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RecSys Tables of Contents: 070809101112131415

Proceedings of the 2014 ACM Conference on Recommender Systems

Fullname:RecSys'14: Eighth ACM Conference on Recommender Systems
Editors:Alfred Kobsa; Michelle Zhou; Martin Ester; Yehuda Koren
Location:Foster City, Silicon Valley, California
Dates:2014-Oct-06 to 2014-Oct-10
Publisher:ACM
Standard No:ISBN: 978-1-4503-2668-1; ACM DL: Table of Contents; hcibib: RecSys14
Papers:86
Pages:440
Links:Conference Website
  1. Novel applications
  2. Novel setups -- context aware
  3. Novel setups -- privacy & security
  4. Cold start and hybrid recommenders
  5. Metrics and evaluation
  6. Diversity, novelty and serendipity
  7. Recommendation methods and theory
  8. Ranking and Top-N recommendation
  9. Matrix factorization
  10. Short papers
  11. Demonstrations
  12. Workshops
  13. Tutorials
  14. Doctoral consortium

Novel applications

LinkedIn skills: large-scale topic extraction and inference BIBAFull-Text 1-8
  Mathieu Bastian; Matthew Hayes; William Vaughan; Sam Shah; Peter Skomoroch; Hyungjin Kim; Sal Uryasev; Christopher Lloyd
Automating readers' advisory to make book recommendations for K-12 readers BIBAFull-Text 9-16
  Maria Soledad Pera; Yiu-Kai Ng
Exploiting sentiment homophily for link prediction BIBAFull-Text 17-24
  Guangchao Yuan; Pradeep K. Murukannaiah; Zhe Zhang; Munindar P. Singh
A robust model for paper reviewer assignment BIBAFull-Text 25-32
  Xiang Liu; Torsten Suel; Nasir Memon

Novel setups -- context aware

Factored MDPs for detecting topics of user sessions BIBAFull-Text 33-40
  Maryam Tavakol; Ulf Brefeld
Context adaptation in interactive recommender systems BIBAFull-Text 41-48
  Negar Hariri; Bamshad Mobasher; Robin Burke
Question recommendation with constraints for massive open online courses BIBAFull-Text 49-56
  Diyi Yang; David Adamson; Carolyn Penstein Rosé

Novel setups -- privacy & security

Attacking item-based recommender systems with power items BIBAFull-Text 57-64
  Carlos E. Seminario; David C. Wilson
Recommending with an agenda: active learning of private attributes using matrix factorization BIBAFull-Text 65-72
  Smriti Bhagat; Udi Weinsberg; Stratis Ioannidis; Nina Taft

Cold start and hybrid recommenders

Ensemble contextual bandits for personalized recommendation BIBAFull-Text 73-80
  Liang Tang; Yexi Jiang; Lei Li; Tao Li
Cold-start news recommendation with domain-dependent browse graph BIBAFull-Text 81-88
  Michele Trevisiol; Luca Maria Aiello; Rossano Schifanella; Alejandro Jaimes
Item cold-start recommendations: learning local collective embeddings BIBAFull-Text 89-96
  Martin Saveski; Amin Mantrach
Improving the discriminative power of inferred content information using segmented virtual profile BIBAFull-Text 97-104
  Haishan Liu; Anuj Goyal; Trevor Walker; Anmol Bhasin
Ratings meet reviews, a combined approach to recommend BIBAFull-Text 105-112
  Guang Ling; Michael R. Lyu; Irwin King

Metrics and evaluation

Beyond clicks: dwell time for personalization BIBAFull-Text 113-120
  Xing Yi; Liangjie Hong; Erheng Zhong; Nanthan Nan Liu; Suju Rajan
Evaluating recommender behavior for new users BIBAFull-Text 121-128
  Daniel Kluver; Joseph A. Konstan
Comparative recommender system evaluation: benchmarking recommendation frameworks BIBAFull-Text 129-136
  Alan Said; Alejandro Bellogín
A methodology for learning, analyzing, and mitigating social influence bias in recommender systems BIBAFull-Text 137-144
  Sanjay Krishnan; Jay Patel; Michael J. Franklin; Ken Goldberg

Diversity, novelty and serendipity

Improving sales diversity by recommending users to items BIBAFull-Text 145-152
  Saúl Vargas; Pablo Castells
On over-specialization and concentration bias of recommendations: probabilistic neighborhood selection in collaborative filtering systems BIBAFull-Text 153-160
  Panagiotis Adamopoulos; Alexander Tuzhilin
User perception of differences in recommender algorithms BIBAFull-Text 161-168
  Michael D. Ekstrand; F. Maxwell Harper; Martijn C. Willemsen; Joseph A. Konstan
Offline and online evaluation of news recommender systems at swissinfo.ch BIBAFull-Text 169-176
  Florent Garcin; Boi Faltings; Olivier Donatsch; Ayar Alazzawi; Christophe Bruttin; Amr Huber

Recommendation methods and theory

Unifying nearest neighbors collaborative filtering BIBAFull-Text 177-184
  Koen Verstrepen; Bart Goethals
Recommending user generated item lists BIBAFull-Text 185-192
  Yidan Liu; Min Xie; Laks V. S. Lakshmanan
Question recommendation for collaborative question answering systems with RankSLDA BIBAFull-Text 193-200
  Jose San Pedro; Alexandros Karatzoglou
Bayesian binomial mixture model for collaborative prediction with non-random missing data BIBAFull-Text 201-208
  Yong-Deok Kim; Seungjin Choi

Ranking and Top-N recommendation

Coverage, redundancy and size-awareness in genre diversity for recommender systems BIBAFull-Text 209-216
  Saúl Vargas; Linas Baltrunas; Alexandros Karatzoglou; Pablo Castells
Towards a dynamic top-N recommendation framework BIBAFull-Text 217-224
  Xin Liu; Karl Aberer
Explore-exploit in top-N recommender systems via Gaussian processes BIBAFull-Text 225-232
  Hastagiri P. Vanchinathan; Isidor Nikolic; Fabio De Bona; Andreas Krause
A parameter-free algorithm for an optimized tag recommendation list size BIBAFull-Text 233-240
  Modou Gueye; Talel Abdessalem; Hubert Naacke

Matrix factorization

GASGD: stochastic gradient descent for distributed asynchronous matrix completion via graph partitioning BIBAFull-Text 241-248
  Fabio Petroni; Leonardo Querzoni
A framework for matrix factorization based on general distributions BIBAFull-Text 249-256
  Josef Bauer; Alexandros Nanopoulos
Speeding up the Xbox recommender system using a euclidean transformation for inner-product spaces BIBAFull-Text 257-264
  Yoram Bachrach; Yehuda Finkelstein; Ran Gilad-Bachrach; Liran Katzir; Noam Koenigstein; Nir Nice; Ulrich Paquet
Gradient boosting factorization machines BIBAFull-Text 265-272
  Chen Cheng; Fen Xia; Tong Zhang; Irwin King; Michael R. Lyu
Exploiting temporal influence in online recommendation BIBAFull-Text 273-280
  Róbert Pálovics; András A. Benczúr; Levente Kocsis; Tamás Kiss; Erzsébet Frigó

Short papers

'Free lunch' enhancement for collaborative filtering with factorization machines BIBAFull-Text 281-284
  Babak Loni; Alan Said; Martha Larson; Alan Hanjalic
An analysis of users' propensity toward diversity in recommendations BIBAFull-Text 285-288
  Tommaso Di Noia; Vito Claudio Ostuni; Jessica Rosati; Paolo Tomeo; Eugenio Di Sciascio
Clinical online recommendation with subgroup rank feedback BIBAFull-Text 289-292
  Yanan Sui; Joel Burdick
Convex AUC optimization for top-N recommendation with implicit feedback BIBAFull-Text 293-296
  Fabio Aiolli
Cross-domain recommendations without overlapping data: myth or reality? BIBAFull-Text 297-300
  Paolo Cremonesi; Massimo Quadrana
CSLIM: contextual SLIM recommendation algorithms BIBAFull-Text 301-304
  Yong Zheng; Bamshad Mobasher; Robin Burke
Dynamics of human trust in recommender systems BIBAFull-Text 305-308
  Jason L. Harman; John O'Donovan; Tarek Abdelzaher; Cleotilde Gonzalez
Eliciting the users' unknown preferences BIBAFull-Text 309-312
  Julia Neidhardt; Rainer Schuster; Leonhard Seyfang; Hannes Werthner
Emphasize, don't filter!: displaying recommendations in Twitter timelines BIBAFull-Text 313-316
  Wesley Waldner; Julita Vassileva
Implicit vs. explicit trust in social matrix factorization BIBAFull-Text 317-320
  Soude Fazeli; Babak Loni; Alejandro Bellogin; Hendrik Drachsler; Peter Sloep
Modeling the dynamics of user preferences in coupled tensor factorization BIBAFull-Text 321-324
  Dimitrios Rafailidis; Alexandros Nanopoulos
Multi-criteria journey aware housing recommender system BIBAFull-Text 325-328
  Elizabeth M. Daly; Adi Botea; Akihiro Kishimoto; Radu Marinescu
PERSPeCT: collaborative filtering for tailored health communications BIBAFull-Text 329-332
  Roy J. Adams; Rajani S. Sadasivam; Kavitha Balakrishnan; Rebecca L. Kinney; Thomas K. Houston; Benjamin M. Marlin
Preference elicitation for narrowing the recommended list for groups BIBAFull-Text 333-336
  Lihi Naamani-Dery; Meir Kalech; Lior Rokach; Bracha Shapira
Recommendation-based modeling support for data mining processes BIBAFull-Text 337-340
  Dietmar Jannach; Simon Fischer
Scalable audience targeted models for brand advertising on social networks BIBAFull-Text 341-344
  Kunpeng Zhang; Aris M. Ouksel; Shaokun Fan; Hengchang Liu
Social collaborative filtering for cold-start recommendations BIBAFull-Text 345-348
  Suvash Sedhain; Scott Sanner; Darius Braziunas; Lexing Xie; Jordan Christensen
Switching hybrid for cold-starting context-aware recommender systems BIBAFull-Text 349-352
  Matthias Braunhofer; Victor Codina; Francesco Ricci
Using graded implicit feedback for Bayesian personalized ranking BIBAFull-Text 353-356
  Lukas Lerche; Dietmar Jannach
Inferring user interests in the Twitter social network BIBAFull-Text 357-360
  Parantapa Bhattacharya; Muhammad Bilal Zafar; Niloy Ganguly; Saptarshi Ghosh; Krishna P. Gummadi

Demonstrations

Aspect-based opinion mining and recommendation system for restaurant reviews BIBAFull-Text 361-362
  Vaishak Suresh; Syeda Roohi; Magdalini Eirinaki
Configuring and monitoring recommender system as a service BIBAFull-Text 363-364
  David Ben-Shimon; Alexander Alexander Tsikinovsky; Michael Friedmann; Johannes Hörle
Content ordering based on commuting patterns BIBAFull-Text 365-366
  Travis Gingerich; Omar Alonso
Cosibon: an E-commerce like platform enabling bricks-and-mortar stores to use sophisticated product recommender systems BIBAFull-Text 367-368
  Thorben Keller; Matthias Raffelsieper
Focal: a personalized mobile news reader BIBAFull-Text 369-370
  Florent Garcin; Frederik Galle; Boi Faltings
Rival: a toolkit to foster reproducibility in recommender system evaluation BIBAFull-Text 371-372
  Alan Said; Alejandro Bellogín
System U: automatically deriving personality traits from social media for people recommendation BIBAFull-Text 373-374
  Hernan Badenes; Mateo N. Bengualid; Jilin Chen; Liang Gou; Eben Haber; Jalal Mahmud; Jeffrey W. Nichols; Aditya Pal; Jerald Schoudt; Barton A. Smith; Ying Xuan; Huahai Yang; Michelle X. Zhou
Tell me where to go and what to do next, but do not bother me BIBAFull-Text 375-376
  Hongwei Liu; Gang Wu; Guoren Wang
WrapRec: an easy extension of recommender system libraries BIBAFull-Text 377-378
  Babak Loni; Alan Said

Workshops

Workshop on new trends in content-based recommender systems: (CBRecSys 2014) BIBAFull-Text 379-380
  Toine Bogers; Marijn Koolen; Iván Cantador
Overview of ACM RecSys CrowdRec 2014 workshop: crowdsourcing and human computation for recommender systems BIBAFull-Text 381-382
  Martha Larson; Paolo Cremonesi; Alexandros Karatzoglou
RecSys'14 joint workshop on interfaces and human decision making for recommender systems BIBAFull-Text 383-384
  Nava Tintarev; John O'Donovan; Peter Brusilovsky; Alexander Felfernig; Giovanni Semeraro; Pasquale Lops
Second workshop on large-scale recommender systems: research and best practice (LSRS 2014) BIBAFull-Text 385-386
  Tao Ye; Danny Bickson; Qiang Yan
Recommender systems challenge 2014 BIBAFull-Text 387-388
  Alan Said; Simon Dooms; Babak Loni; Domonkos Tikk
Controlled experimentation in recommendations, ranking & response prediction BIBAFull-Text 389
  Ya Xu; Rajesh Parekh; Juliette Aurisset
First workshop on recommendation systems for television and online video: (RecSysTV 2014) BIBAFull-Text 391-392
  Danny Bickson; John Hannon; Jan Neumann; Hassan Sayyadi
REDD 2014 -- international workshop on recommender systems evaluation: dimensions and design BIBAFull-Text 393-394
  Panagiotis Adamopoulos; Alejandro Bellogín; Pablo Castells; Paolo Cremonesi; Harald Steck
The sixth ACM RecSys workshop on recommender systems and the social web BIBAFull-Text 395
  Dietmar Jannach; Jill Freyne; Werner Geyer; Ido Guy; Andreas Hotho; Bamshad Mobasher

Tutorials

The recommender problem revisited BIBAFull-Text 397-398
  Xavier Amatriain
Personalized location recommendation on location-based social networks BIBAFull-Text 399-400
  Huiji Gao; Jiliang Tang; Huan Liu
Tutorial on cross-domain recommender systems BIBAFull-Text 401-402
  Iván Cantador; Paolo Cremonesi
Social recommender system tutorial BIBAFull-Text 403-404
  Ido Guy; Werner Geyer

Doctoral consortium

Hybridisation techniques for cold-starting context-aware recommender systems BIBAFull-Text 405-408
  Matthias Braunhofer
Moving beyond linearity and independence in top-N recommender systems BIBAFull-Text 409-412
  Evangelia Christakopoulou
Enhancing personalization and learner engagement through context-aware recommendation in TEL BIBAFull-Text 413-415
  Betty Mayeku
Improving recommender systems: user roles and lifecycles BIBAFull-Text 417-420
  Tien T. Nguyen
Modeling the effect of people's preferences and social forces on adopting and sharing items BIBAFull-Text 421-424
  Amit Sharma
Choicla: towards domain-independent decision support for groups of users BIBAFull-Text 425-428
  Martin Stettinger
Weighted hybrid recommendation for heterogeneous networks BIBAFull-Text 429-432
  Fatemeh Vahedian
Browser-oriented universal cross-site recommendation and explanation based on user browsing logs BIBAFull-Text 433-436
  Yongfeng Zhang
Deviation-based and similarity-based contextual SLIM recommendation algorithms BIBAFull-Text 437-440
  Yong Zheng