| 2012 | Scalable similarity-based neighborhood methods with MapReduce. | Sebastian Schelter, Christoph Boden, Volker Markl |
| 2012 | Collaborative learning of preference rankings. | Tim Salimans, Ulrich Paquet, Thore Graepel |
| 2012 | Recommender Systems Evaluation: A 3D Benchmark. | Alan Said, Domonkos Tikk, Klara Stumpf, Yue Shi, Martha A. Larson, Paolo Cremonesi |
| 2012 | The challenge of recommender systems challenges. | Alan Said, Domonkos Tikk, Andreas Hotho |
| 2012 | Ads and the city: considering geographic distance goes a long way. | Diego Sez-Trumper, Daniele Quercia, Jon Crowcroft |
| 2012 | Multiple objective optimization in recommender systems. | Mario Rodrguez, Christian Posse, Ethan Zhang |
| 2012 | Context determines content: an approach to resource recommendation in folksonomies. | Thomas Rodenhausen, Mojisola Anjorin, Renato Domnguez Garca, Christoph Rensing |
| 2012 | Pareto-efficient hybridization for multi-objective recommender systems. | Marco Tlio Ribeiro, Ansio Lacerda, Adriano Veloso, Nivio Ziviani |
| 2012 | Review quality aware collaborative filtering. | Sindhu Raghavan, Suriya Gunasekar, Joydeep Ghosh |
| 2012 | Probabilistic news recommender systems with feedback. | Shankar Prawesh, Balaji Padmanabhan |
| 2012 | Ranking with non-random missing ratings: influence of popularity and positivity on evaluation metrics. | Bruno Pradel, Nicolas Usunier, Patrick Gallinari |
| 2012 | Yokie: explorations in curated real-time search & discovery using twitter. | Owen Phelan, Kevin McCarthy, Barry Smyth |
| 2012 | Design and evaluation of a group recommender system. | Toon De Pessemier, Simon Dooms, Luc Martens |
| 2012 | Evaluating the Importance of Various Implicit Factors in E-commerce. | Ladislav Peska, Peter Vojts |
| 2012 | Beyond lists: studying the effect of different recommendation visualizations. | Denis Parra |
| 2012 | User Evaluation of Fusion-based Recommender Systems for Serendipity-oriented Recommendation. | Kenta Oku, Fumio Hattori |
| 2012 | Social media-driven news personalization. | Shawn O'Banion, Larry Birnbaum, Kristian J. Hammond |
| 2012 | Personality-based recommender systems: an overview. | Maria Augusta Silveira Netto Nunes, Rong Hu |
| 2012 | Exploiting the web of data in model-based recommender systems. | Tommaso Di Noia, Roberto Mirizzi, Vito Claudio Ostuni, Davide Romito |
| 2012 | Sparse linear methods with side information for top-n recommendations. | Xia Ning, George Karypis |
| 2012 | Using group recommendation heuristics for the prioritization of requirements. | Gerald Ninaus |
| 2012 | Insights on Social Recommender Systems. | Wolney Leal De Mello Neto, Ann Now |
| 2012 | Optimal radio channel recommendations with explicit and implicit feedback. | Omar Moling, Linas Baltrunas, Francesco Ricci |
| 2012 | 4th ACM RecSys workshop on recommender systems and the social web. | Bamshad Mobasher, Dietmar Jannach, Werner Geyer, Andreas Hotho |
| 2012 | Trust-based local and social recommendation. | Simon Meyffret, Lionel Mdini, Frdrique Laforest |