4 ]
机构
[1] Inst Natl Cercetare Dezvoltare Informat ICI Bucur, Bucharest, Romania
[2] Univ Politehn Bucuresti, Bucharest, Romania
[3] Univ Bucureti, Fac Litere, Bucharest, Romania
[4] Univ Lucian Blaga Sibiu, Sibiu, Romania
来源
ROMANIAN JOURNAL OF INFORMATION TECHNOLOGY AND AUTOMATIC CONTROL-REVISTA ROMANA DE INFORMATICA SI AUTOMATICA | 2022年 / 32卷 / 03期
关键词
AI; Machine Learning; supervised learning; reinforcement learning; automation;
D O I
10.33436/v32i3y202206
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Artificial Intelligence and Machine Learning have made exponential progress in the last decade with a significant technological impact both on individual users and organizations in multiple domains of activity. The capabilities of AI applications, which were built using dedicated algorithms, have increased continuously, which enabled them to perform sophisticated processing tasks. Language, computer vision, autonomous driving, robotics, and automated application monitoring, which have been core problems in AI ever since 1950, have reached a new technological peak nowadays. This study aims to overview and classify Machine Learning algorithms based on certain predefined criteria. This classification can be used for the development of complex ML automation applications where the repetitive tasks performed by users would be taken over by the AI applications.
引用
收藏
页码:73 / 84
页数:12
相关论文
共 16 条
[1]  
[Anonymous], 2020, ARTIF INTELL
[2]  
Banciu D., 2019, ECAI 2019 INT C, V11
[3]  
Boncea R., 2019, ROMANIAN CYBER SECUR, V1
[4]  
Brownlee J., 2019, TOUR MACHINE LEARNIN
[5]   Blockchain - era eGovernment services [J].
Dumitrache, Mihail ;
Sandu, Ionut-Eugen ;
Rotun, Carmen-Ionela ;
Cohal, Antonio .
ROMANIAN JOURNAL OF INFORMATION TECHNOLOGY AND AUTOMATIC CONTROL-REVISTA ROMANA DE INFORMATICA SI AUTOMATICA, 2022, 32 (01) :7-18
[6]   Watson: Beyond Jeopardy! [J].
Ferrucci, David ;
Levas, Anthony ;
Bagchi, Sugato ;
Gondek, David ;
Mueller, Erik T. .
ARTIFICIAL INTELLIGENCE, 2013, 199 :93-105
[7]  
Fuentes P, 2021, GOVT AI READINESS IN
[8]  
Jain A., 2016, The 5 V's of big data
[9]   Siri, Siri, in my hand: Who's the fairest in the land? On the interpretations, illustrations, and implications of artificial intelligence [J].
Kaplan, Andreas ;
Haenlein, Michael .
BUSINESS HORIZONS, 2019, 62 (01) :15-25
[10]  
Moroney L., 2020, AI and Machine Learning for Coders, V1