A systematic review and taxonomy of explanations in decision support and recommender systems

I Nunes, D Jannach - User Modeling and User-Adapted Interaction, 2017 - Springer
With the recent advances in the field of artificial intelligence, an increasing number of
decision-making tasks are delegated to software systems. A key requirement for the success …

Diversity in big data: A review

M Drosou, HV Jagadish, E Pitoura, J Stoyanovich - Big data, 2017 - liebertpub.com
Big data technology offers unprecedented opportunities to society as a whole and also to its
individual members. At the same time, this technology poses significant risks to those it …

Novelty and diversity in recommender systems

P Castells, N Hurley, S Vargas - Recommender systems handbook, 2021 - Springer
Novelty and diversity have been identified, along with accuracy, as prominent properties of
useful recommendations. Considerable progress has been made in the field in terms of the …

Fast greedy map inference for determinantal point process to improve recommendation diversity

L Chen, G Zhang, E Zhou - Advances in Neural Information …, 2018 - proceedings.neurips.cc
The determinantal point process (DPP) is an elegant probabilistic model of repulsion with
applications in various machine learning tasks including summarization and search …

Bias in algorithmic filtering and personalization

E Bozdag - Ethics and information technology, 2013 - Springer
Online information intermediaries such as Facebook and Google are slowly replacing
traditional media channels thereby partly becoming the gatekeepers of our society. To deal …

Practical diversified recommendations on youtube with determinantal point processes

M Wilhelm, A Ramanathan, A Bonomo, S Jain… - Proceedings of the 27th …, 2018 - dl.acm.org
Many recommendation systems produce result sets with large numbers of highly similar
items. Diversifying these results is often accomplished with heuristics, which are …

Automatically recommending peer reviewers in modern code review

MB Zanjani, H Kagdi, C Bird - IEEE Transactions on Software …, 2015 - ieeexplore.ieee.org
Code review is an important part of the software development process. Recently, many open
source projects have begun practicing code review through “modern” tools such as GitHub …

Contextual combinatorial bandit and its application on diversified online recommendation

L Qin, S Chen, X Zhu - Proceedings of the 2014 SIAM International …, 2014 - SIAM
Recommender systems are faced with new challenges that are beyond traditional
techniques. For example, most traditional techniques are based on similarity or overlap …

Search result diversification

RLT Santos, C Macdonald, I Ounis - Foundations and Trends® …, 2015 - nowpublishers.com
Ranking in information retrieval has been traditionally approached as a pursuit of relevant
information, under the assumption that the users' information needs are unambiguously …

Search result diversification

M Drosou, E Pitoura - ACM SIGMOD Record, 2010 - dl.acm.org
Result diversification has recently attracted much attention as a means of increasing user
satisfaction in recommender systems and web search. Many different approaches have …