GroupLens: an open architecture for collaborative filtering of netnews
CSCW '94 Proceedings of the 1994 ACM conference on Computer supported cooperative work
Randomized algorithms
Size-estimation framework with applications to transitive closure and reachability
Journal of Computer and System Sciences
Approximate nearest neighbors: towards removing the curse of dimensionality
STOC '98 Proceedings of the thirtieth annual ACM symposium on Theory of computing
A small approximately min-wise independent family of hash functions
Proceedings of the tenth annual ACM-SIAM symposium on Discrete algorithms
An introduction to support Vector Machines: and other kernel-based learning methods
An introduction to support Vector Machines: and other kernel-based learning methods
Item-based collaborative filtering recommendation algorithms
Proceedings of the 10th international conference on World Wide Web
Similarity estimation techniques from rounding algorithms
STOC '02 Proceedings of the thiry-fourth annual ACM symposium on Theory of computing
Similarity Search in High Dimensions via Hashing
VLDB '99 Proceedings of the 25th International Conference on Very Large Data Bases
On the Resemblance and Containment of Documents
SEQUENCES '97 Proceedings of the Compression and Complexity of Sequences 1997
Finding Interesting Associations without Support Pruning
ICDE '00 Proceedings of the 16th International Conference on Data Engineering
The Journal of Machine Learning Research
Latent semantic models for collaborative filtering
ACM Transactions on Information Systems (TOIS)
Locality-sensitive hashing scheme based on p-stable distributions
SCG '04 Proceedings of the twentieth annual symposium on Computational geometry
The multiple multiplicative factor model for collaborative filtering
ICML '04 Proceedings of the twenty-first international conference on Machine learning
IEEE Transactions on Knowledge and Data Engineering
MapReduce: simplified data processing on large clusters
OSDI'04 Proceedings of the 6th conference on Symposium on Opearting Systems Design & Implementation - Volume 6
Bigtable: a distributed storage system for structured data
OSDI '06 Proceedings of the 7th USENIX Symposium on Operating Systems Design and Implementation - Volume 7
An MDP-based recommender system
UAI'02 Proceedings of the Eighteenth conference on Uncertainty in artificial intelligence
Empirical analysis of predictive algorithms for collaborative filtering
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
Comparing and evaluating information retrieval algorithms for news recommendation
Proceedings of the 2007 ACM conference on Recommender systems
Collaborative filtering on skewed datasets
Proceedings of the 17th international conference on World Wide Web
Personalized active learning for collaborative filtering
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Efficient top-k querying over social-tagging networks
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Efficient computation of personal aggregate queries on blogs
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Large-Scale Parallel Collaborative Filtering for the Netflix Prize
AAIM '08 Proceedings of the 4th international conference on Algorithmic Aspects in Information and Management
NLDB '08 Proceedings of the 13th international conference on Natural Language and Information Systems: Applications of Natural Language to Information Systems
News@hand: A Semantic Web Approach to Recommending News
AH '08 Proceedings of the 5th international conference on Adaptive Hypermedia and Adaptive Web-Based Systems
Complex adaptive filtering user profile using graphical models
Information Processing and Management: an International Journal
Incremental probabilistic latent semantic analysis for automatic question recommendation
Proceedings of the 2008 ACM conference on Recommender systems
Flexible recommendations over rich data
Proceedings of the 2008 ACM conference on Recommender systems
Personalization algorithms for portable personality
Proceedings of the 12th international conference on Entertainment and media in the ubiquitous era
Personalized ranking for digital libraries based on log analysis
Proceedings of the 10th ACM workshop on Web information and data management
A Collaborative Approach to User Modeling for Personalized Content Recommendations
ICADL 08 Proceedings of the 11th International Conference on Asian Digital Libraries: Universal and Ubiquitous Access to Information
Predicting News Story Importance Using Language Features
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
Integration of news content into web results
Proceedings of the Second ACM International Conference on Web Search and Data Mining
A low-order markov model integrating long-distance histories for collaborative recommender systems
Proceedings of the 14th international conference on Intelligent user interfaces
Matchbox: large scale online bayesian recommendations
Proceedings of the 18th international conference on World wide web
How much can behavioral targeting help online advertising?
Proceedings of the 18th international conference on World wide web
Proceedings of the 18th international conference on World wide web
Personalized recommendation on dynamic content using predictive bilinear models
Proceedings of the 18th international conference on World wide web
Scalable Web Mining with Newistic
PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
Towards design principles for effective context- and perspective-based web mining
Proceedings of the 4th International Conference on Design Science Research in Information Systems and Technology
Optimizing web traffic via the media scheduling problem
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Turning down the noise in the blogosphere
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Mind the gaps: weighting the unknown in large-scale one-class collaborative filtering
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Social influence analysis in large-scale networks
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
FlexRecs: expressing and combining flexible recommendations
Proceedings of the 2009 ACM SIGMOD International Conference on Management of data
Substitutes or complements: another step forward in recommendations
Proceedings of the 10th ACM conference on Electronic commerce
Personal News RSS Feeds Generation Using Existing News Feeds
ICWE '9 Proceedings of the 9th International Conference on Web Engineering
Probabilistic latent semantic user segmentation for behavioral targeted advertising
Proceedings of the Third International Workshop on Data Mining and Audience Intelligence for Advertising
Efficient Clustering of Web-Derived Data Sets
MLDM '09 Proceedings of the 6th International Conference on Machine Learning and Data Mining in Pattern Recognition
Review: Personalizing recommendations for tourists
Telematics and Informatics
A Proposed Movie Recommendation Method Using Emotional Word Selection
OCSC '09 Proceedings of the 3d International Conference on Online Communities and Social Computing: Held as Part of HCI International 2009
Multi-scale personalization for voice search applications
NAACL-Short '09 Proceedings of Human Language Technologies: The 2009 Annual Conference of the North American Chapter of the Association for Computational Linguistics, Companion Volume: Short Papers
Fast, easy, and cheap: construction of statistical machine translation models with MapReduce
StatMT '08 Proceedings of the Third Workshop on Statistical Machine Translation
Time-Dependent Models in Collaborative Filtering Based Recommender System
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
Exploiting user similarity based on rated-item pools for improved user-based collaborative filtering
Proceedings of the third ACM conference on Recommender systems
Factor in the neighbors: Scalable and accurate collaborative filtering
ACM Transactions on Knowledge Discovery from Data (TKDD)
Topic tracking model for analyzing consumer purchase behavior
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Fast min-hashing indexing and robust spatio-temporal matching for detecting video copies
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Incremental Learning of Triadic PLSA for Collaborative Filtering
AMT '09 Proceedings of the 5th International Conference on Active Media Technology
Topic-based web page recommendation using tags
ISI'09 Proceedings of the 2009 IEEE international conference on Intelligence and security informatics
Recommendation method that considers the context of product purchases
WSEAS Transactions on Information Science and Applications
Personalized news recommendation based on click behavior
Proceedings of the 15th international conference on Intelligent user interfaces
Personalizing queries based on networks of composite preferences
ACM Transactions on Database Systems (TODS)
Information Sciences: an International Journal
Short and tweet: experiments on recommending content from information streams
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Distributed Algorithms for Topic Models
The Journal of Machine Learning Research
A contextual-bandit approach to personalized news article recommendation
Proceedings of the 19th international conference on World wide web
Distributed nonnegative matrix factorization for web-scale dyadic data analysis on mapreduce
Proceedings of the 19th international conference on World wide web
Estimation of user interest in visited web page
Proceedings of the 19th international conference on World wide web
Parallelizing Random Walk with Restart for large-scale query recommendation
Proceedings of the 2010 Workshop on Massive Data Analytics on the Cloud
Modeling and learning user profiles for personalized content service
ICADL'07 Proceedings of the 10th international conference on Asian digital libraries: looking back 10 years and forging new frontiers
A personalized URL re-ranking methodology using user's browsing behavior
KES-AMSTA'08 Proceedings of the 2nd KES International conference on Agent and multi-agent systems: technologies and applications
User attitudes towards news content personalization
International Journal of Human-Computer Studies
A hybrid unsupervised image re-ranking approach with latent topic contents
Proceedings of the ACM International Conference on Image and Video Retrieval
Surfing the blogosphere: optimal personalized strategies for searching the web
INFOCOM'10 Proceedings of the 29th conference on Information communications
Fast online learning through offline initialization for time-sensitive recommendation
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Taking advantage of contextualized interactions while users watch TV
Multimedia Tools and Applications
Solving k-Nearest Neighbor Problem on Multiple Graphics Processors
CCGRID '10 Proceedings of the 2010 10th IEEE/ACM International Conference on Cluster, Cloud and Grid Computing
Recommendation in Internet forums and blogs
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
Three challenges in data mining
Frontiers of Computer Science in China
Building a dynamic classifier for large text data collections
ADC '10 Proceedings of the Twenty-First Australasian Conference on Database Technologies - Volume 104
Collaborative filtering via euclidean embedding
Proceedings of the fourth ACM conference on Recommender systems
Online evolutionary collaborative filtering
Proceedings of the fourth ACM conference on Recommender systems
Nantonac collaborative filtering: a model-based approach
Proceedings of the fourth ACM conference on Recommender systems
An approach to situational market segmentation on on-line newspapers based on current tasks
Proceedings of the fourth ACM conference on Recommender systems
Incremental collaborative filtering via evolutionary co-clustering
Proceedings of the fourth ACM conference on Recommender systems
User comments for news recommendation in forum-based social media
Information Sciences: an International Journal
A study of heterogeneity in recommendations for a social music service
Proceedings of the 1st International Workshop on Information Heterogeneity and Fusion in Recommender Systems
A model of computation for MapReduce
SODA '10 Proceedings of the twenty-first annual ACM-SIAM symposium on Discrete Algorithms
Enhancing group recommendation by incorporating social relationship interactions
Proceedings of the 16th ACM international conference on Supporting group work
Learning the importance of latent topics to discover highly influential news items
KI'10 Proceedings of the 33rd annual German conference on Advances in artificial intelligence
From netflix to heart attacks: collaborative filtering in medical datasets
Proceedings of the 1st ACM International Health Informatics Symposium
XML structural similarity search using mapreduce
WAIM'10 Proceedings of the 11th international conference on Web-age information management
Topic modeling for personalized recommendation of volatile items
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part II
Real-time news recommender system
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part III
Information Systems Frontiers
Large scale rich media information search
PCM'10 Proceedings of the Advances in multimedia information processing, and 11th Pacific Rim conference on Multimedia: Part II
Recommending friends and locations based on individual location history
ACM Transactions on the Web (TWEB)
P4P: practical large-scale privacy-preserving distributed computation robust against malicious users
USENIX Security'10 Proceedings of the 19th USENIX conference on Security
Fast incremental and personalized PageRank
Proceedings of the VLDB Endowment
Buzzer: online real-time topical news article and source recommender
AICS'09 Proceedings of the 20th Irish conference on Artificial intelligence and cognitive science
Exponential time improvement for min-wise based algorithms
Information and Computation
Userrank for item-based collaborative filtering recommendation
Information Processing Letters
TopRecs: Top-k algorithms for item-based collaborative filtering
Proceedings of the 14th International Conference on Extending Database Technology
Improving Recommender Systems by Incorporating Social Contextual Information
ACM Transactions on Information Systems (TOIS)
Ranking in context-aware recommender systems
Proceedings of the 20th international conference companion on World wide web
Smart news feeds for social networks using scalable joint latent factor models
Proceedings of the 20th international conference companion on World wide web
Learning to model relatedness for news recommendation
Proceedings of the 20th international conference on World wide web
Proposing a charting recommender system for second-language nurses
Expert Systems with Applications: An International Journal
Flexible recommendation using random walks on implicit feedback graph
Proceedings of the 5th International Conference on Ubiquitous Information Management and Communication
Collaborative error-reflected models for cold-start recommender systems
Decision Support Systems
ATLAS: a probabilistic algorithm for high dimensional similarity search
Proceedings of the 2011 ACM SIGMOD International Conference on Management of data
Web user profiling on proxy logs and its evaluation in personalization
APWeb'11 Proceedings of the 13th Asia-Pacific web conference on Web technologies and applications
Terms of a feather: content-based news recommendation and discovery using twitter
ECIR'11 Proceedings of the 33rd European conference on Advances in information retrieval
A social network-aware top-N recommender system using GPU
Proceedings of the 11th annual international ACM/IEEE joint conference on Digital libraries
SCENE: a scalable two-stage personalized news recommendation system
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Topic analysis of web user behavior using LDA model on proxy logs
PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part I
Large-scale matrix factorization with distributed stochastic gradient descent
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Click shaping to optimize multiple objectives
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Approximate kernel k-means: solution to large scale kernel clustering
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
I want to answer; who has a question?: Yahoo! answers recommender system
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Temporal multi-hierarchy smoothing for estimating rates of rare events
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Public vs. publicized: content use trends and privacy expectations
HotSec'11 Proceedings of the 6th USENIX conference on Hot topics in security
An approach to early recognition of web user tasks by the surfing behavior
SAMT'10 Proceedings of the 5th international conference on Semantic and digital media technologies
Celebrity watch: browsing news content by exploiting social intelligence
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part III
Random walk based entity ranking on graph for multidimensional recommendation
Proceedings of the fifth ACM conference on Recommender systems
LOGO: a long-short user interest integration in personalized news recommendation
Proceedings of the fifth ACM conference on Recommender systems
Recommendations in social media for brand monitoring
Proceedings of the fifth ACM conference on Recommender systems
Pistis: A Privacy-Preserving Content Recommender System for Online Social Communities
WI-IAT '11 Proceedings of the 2011 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
DC proposal: model for news filtering with named entities
ISWC'11 Proceedings of the 10th international conference on The semantic web - Volume Part II
YANA: an efficient privacy-preserving recommender system for online social communities
Proceedings of the 20th ACM international conference on Information and knowledge management
A survey of emerging approaches to spam filtering
ACM Computing Surveys (CSUR)
Semantic search in the World News domain using automatically extracted metadata files
Knowledge-Based Systems
Top-N news recommendations in digital newspapers
Knowledge-Based Systems
From chatter to headlines: harnessing the real-time web for personalized news recommendation
Proceedings of the fifth ACM international conference on Web search and data mining
Fast top-k retrieval for model based recommendation
Proceedings of the fifth ACM international conference on Web search and data mining
Interest-based real-time content recommendation in online social communities
Knowledge-Based Systems
Exponential time improvement for min-wise based algorithms
Proceedings of the twenty-second annual ACM-SIAM symposium on Discrete Algorithms
Densest subgraph in streaming and MapReduce
Proceedings of the VLDB Endowment
Dynamically generating context-relevant sub-webs
DESRIST'10 Proceedings of the 5th international conference on Global Perspectives on Design Science Research
Proceedings of the ACM 2012 conference on Computer Supported Cooperative Work
Personalized recommendation of user comments via factor models
EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Iterative optimization for the data center
ASPLOS XVII Proceedings of the seventeenth international conference on Architectural Support for Programming Languages and Operating Systems
Proceedings of the VLDB Endowment
A habit mining approach for discovering similar mobile users
Proceedings of the 21st international conference on World Wide Web
Care to comment?: recommendations for commenting on news stories
Proceedings of the 21st international conference on World Wide Web
RecDB: towards DBMS support for online recommender systems
PhD '12 Proceedings of the on SIGMOD/PODS 2012 PhD Symposium
Exploring temporal evidence in web information retrieval
FDIA'07 Proceedings of the 1st BCS IRSG conference on Future Directions in Information Access
Traffic shaping to optimize ad delivery
Proceedings of the 13th ACM Conference on Electronic Commerce
Proceedings of the 15th International Conference on Extending Database Technology
Feature based informative model for discriminating favorite items from unrated ones
APWeb'12 Proceedings of the 14th Asia-Pacific international conference on Web Technologies and Applications
Collaborative user modeling for enhanced content filtering in recommender systems
Decision Support Systems
Personalized news recommendation: a review and an experimental investigation
Journal of Computer Science and Technology - Special issue on Community Analysis and Information Recommendation
Learning binary codes for collaborative filtering
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Web image prediction using multivariate point processes
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Cross-domain collaboration recommendation
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Personalized click shaping through lagrangian duality for online recommendation
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Collaborative personalized tweet recommendation
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Social media-driven news personalization
Proceedings of the 4th ACM RecSys workshop on Recommender systems and the social web
Spotting trends: the wisdom of the few
Proceedings of the sixth ACM conference on Recommender systems
Real-time top-n recommendation in social streams
Proceedings of the sixth ACM conference on Recommender systems
Scalable similarity-based neighborhood methods with MapReduce
Proceedings of the sixth ACM conference on Recommender systems
MapReduce algorithms for big data analysis
Proceedings of the VLDB Endowment
PathRank: Ranking nodes on a heterogeneous graph for flexible hybrid recommender systems
Expert Systems with Applications: An International Journal
A survey of collaborative filtering-based systems for online recommendation
Proceedings of the 12th International Conference on Electronic Commerce: Roadmap for the Future of Electronic Business
Efficient retrieval of recommendations in a matrix factorization framework
Proceedings of the 21st ACM international conference on Information and knowledge management
Multi-faceted ranking of news articles using post-read actions
Proceedings of the 21st ACM international conference on Information and knowledge management
A comparative study of heterogeneous item recommendations in social systems
Information Sciences: an International Journal
The early-adopter graph and its application to web-page recommendation
Proceedings of the 21st ACM international conference on Information and knowledge management
Efficient distributed locality sensitive hashing
Proceedings of the 21st ACM international conference on Information and knowledge management
A live comparison of methods for personalized article recommendation at forbes.com
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part II
Personalized recommendation system on massive content processing using improved MFNN
WISM'12 Proceedings of the 2012 international conference on Web Information Systems and Mining
An effective recommendation method for cold start new users using trust and distrust networks
Information Sciences: an International Journal
PENETRATE: Personalized news recommendation using ensemble hierarchical clustering
Expert Systems with Applications: An International Journal
Topic model for analyzing purchase data with price information
Data Mining and Knowledge Discovery
Patent partner recommendation in enterprise social networks
Proceedings of the sixth ACM international conference on Web search and data mining
Time-sensitive web image ranking and retrieval via dynamic multi-task regression
Proceedings of the sixth ACM international conference on Web search and data mining
News recommendation via hypergraph learning: encapsulation of user behavior and news content
Proceedings of the sixth ACM international conference on Web search and data mining
Geo topic model: joint modeling of user's activity area and interests for location recommendation
Proceedings of the sixth ACM international conference on Web search and data mining
Proceedings of the sixth ACM international conference on Web search and data mining
An Enhanced Semantic Layer for Hybrid Recommender Systems: Application to News Recommendation
International Journal on Semantic Web & Information Systems
Sparkler: supporting large-scale matrix factorization
Proceedings of the 16th International Conference on Extending Database Technology
Personalized News Recommendation Based on Collaborative Filtering
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
The design of artifacts for augmenting intellect
Proceedings of the 4th Augmented Human International Conference
Expert Systems with Applications: An International Journal
Content recommendation on web portals
Communications of the ACM
Proceedings of the 2013 ACM SIGMOD International Conference on Management of Data
A hidden Markov model for collaborative filtering
MIS Quarterly
Scaling matrix factorization for recommendation with randomness
Proceedings of the 22nd international conference on World Wide Web companion
Proceedings of the 22nd international conference on World Wide Web companion
A proximity-based fallback model for hybrid web recommender systems
Proceedings of the 22nd international conference on World Wide Web companion
Weighted slope one predictors revisited
Proceedings of the 22nd international conference on World Wide Web companion
NIFTY: a system for large scale information flow tracking and clustering
Proceedings of the 22nd international conference on World Wide Web
A personalised search approach for web service recommendation
International Journal of Ad Hoc and Ubiquitous Computing
Prediction of atomic web services reliability based on k-means clustering
Proceedings of the 2013 9th Joint Meeting on Foundations of Software Engineering
Predicting user activity level in social networks
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Interactive collaborative filtering
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
"All roads lead to Rome": optimistic recovery for distributed iterative data processing
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Smart Content Selection for Public Displays in Ambient Intelligence Environments
International Journal of Ambient Computing and Intelligence
Personalized news recommendation with context trees
Proceedings of the 7th ACM conference on Recommender systems
To personalize or not: a risk management perspective
Proceedings of the 7th ACM conference on Recommender systems
Pairwise learning in recommendation: experiments with community recommendation on linkedin
Proceedings of the 7th ACM conference on Recommender systems
Online multi-task collaborative filtering for on-the-fly recommender systems
Proceedings of the 7th ACM conference on Recommender systems
Diffusion-aware personalized social update recommendation
Proceedings of the 7th ACM conference on Recommender systems
Distributed matrix factorization with mapreduce using a series of broadcast-joins
Proceedings of the 7th ACM conference on Recommender systems
Workshop and challenge on news recommender systems
Proceedings of the 7th ACM conference on Recommender systems
Structured exploration of who, what, when, and where in heterogeneous multimedia news sources
Proceedings of the 21st ACM international conference on Multimedia
iNewsBox: modeling and exploiting implicit feedback for building personalized news radio
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
PEN recsys: a personalized news recommender systems framework
Proceedings of the 2013 International News Recommender Systems Workshop and Challenge
Proceedings of the 2013 International News Recommender Systems Workshop and Challenge
On the use of decentralization to enable privacy in web-scale recommendation services
Proceedings of the 12th ACM workshop on Workshop on privacy in the electronic society
GeoRank: an efficient location-aware news feed ranking system
Proceedings of the 21st ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
Sketching for big data recommender systems using fast pseudo-random fingerprints
ICALP'13 Proceedings of the 40th international conference on Automata, Languages, and Programming - Volume Part II
MapReduce performance evaluation for knowledge-based recommendation of context-tagged photos
Proceedings of the 19th Brazilian symposium on Multimedia and the web
Personalized news recommendation via implicit social experts
Information Sciences: an International Journal
RecDB in action: recommendation made easy in relational databases
Proceedings of the VLDB Endowment
SADINA: Adaptive System for Academic News Dissemination
Proceedings of International Conference on Information Integration and Web-based Applications & Services
Streaming similarity search over one billion tweets using parallel locality-sensitive hashing
Proceedings of the VLDB Endowment
Facing the cold start problem in recommender systems
Expert Systems with Applications: An International Journal
Modeling and broadening temporal user interest in personalized news recommendation
Expert Systems with Applications: An International Journal
Efficient estimation for high similarities using odd sketches
Proceedings of the 23rd international conference on World wide web
Hybrid recommendation approaches for multi-criteria collaborative filtering
Expert Systems with Applications: An International Journal
Optimal Lower Bounds for Locality-Sensitive Hashing (Except When q is Tiny)
ACM Transactions on Computation Theory (TOCT)
| Hi-index | 0.03 |
Several approaches to collaborative filtering have been studied but seldom have studies been reported for large (several millionusers and items) and dynamic (the underlying item set is continually changing) settings. In this paper we describe our approach to collaborative filtering for generating personalized recommendations for users of Google News. We generate recommendations using three approaches: collaborative filtering using MinHash clustering, Probabilistic Latent Semantic Indexing (PLSI), and covisitation counts. We combine recommendations from different algorithms using a linear model. Our approach is content agnostic and consequently domain independent, making it easily adaptable for other applications and languages with minimal effort. This paper will describe our algorithms and system setup in detail, and report results of running the recommendations engine on Google News.