[PDF][PDF] Recommender systems.

P Melville, V Sindhwani - Encyclopedia of machine learning, 2010 - vikas.sindhwani.org
The goal of a Recommender System is to generate meaningful recommendations to a
collection of users for items or products that might interest them. Suggestions for books on …

Collaborative filtering recommender systems

MD Ekstrand, JT Riedl, JA Konstan - Foundations and Trends® …, 2011 - nowpublishers.com
Recommender systems are an important part of the information and e-commerce ecosystem.
They represent a powerful method for enabling users to filter through large information and …

Recommender systems: from algorithms to user experience

JA Konstan, J Riedl - User modeling and user-adapted interaction, 2012 - Springer
Since their introduction in the early 1990's, automated recommender systems have
revolutionized the marketing and delivery of commerce and content by providing …

Streamrec: a real-time recommender system

B Chandramouli, JJ Levandoski, A Eldawy… - Proceedings of the …, 2011 - dl.acm.org
Research and development of recommender systems has been a vibrant field for over a
decade, having produced proven methods for “preference-aware” computing …

Introduction to recommender systems: Algorithms and evaluation

JA Konstan - ACM Transactions on Information Systems (TOIS), 2004 - dl.acm.org
Recommender systems use the opinions of members of a community to help individuals in
that community identify the information or products most likely to be interesting to them or …

Toward the next generation of recommender systems: A survey of the state-of-the-art and possible extensions

G Adomavicius, A Tuzhilin - IEEE transactions on knowledge …, 2005 - ieeexplore.ieee.org
This paper presents an overview of the field of recommender systems and describes the
current generation of recommendation methods that are usually classified into the following …

[图书][B] Recommender systems: an introduction

D Jannach, M Zanker, A Felfernig, G Friedrich - 2010 - books.google.com
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 …

Recommender systems: An overview

R Burke, A Felfernig, MH Göker - Ai Magazine, 2011 - ojs.aaai.org
Recommender systems are tools for interacting with large and complex information spaces.
They provide a personalized view of such spaces, prioritizing items likely to be of interest to …

Rating-based collaborative filtering: algorithms and evaluation

D Kluver, MD Ekstrand, JA Konstan - Social information access: Systems …, 2018 - Springer
Recommender systems help users find information by recommending content that a user
might not know about, but will hopefully like. Rating-based collaborative filtering …

Post processing recommender systems for diversity

A Antikacioglu, R Ravi - Proceedings of the 23rd ACM SIGKDD …, 2017 - dl.acm.org
Collaborative filtering is a broad and powerful framework for building recommendation
systems that has seen widespread adoption. Over the past decade, the propensity of such …