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%%% Dissertação Mestrado:
@incollection{ricci2015recommender,
  title={Recommender systems: introduction and challenges},
  author={Ricci, Francesco and Rokach, Lior and Shapira, Bracha},
  booktitle={Recommender Systems Handbook},
  pages={1--34},
  year={2015},
  publisher={Springer}
}

@book{schwartz2009paradox,
  title={The Paradox of Choice: Why More Is Less, Revised Edition},
  author={Schwartz, B.},
  isbn={9780061748998},
  url={https://books.google.com.br/books?id=g422yyua-P8C},
  year={2009},
  publisher={HarperCollins}
}

@article{de2014hybrid,
  title={A hybrid recommendation method that combines forgotten items and non-content attributes},
  author={Mour{\~a}o, Fernando Henrique de Jesus},
  year={2014},
  publisher={UFMG}
}

@article{rocchio1971relevance,
  title={Relevance feedback in information retrieval},
  author={Rocchio, Joseph John},
  year={1971},
  publisher={Prentice-Hall, Englewood Cliffs NJ}
}

@article{adomavicius2005toward,
  title={Toward the next generation of recommender systems: A survey of the state-of-the-art and possible extensions},
  author={Adomavicius, Gediminas and Tuzhilin, Alexander},
  journal={IEEE transactions on knowledge and data engineering},
  volume={17},
  number={6},
  pages={734--749},
  year={2005},
  publisher={IEEE}
}

@article{bobadilla2013recommender,
  title={Recommender systems survey},
  author={Bobadilla, Jes{\'u}s and Ortega, Fernando and Hernando, Antonio and Guti{\'e}rrez, Abraham},
  journal={Knowledge-Based Systems},
  volume={46},
  pages={109--132},
  year={2013},
  publisher={Elsevier}
}

@book{martin2014,
  title={Recommendation Systems in Software Engineering},
  author={Martin, Robillard and Walid, Maalej and Robert, Walker and Thomas, Zimmermann},
  year={2014},
  publisher={Springer}
}

@inproceedings{konstan1998recommender,
  title={Recommender systems: A grouplens perspective},
  author={Konstan, Joseph A and Riedl, John and Borchers, A and Herlocker, Jonathan L},
  booktitle={Recommender Systems: Papers from the 1998 Workshop (AAAI Technical Report WS-98-08)},
  pages={60--64},
  year={1998}
}

@incollection{schafer2007collaborative,
  title={Collaborative filtering recommender systems},
  author={Schafer, J Ben and Frankowski, Dan and Herlocker, Jon and Sen, Shilad},
  booktitle={The adaptive web},
  pages={291--324},
  year={2007},
  publisher={Springer}
}

@book{jannach2010recommender,
  title={Recommender systems: an introduction},
  author={Jannach, Dietmar and Zanker, Markus and Felfernig, Alexander and Friedrich, Gerhard},
  year={2010},
  publisher={Cambridge University Press}
}

@article{candillier2009state,
  title={State-of-the-art recommender systems},
  author={Candillier, Laurent and Jack, Kris and Fessant, Fran{\c{c}}oise and Meyer, Frank},
  journal={Collaborative and Social Information Retrieval and AccessTechniques for Improved User Modeling},
  year={2009}
}

@book{ricci2011introduction,
  title={Introduction to recommender systems handbook},
  author={Ricci, Francesco and Rokach, Lior and Shapira, Bracha},
  year={2011},
  publisher={Springer}
}

@article{hochbaum1998analysis,
  title={Analysis of the greedy approach in problems of maximum k-coverage},
  author={Hochbaum, Dorit S and Pathria, Anu},
  journal={Naval Research Logistics},
  volume={45},
  number={6},
  pages={615--627},
  year={1998}
}

@article{review2013,
  title={Recommender System: Review},
  author={Akshita and Smita},
  journal={International Journal of Computer Applications},
  year={2013}
}

@article{hofmann2004latent,
  title={Latent semantic models for collaborative filtering},
  author={Hofmann, Thomas},
  journal={ACM Transactions on Information Systems (TOIS)},
  volume={22},
  number={1},
  pages={89--115},
  year={2004},
  publisher={ACM}
}

@inproceedings{mahmood2007learning,
  title={Learning and adaptivity in interactive recommender systems},
  author={Mahmood, Tariq and Ricci, Francesco},
  booktitle={Proceedings of the ninth international conference on Electronic commerce},
  pages={75--84},
  year={2007},
  organization={ACM}
}

@article{he2016interactive,
  title={Interactive recommender systems: A survey of the state of the art and future research challenges and opportunities},
  author={He, Chen and Parra, Denis and Verbert, Katrien},
  journal={Expert Systems with Applications},
  volume={56},
  pages={9--27},
  year={2016},
  publisher={Elsevier}
}

@incollection{lops2011content,
  title={Content-based recommender systems: State of the art and trends},
  author={Lops, Pasquale and De Gemmis, Marco and Semeraro, Giovanni},
  booktitle={Recommender systems handbook},
  pages={73--105},
  year={2011},
  publisher={Springer}
}

@inproceedings{breese1998empirical,
  title={Empirical analysis of predictive algorithms for collaborative filtering},
  author={Breese, John S and Heckerman, David and Kadie, Carl},
  booktitle={Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence},
  pages={43--52},
  year={1998},
  organization={Morgan Kaufmann Publishers Inc.}
}

@inproceedings{billsus1998learning,
  title={Learning Collaborative Information Filters.},
  author={Billsus, Daniel and Pazzani, Michael J},
  booktitle={Icml},
  volume={98},
  pages={46--54},
  year={1998}
}

@inproceedings{basu1998recommendation,
  title={Recommendation as classification: Using social and content-based information in recommendation},
  author={Basu, Chumki and Hirsh, Haym and Cohen, William and others},
  booktitle={Aaai/iaai},
  pages={714--720},
  year={1998}
}

@inproceedings{horvitz1998lumiere,
  title={The Lumiere project: Bayesian user modeling for inferring the goals and needs of software users},
  author={Horvitz, Eric and Breese, Jack and Heckerman, David and Hovel, David and Rommelse, Koos},
  booktitle={Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence},
  pages={256--265},
  year={1998},
  organization={Morgan Kaufmann Publishers Inc.}
}

@Article{bell2007lessons,
  Title                    = {Lessons from the Netflix prize challenge},
  Author                   = {Bell, Robert M and Koren, Yehuda},
  Journal                  = {ACM SIGKDD Explorations Newsletter},
  Year                     = {2007},
  Number                   = {2},
  Pages                    = {75--79},
  Volume                   = {9},

  Publisher                = {ACM}
}

@techreport{sarwar2000application,
  title={Application of dimensionality reduction in recommender system-a case study},
  author={Sarwar, Badrul and Karypis, George and Konstan, Joseph and Riedl, John},
  year={2000},
  institution={DTIC Document}
}

@inproceedings{kouki2015hyper,
  title={HyPER: A Flexible and Extensible Probabilistic Framework for Hybrid Recommender Systems},
  author={Kouki, Pigi and Fakhraei, Shobeir and Foulds, James and Eirinaki, Magdalini and Getoor, Lise},
  booktitle={Proceedings of the 9th ACM Conference on Recommender Systems},
  pages={99--106},
  year={2015},
  organization={ACM}
}

@article{kawai2016hybrid,
  title={A Hybrid Recommender System of Collaborative and Content Based Filtering},
  author={Kawai, Mimu and Nogami, Shinya},
  journal={International Information Institute (Tokyo). Information},
  volume={19},
  number={6B},
  pages={2177},
  year={2016},
  publisher={International Information Institute}
}

@article{hussein2014hybreed,
  title={Hybreed: A software framework for developing context-aware hybrid recommender systems},
  author={Hussein, Tim and Linder, Timm and Gaulke, Werner and Ziegler, J{\"u}rgen},
  journal={User Modeling and User-Adapted Interaction},
  volume={24},
  number={1-2},
  pages={121--174},
  year={2014},
  publisher={Springer}
}

@inproceedings{zhang2012auralist,
  title={Auralist: introducing serendipity into music recommendation},
  author={Zhang, Yuan Cao and S{\'e}aghdha, Diarmuid {\'O} and Quercia, Daniele and Jambor, Tamas},
  booktitle={Proceedings of the fifth ACM international conference on Web search and data mining},
  pages={13--22},
  year={2012},
  organization={ACM}
}

@inproceedings{khrouf2013hybrid,
  title={Hybrid event recommendation using linked data and user diversity},
  author={Khrouf, Houda and Troncy, Rapha{\"e}l},
  booktitle={Proceedings of the 7th ACM conference on Recommender systems},
  pages={185--192},
  year={2013},
  organization={ACM}
}


@article{herlocker2004evaluating,
  title={Evaluating collaborative filtering recommender systems},
  author={Herlocker, Jonathan L and Konstan, Joseph A and Terveen, Loren G and Riedl, John T},
  journal={ACM Transactions on Information Systems (TOIS)},
  volume={22},
  number={1},
  pages={5--53},
  year={2004},
  publisher={ACM}
}

@inproceedings{mcginty2003role,
  title={On the role of diversity in conversational recommender systems},
  author={McGinty, Lorraine and Smyth, Barry},
  booktitle={International Conference on Case-Based Reasoning},
  pages={276--290},
  year={2003},
  organization={Springer}
}

@book{sarwar2001sparsity,
  title={Sparsity, scalability, and distribution in recommender systems},
  author={Sarwar, Badrul Munir},
  year={2001},
  publisher={University of Minnesota}
}

@InProceedings{vargas2011rank,
  Title                    = {Rank and relevance in novelty and diversity metrics for recommender systems},
  Author                   = {Vargas, Sa{\'u}l and Castells, Pablo},
  Booktitle                = {Proceedings of the fifth ACM conference on Recommender systems},
  Year                     = {2011},
  Organization             = {ACM},
  Pages                    = {109--116}
}

@inproceedings{mcsherry2002diversity,
  title={Diversity-conscious retrieval},
  author={McSherry, David},
  booktitle={European Conference on Case-Based Reasoning},
  pages={219--233},
  year={2002},
  organization={Springer}
}

@article{zhou2010solving,
  title={Solving the apparent diversity-accuracy dilemma of recommender systems},
  author={Zhou, Tao and Kuscsik, Zolt{\'a}n and Liu, Jian-Guo and Medo, Mat{\'u}{\v{s}} and Wakeling, Joseph Rushton and Zhang, Yi-Cheng},
  journal={Proceedings of the National Academy of Sciences},
  volume={107},
  number={10},
  pages={4511--4515},
  year={2010},
  publisher={National Acad Sciences}
}

@inproceedings{kawamae2010serendipitous,
  title={Serendipitous recommendations via innovators},
  author={Kawamae, Noriaki},
  booktitle={Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval},
  pages={218--225},
  year={2010},
  organization={ACM}
}

@inproceedings{smyth2001similarity,
  title={Similarity vs. diversity},
  author={Smyth, Barry and McClave, Paul},
  booktitle={International Conference on Case-Based Reasoning},
  pages={347--361},
  year={2001},
  organization={Springer}
}

@inproceedings{ribeiro2012pareto,
  title={Pareto-efficient hybridization for multi-objective recommender systems},
  author={Ribeiro, Marco Tulio and Lacerda, Anisio and Veloso, Adriano and Ziviani, Nivio},
  booktitle={Proceedings of the sixth ACM conference on Recommender systems},
  pages={19--26},
  year={2012},
  organization={ACM}
}

@inproceedings{rashid2002getting,
  title={Getting to know you: learning new user preferences in recommender systems},
  author={Rashid, Al Mamunur and Albert, Istvan and Cosley, Dan and Lam, Shyong K and McNee, Sean M and Konstan, Joseph A and Riedl, John},
  booktitle={Proceedings of the 7th international conference on Intelligent user interfaces},
  pages={127--134},
  year={2002},
  organization={ACM}
}

@inproceedings{barjasteh2015cold,
  title={Cold-start item and user recommendation with decoupled completion and transduction},
  author={Barjasteh, Iman and Forsati, Rana and Masrour, Farzan and Esfahanian, Abdol-Hossein and Radha, Hayder},
  booktitle={Proceedings of the 9th ACM Conference on Recommender Systems},
  pages={91--98},
  year={2015},
  organization={ACM}
}

@inproceedings{zhou2011functional,
  title={Functional matrix factorizations for cold-start recommendation},
  author={Zhou, Ke and Yang, Shuang-Hong and Zha, Hongyuan},
  booktitle={Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval},
  pages={315--324},
  year={2011},
  organization={ACM}
}

@inproceedings{schein2002methods,
  title={Methods and metrics for cold-start recommendations},
  author={Schein, Andrew I and Popescul, Alexandrin and Ungar, Lyle H and Pennock, David M},
  booktitle={Proceedings of the 25th annual international ACM SIGIR conference on Research and development in information retrieval},
  pages={253--260},
  year={2002},
  organization={ACM}
}

%%% Antigos:

@article{michael1979computers,
  title={Computers and intractability: a guide to the theory of NP-completeness},
  author={Michael, R Garey and David, S Johnson},
  journal={WH Free. Co., San Fr},
  year={1979}
}

@article{akshita2013,
  title={Recommender Systems: Review},
  author={Akshita and Smita},
  journal={International Journal of Computer Applications},
  year={2013}
}

@inproceedings{aharon2015excuseme,
  title={ExcUseMe: Asking Users to Help in Item Cold-Start Recommendations},
  author={Aharon, Michal and Anava, Oren and Avigdor-Elgrabli, Noa and Drachsler-Cohen, Dana and Golan, Shahar and Somekh, Oren},
  booktitle={Proceedings of the 9th ACM Conference on Recommender Systems},
  pages={83--90},
  year={2015},
  organization={ACM}
}

@article{son2016dealing,
  title={Dealing with the new user cold-start problem in recommender systems: A comparative review},
  author={Son, Le Hoang},
  journal={Information Systems},
  volume={58},
  pages={87--104},
  year={2016},
  publisher={PERGAMON-ELSEVIER SCIENCE LTD THE BOULEVARD, LANGFORD LANE, KIDLINGTON, OXFORD OX5 1GB, ENGLAND}
}

@article{safoury2013exploiting,
  title={Exploiting user demographic attributes for solving cold-start problem in recommender system},
  author={Safoury, Laila and Salah, Akram},
  journal={Lecture Notes on Software Engineering},
  volume={1},
  number={3},
  pages={303},
  year={2013},
  publisher={IACSIT Press}
}

@inproceedings{loh2009identifying,
  title={Identifying Similar Users by their Scientific Publications to Reduce Cold Start in Recommender Systems.},
  author={Loh, Stanley and Lorenzi, Fabiana and Granada, Roger and Lichtnow, Daniel and Wives, Leandro Krug and de Oliveira, Jos{\'e} Palazzo Moreira},
  booktitle={WEBIST},
  volume={9},
  pages={593--600},
  year={2009}
}

@inproceedings{alon2003online,
  title={The online set cover problem},
  author={Alon, Noga and Awerbuch, Baruch and Azar, Yossi},
  booktitle={Proceedings of the thirty-fifth annual ACM symposium on Theory of computing},
  pages={100--105},
  year={2003},
  organization={ACM}
}

@article{iskold2007art,
  title={The art, science and business of recommendation engines},
  author={Iskold, Alex},
  journal={Retrieved April},
  volume={5},
  pages={2012},
  year={2007}
}

@article{chvatal1979greedy,
  title={A greedy heuristic for the set-covering problem},
  author={Chvatal, Vasek},
  journal={Mathematics of operations research},
  volume={4},
  number={3},
  pages={233--235},
  year={1979},
  publisher={INFORMS}
}

@article{hochbaum1982approximation,
  title={Approximation algorithms for the set covering and vertex cover problems},
  author={Hochbaum, Dorit S},
  journal={SIAM Journal on computing},
  volume={11},
  number={3},
  pages={555--556},
  year={1982},
  publisher={SIAM}
}

@article{feige1995threshold,
  title={A threshold of ln n for approximating set cover},
  author={Feige, Uriel},
  journal={Journal of the ACM},
  year={1995},
  publisher={Citeseer}
}

@inproceedings{herlocker1999algorithmic,
  title={An algorithmic framework for performing collaborative filtering},
  author={Herlocker, Jonathan L and Konstan, Joseph A and Borchers, Al and Riedl, John},
  booktitle={Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval},
  pages={230--237},
  year={1999},
  organization={ACM}
}

@inproceedings{schafer1999recommender,
  title={Recommender systems in e-commerce},
  author={Schafer, J Ben and Konstan, Joseph and Riedl, John},
  booktitle={Proceedings of the 1st ACM conference on Electronic commerce},
  pages={158--166},
  year={1999},
  organization={ACM}
}

@inproceedings{hammar2013using,
  title={Using maximum coverage to optimize recommendation systems in e-commerce},
  author={Hammar, Mikael and Karlsson, Robin and Nilsson, Bengt J},
  booktitle={Proceedings of the 7th ACM conference on Recommender systems},
  pages={265--272},
  year={2013},
  organization={ACM}
}

@inproceedings{puthiya2016coverage,
  title={A Coverage-Based Approach to Recommendation Diversity On Similarity Graph},
  author={Puthiya Parambath, Shameem A and Usunier, Nicolas and Grandvalet, Yves},
  booktitle={Proceedings of the 10th ACM Conference on Recommender Systems},
  pages={15--22},
  year={2016},
  organization={ACM}
}

@inproceedings{mcnee2006being,
  title={Being accurate is not enough: how accuracy metrics have hurt recommender systems},
  author={McNee, Sean M and Riedl, John and Konstan, Joseph A},
  booktitle={CHI'06 extended abstracts on Human factors in computing systems},
  pages={1097--1101},
  year={2006},
  organization={ACM}
}

@article{yu2004probabilistic,
  title={Probabilistic memory-based collaborative filtering},
  author={Yu, Kai and Schwaighofer, Anton and Tresp, Volker and Xu, Xiaowei and Kriegel, H-P},
  journal={IEEE Transactions on Knowledge and Data Engineering},
  volume={16},
  number={1},
  pages={56--69},
  year={2004},
  publisher={IEEE}
}

@Misc{anderson2008long,
  Title                    = {Long tail, the, revised and updated edition: Why the future of business is selling less of more},

  Author                   = {Anderson, Chris},
  Year                     = {2008},

  Publisher                = {Hyperion New York}
}

@inproceedings{yu2006understanding,
  title={Understanding user behavior in large-scale video-on-demand systems},
  author={Yu, Hongliang and Zheng, Dongdong and Zhao, Ben Y and Zheng, Weimin},
  booktitle={ACM SIGOPS Operating Systems Review},
  volume={40},
  number={4},
  pages={333--344},
  year={2006},
  organization={ACM}
}

@inproceedings{davidson2010youtube,
  title={The YouTube video recommendation system},
  author={Davidson, James and Liebald, Benjamin and Liu, Junning and Nandy, Palash and Van Vleet, Taylor and Gargi, Ullas and Gupta, Sujoy and He, Yu and Lambert, Mike and Livingston, Blake and others},
  booktitle={Proceedings of the fourth ACM conference on Recommender systems},
  pages={293--296},
  year={2010},
  organization={ACM}
}

@inproceedings{ghosh2011incentivizing,
  title={Incentivizing high-quality user-generated content},
  author={Ghosh, Arpita and McAfee, Preston},
  booktitle={Proceedings of the 20th international conference on World wide web},
  pages={137--146},
  year={2011},
  organization={ACM}
}

@inproceedings{ning2011slim,
  title={Slim: Sparse linear methods for top-n recommender systems},
  author={Ning, Xia and Karypis, George},
  booktitle={Data Mining (ICDM), 2011 IEEE 11th International Conference on},
  pages={497--506},
  year={2011},
  organization={IEEE}
}

@inproceedings{zheng2015improve,
  title={Improve general contextual SLIM recommendation algorithms by factorizing contexts},
  author={Zheng, Yong},
  booktitle={Proceedings of the 30th Annual ACM Symposium on Applied Computing},
  pages={929--930},
  year={2015},
  organization={ACM}
}

@article{batet2012turist,
  title={Turist@: Agent-based personalised recommendation of tourist activities},
  author={Batet, Montserrat and Moreno, Antonio and Sanchez, David and Isern, David and Valls, Aida},
  journal={Expert Systems with Applications},
  volume={39},
  number={8},
  pages={7319--7329},
  year={2012},
  publisher={Elsevier}
}

@Book{anderson2006long,
  Title                    = {The long tail: Why the future of business is selling less of more},
  Author                   = {Anderson, Chris},
  Publisher                = {Hyperion},
  Year                     = {2006}
}

@Article{berry1992large,
  Title                    = {Large-scale sparse singular value computations},
  Author                   = {Berry, Michael W},
  Journal                  = {International Journal of Supercomputer Applications},
  Year                     = {1992},
  Number                   = {1},
  Pages                    = {13--49},
  Volume                   = {6},

  Publisher                = {Citeseer}
}

@InProceedings{cardoso2011characterization,
  Title                    = {A Characterization Methodology of Evolutionary Behavior in Recommender Systems.},
  Author                   = {Cardoso, Alan and Rocha, Daniel and Oliveira, Rafael Sachetto and da Rocha, Leonardo C and Mour{\~a}o, Fernando and Meira Jr, Wagner},
  Booktitle                = {WEBIST},
  Year                     = {2011},
  Pages                    = {696--706}
}

@Article{cleverdon1966factors,
  Title                    = {FACTORS DETERMINING THE PERFORMANCE OF INDEXING SYSTEMS},
  Author                   = {Cleverdon, Cyril and Mills, Jack and Keen, Michael},
  Journal                  = {Cranfield: College of Aeronautics},
  Year                     = {1966},
  Volume                   = {1}
}

@InProceedings{cremonesi2010performance,
  Title                    = {Performance of recommender algorithms on top-n recommendation tasks},
  Author                   = {Cremonesi, Paolo and Koren, Yehuda and Turrin, Roberto},
  Booktitle                = {Proceedings of the fourth ACM conference on Recommender systems},
  Year                     = {2010},
  Organization             = {ACM},
  Pages                    = {39--46}
}

@Book{elden2007matrix,
  Title                    = {Matrix methods in data mining and pattern recognition},
  Author                   = {Eld{\'e}n, L.},
  Publisher                = {Society for Industrial and Applied Mathematics.},
  Year                     = {2007}
}

@Article{Elden2006nla,
  Title                    = {Numerical linear algebra in data mining},
  Author                   = {Elden, Lars},
  Journal                  = {Acta Numerica},
  Year                     = {2006},
  Volume                   = {15, s. 327-384}
}

@Article{funk2006netflix,
  Title                    = {Netflix update: Try this at home (December 2006)},
  Author                   = {Funk, Simon},
  Journal                  = {UR L http://sifter. org/\~{} simon/journal/20061211. html},
  Year                     = {2006}
}

@Article{gao2005clustered,
  Title                    = {Clustered SVD strategies in latent semantic indexing},
  Author                   = {Gao, Jing and Zhang, Jun},
  Journal                  = {Information processing \& management},
  Year                     = {2005},
  Number                   = {5},
  Pages                    = {1051--1063},
  Volume                   = {41},

  Publisher                = {Elsevier}
}

@Article{goldberg2001eigentaste,
  Title                    = {Eigentaste: A constant time collaborative filtering algorithm},
  Author                   = {Goldberg, Ken and Roeder, Theresa and Gupta, Dhruv and Perkins, Chris},
  Journal                  = {Information Retrieval},
  Year                     = {2001},
  Number                   = {2},
  Pages                    = {133--151},
  Volume                   = {4},

  Publisher                = {Springer}
}

@Article{hinz2010impact,
  Title                    = {The impact of search and recommendation systems on sales in electronic commerce},
  Author                   = {Hinz, Juniorprofessor Dr Oliver and Eckert, Dipl-Kfm Jochen},
  Journal                  = {Business \& Information Systems Engineering},
  Year                     = {2010},
  Number                   = {2},
  Pages                    = {67--77},
  Volume                   = {2},

  Publisher                = {Springer}
}

@Book{jolliffe2002principal,
  Title                    = {Principal component analysis},
  Author                   = {Jolliffe, Ian},
  Publisher                = {Wiley Online Library},
  Year                     = {2002}
}

@Article{koren2010factor,
  Title                    = {Factor in the neighbors: Scalable and accurate collaborative filtering},
  Author                   = {Koren, Yehuda},
  Journal                  = {ACM Transactions on Knowledge Discovery from Data (TKDD)},
  Year                     = {2010},
  Number                   = {1},
  Pages                    = {1},
  Volume                   = {4},

  Publisher                = {ACM}
}

@InProceedings{koren2008factorization,

  Title                    = {Factorization meets the neighborhood: a multifaceted collaborative filtering model},
  Author                   = {Koren, Yehuda},
  Booktitle                = {Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining},
  Year                     = {2008},
  Organization             = {ACM},
  Pages                    = {426--434}
}

@Article{koren2009matrix,
  Title                    = {Matrix factorization techniques for recommender systems},
  Author                   = {Koren, Yehuda and Bell, Robert and Volinsky, Chris},
  Journal                  = {Computer},
  Year                     = {2009},
  Number                   = {8},
  Pages                    = {30--37},

  Publisher                = {IEEE}
}

@Misc{loan1996matrix,
  Title                    = {Matrix computations},

  Author                   = {Loan, CF Van and Golub, GH},
  Year                     = {1996},

  Publisher                = {Baltimore, MD: Johns Hopkins University Press}
}

@InProceedings{mourao2013exploiting,
  Title                    = {Exploiting non-content preference attributes through hybrid recommendation method},
  Author                   = {Mour{\~a}o, Fernando and Rocha, Leonardo and Konstan, Joseph A and Meira Jr, Wagner},
  Booktitle                = {Proceedings of the 7th ACM conference on Recommender systems},
  Year                     = {2013},
  Organization             = {ACM},
  Pages                    = {177--184}
}

@InProceedings{paterek2007improving,
  Title                    = {Improving regularized singular value decomposition for collaborative filtering},
  Author                   = {Paterek, Arkadiusz},
  Booktitle                = {Proceedings of KDD cup and workshop},
  Year                     = {2007},
  Pages                    = {5--8},
  Volume                   = {2007}
}

@Article{pearson1901liii,
  Title                    = {LIII. On lines and planes of closest fit to systems of points in space},
  Author                   = {Pearson, Karl},
  Journal                  = {The London, Edinburgh, and Dublin Philosophical Magazine and Journal of Science},
  Year                     = {1901},
  Number                   = {11},
  Pages                    = {559--572},
  Volume                   = {2},

  Publisher                = {Taylor \& Francis}
}

@Article{nicollas2015CTIC,
  Title                    = {Sobre as diferenças na aplicação de SVD e PCA: Um estudo pragmático},
  Author                   = {Silva, Nicollas and Neves, Alan and Mourão, Fernando and Rocha, Leonardo},
  Organization             = {CTIC},
  Year                     = {2015},
  Publisher								 = {34º CTIC - Concurso de Trabalhos de Iniciação Científica. Anais do XXXV Congresso da Sociedade Brasileira de Computação (CSBC 2015)}
}

@InProceedings{sharifi2013new,
  Title                    = {New algorithm for recommender systems based on singular value decomposition method},
  Author                   = {Sharifi, Zeinab and Rezghi, Mansoor and Nasiri, Mahdi},
  Booktitle                = {Computer and Knowledge Engineering (ICCKE), 2013 3th International eConference on},
  Year                     = {2013},
  Organization             = {IEEE},
  Pages                    = {86--91}
}

@Article{smith2002tutorial,
  Title                    = {A tutorial on principal components analysis},
  Author                   = {Smith, Lindsay I},
  Journal                  = {Cornell University, USA},
  Year                     = {2002},
  Pages                    = {52},
  Volume                   = {51}
}

@Article{vozalis2009evaluation,
  Title                    = {Evaluation of standard SVD-based techniques for Collaborative Filtering},
  Author                   = {Vozalis, Manolis and Markos, Angelos and Margaritis, KG},
  Journal                  = {Proc. the 9th Hellenic European Research on Computer Mathematics and its Applications},
  Year                     = {2009}
}

@InCollection{wall2003singular,
  Title                    = {Singular value decomposition and principal component analysis},
  Author                   = {Wall, Michael E and Rechtsteiner, Andreas and Rocha, Luis M},
  Booktitle                = {A practical approach to microarray data analysis},
  Publisher                = {Springer},
  Year                     = {2003},
  Pages                    = {91--109}
}

@Article{yin2012careful,
  Title                    = {A careful assessment of recommendation algorithms related to dimension reduction techniques},
  Author                   = {Yin, Chun-Xia and Peng, Qin-Ke},
  Journal                  = {Knowledge-Based Systems},
  Year                     = {2012},
  Pages                    = {407--423},
  Volume                   = {27},

  Publisher                = {Elsevier}
}

