根据网上的某些说法,sequencial recommendation 还可以被叫做 next-item / basket recommendation。这个领域的开山文章应该是 Rendle 的 FPMC(Rendle2010),文章开头就给出了一个相对准确的定义:In this paper, we deal with the problem setting where sequential basket data is given per user。 由此可以看出来,sequen...
Context-aware music recommendation based on latenttopic sequential patterns Hariri, N., Mobasher, B., Burke, R.: Context-aware music recommendation based on latent topic sequential patterns. In: Proceedings of the Sixth ACM ... N Hariri,B Mobasher,R Burke - Acm Conference on Recommender Systems...
Sequential recommendationContext information, such as product category, plays a vital role in sequential recommendations. Recently, there has been a growing interest in context-aware sequential recommender systems . However, in previous studies, contexts have often been treated as auxiliary information ...
Context-Aware Recommendations via Sequential Predictions Recommender systems have been widely applied to produce recommendations tailored by user preferences. Context-aware recommender systems additionally take context information (such as time, location, weather, companion, etc) into consider... Z Yong,AA...
Context-aware citation recommendation aims to automatically predict suitable citations for a given citation context, which is essentially helpful for researchers when writing scientific papers. In existing neural network-based approaches, overcorrelation in the weight matrix influences semantic similarity, whi...
This paper proposes a prototype of a context-aware recommendation system which provides users with contents appropriate to their contexts. There have been many studies of recommendation systems which provide users with contents suited to their preferences. However, it is not easy to adapt these recom...
Citation recommendation aims to help authors in selecting the most relevant papers to cite from a potentially overwhelming number of references. In this pa... Rokach,Mitra,Kataria 被引量: 22发表: 2013年 Context-Aware Scenarios for Pervasive Long-Life Learning In the p-LearNet project, we are ...
Context-aware citation recommendation aims to automatically predict suitable citations for a given citation context, which is essentially helpful for researchers when writing scientific papers. In existing neural network-based approaches, overcorrelation
We present two context-aware variants of iTALS incorporating seasonality and item purchase sequentiality into the model to distinguish user behavior at different time intervals, and product types with different repetitiveness. Experiments run on six data sets shows that iTALS clearly outperforms context...
Giles, "A Supervised Learning Method for Context-Aware Citation Recommendation in a Large Corpus," in Proceedings of the Large-Scale and Disributed Systems for Information Retrieval Workshop (LSDS-IR), 2013, pp. 17-22.Rokach, L., Mitra, P., Kataria, S., Huang, W., & Giles, L. ...