[图书][B] Recommender systems
CC Aggarwal - 2016 - Springer
“Nature shows us only the tail of the lion. But I do not doubt that the lion belongs to it even
though he cannot at once reveal himself because of his enormous size.”–Albert Einstein The …
though he cannot at once reveal himself because of his enormous size.”–Albert Einstein The …
[图书][B] Recommender systems: an introduction
In this age of information overload, people use a variety of strategies to make choices about
what to buy, how to spend their leisure time, and even whom to date. Recommender …
what to buy, how to spend their leisure time, and even whom to date. Recommender …
Evaluating recommendation systems
G Shani, A Gunawardana - Recommender systems handbook, 2011 - Springer
Recommender systems are now popular both commercially and in the research community,
where many approaches have been suggested for providing recommendations. In many …
where many approaches have been suggested for providing recommendations. In many …
Evaluating recommender systems
Recommender systems are now popular both commercially and in the research community,
where many approaches have been suggested for providing recommendations. In many …
where many approaches have been suggested for providing recommendations. In many …
Data mining emotion in social network communication: Gender differences in MySpace
M Thelwall, D Wilkinson, S Uppal - Journal of the American …, 2010 - Wiley Online Library
Despite the rapid growth in social network sites and in data mining for emotion (sentiment
analysis), little research has tied the two together, and none has had social science goals …
analysis), little research has tied the two together, and none has had social science goals …
Statistical biases in information retrieval metrics for recommender systems
There is an increasing consensus in the Recommender Systems community that the
dominant error-based evaluation metrics are insufficient, and mostly inadequate, to properly …
dominant error-based evaluation metrics are insufficient, and mostly inadequate, to properly …
New insights towards developing recommender systems
Promoting recommender systems in real-world applications requires deep investigations
with emphasis on their next generation. This survey offers a comprehensive and systematic …
with emphasis on their next generation. This survey offers a comprehensive and systematic …
[PDF][PDF] Using linked data to build open, collaborative recommender systems
B Heitmann, C Hayes - 2010 AAAI Spring Symposium Series, 2010 - cdn.aaai.org
While recommender systems can greatly enhance the user experience, the entry barriers in
terms of data acquisition are very high, making it hard for new service providers to compete …
terms of data acquisition are very high, making it hard for new service providers to compete …
Generating virtual ratings from chinese reviews to augment online recommendations
Collaborative filtering (CF) recommenders based on User-Item rating matrix as explicitly
obtained from end users have recently appeared promising in recommender systems …
obtained from end users have recently appeared promising in recommender systems …
Evaluating recommender systems
CC Aggarwal, CC Aggarwal - Recommender systems: The textbook, 2016 - Springer
The evaluation of collaborative filtering shares a number of similarities with that of
classification. This similarity is due to the fact that collaborative filtering can be viewed as a …
classification. This similarity is due to the fact that collaborative filtering can be viewed as a …