Diversity in machine learning

Z Gong, P Zhong, W Hu - Ieee Access, 2019 - ieeexplore.ieee.org
Machine learning methods have achieved good performance and been widely applied in
various real-world applications. They can learn the model adaptively and be better fit for …

A survey of query result diversification

K Zheng, H Wang, Z Qi, J Li, H Gao - Knowledge and Information Systems, 2017 - Springer
Nowadays, in information systems such as web search engines and databases, diversity is
becoming increasingly essential and getting more and more attention for improving users' …

[PDF][PDF] Optimizing sentence modeling and selection for document summarization

W Yin, Y Pei - Twenty-fourth international joint conference on artificial …, 2015 - ijcai.org
Extractive document summarization aims to conclude given documents by extracting some
salient sentences. Often, it faces two challenges: 1) how to model the information …

A coverage-based approach to recommendation diversity on similarity graph

SA Puthiya Parambath, N Usunier… - Proceedings of the 10th …, 2016 - dl.acm.org
We consider the problem of generating diverse, personalized recommendations such that a
small set of recommended items covers a broad range of the user's interests. We represent …

Influence maximization over large-scale social networks: A bounded linear approach

Q Liu, B Xiang, E Chen, H Xiong, F Tang… - Proceedings of the 23rd …, 2014 - dl.acm.org
Information diffusion in social networks is emerging as a promising solution to successful
viral marketing, which relies on the effective and efficient identification of a set of nodes with …

A survey on recommendation methods beyond accuracy

J Han, H Yamana - IEICE TRANSACTIONS on Information and …, 2017 - search.ieice.org
In recommending to another individual an item that one loves, accuracy is important,
however in most cases, focusing only on accuracy generates less satisfactory …

An influence propagation view of pagerank

Q Liu, B Xiang, NJ Yuan, E Chen, H Xiong… - ACM Transactions on …, 2017 - dl.acm.org
For a long time, PageRank has been widely used for authority computation and has been
adopted as a solid baseline for evaluating social influence related applications. However …

Social network analysis in enterprise

CY Lin, L Wu, Z Wen, H Tong… - Proceedings of the …, 2012 - ieeexplore.ieee.org
Social network analysis (SNA) has been a research focus in multiple disciplines for
decades, including sociology, healthcare, business management, etc. Traditional SNA …

Diversifying citation recommendations

O Küçüktunç, E Saule, K Kaya… - ACM Transactions on …, 2014 - dl.acm.org
Literature search is one of the most important steps of academic research. With more than
100,000 papers published each year just in computer science, performing a complete …

Discern: a diversified citation recommendation system for scientific queries

T Chakraborty, N Modani… - 2015 IEEE 31st …, 2015 - ieeexplore.ieee.org
Performing literature survey for scholarly activities has become a challenging and time
consuming task due to the rapid growth in the number of scientific articles. Thus, automatic …