News Recommendation Systems in the Era of Information Overload
被引:9
|
作者:
Feng, Shuaishuai
论文数: 0引用数: 0
h-index: 0
机构:
Wuhan Univ, Sch Sociol, Wuhan, Peoples R ChinaWuhan Univ, Sch Sociol, Wuhan, Peoples R China
Feng, Shuaishuai
[1
]
Meng, Junyan
论文数: 0引用数: 0
h-index: 0
机构:
Wuhan Univ, Sch Sociol, Wuhan, Peoples R ChinaWuhan Univ, Sch Sociol, Wuhan, Peoples R China
Meng, Junyan
[1
]
Zhang, Jiaxing
论文数: 0引用数: 0
h-index: 0
机构:
Wuhan Univ, Inst Social Dev Studies, Wuhan, Peoples R China
Shenzhen Qianhai Siwei Innovat Technol Ltd Co, Shenzhen, Peoples R ChinaWuhan Univ, Sch Sociol, Wuhan, Peoples R China
Zhang, Jiaxing
[2
,3
]
机构:
[1] Wuhan Univ, Sch Sociol, Wuhan, Peoples R China
[2] Wuhan Univ, Inst Social Dev Studies, Wuhan, Peoples R China
[3] Shenzhen Qianhai Siwei Innovat Technol Ltd Co, Shenzhen, Peoples R China
Information overload;
internet news;
recommendation systems;
User-CF;
Item-CF;
reflection on technology;
D O I:
10.13052/jwe1540-9589.20210
中图分类号:
TP31 [计算机软件];
学科分类号:
081202 ;
0835 ;
摘要:
The internet has reconstructed information boundaries in the modern world, and along with mobile internet has become the most important source of information for the public. Simultaneously, the internet has brought humanity into an era of information overload. In response to this information overload, recommendation systems backed by big data and smart algorithms have become highly popular on information platforms on the internet. There have already been many studies that attempted to improve and upgrade recommendation algorithms from a technical perspective, but the field lacks a comprehensive reflection on news recommendation systems. In our study, we summarize the principles and characteristics of current news recommendation systems and discuss "unexpected consequences" that might arise from these algorithms. In particular, technical bottlenecks include cold starts and data sparsity, and moral bottlenecks are presented in the form of information imbalance and manipulation. These problems may cause new recommendation systems to become a "warped mirror".
机构:
Louisiana State Univ, Manship Sch Mass Commun, 211 Journalism Bldg, Baton Rouge, LA 70803 USALouisiana State Univ, Manship Sch Mass Commun, 211 Journalism Bldg, Baton Rouge, LA 70803 USA