research.bib

% How to BibTex:
% https://en.wikibooks.org/wiki/LaTeX/Bibliography_Management#BibTeX

% Read by Jorn
% Read by Tomas
%
% Take-aways:
%  * ..
@techreport{microsoft-smartfavorites,
    author      = "Janez Brank and Anthony Frayling and Natasa Milic-Frayling and Gavin Smyth",
    title       = "Predictive Algorithms for Browser Support of Habitual User Activities on the Web",
    year        = 2004,
    institution = "Microsoft Research",
    number      = "MSR-TR-2004-122.",
    pages       = {11},
    url         = "http://research.microsoft.com/pubs/70111/tr-2004-122.pdf",
}

% Read by Jorn
% 
@inproceedings{davison+hirsch,
    author      = "Brian D Davison and Haym Hirsh",
    title       = "Predicting sequences of user actions",
    year        = 1998,
    booktitle   = "Notes of the AAAI/ICML 1998 Workshop on Predicting the Future: AI Approaches to Time-Series Analysis.",
    pages       = {5-12},
    url         = "https://www.aaai.org/Papers/Workshops/1998/WS-98-07/WS98-07-002.pdf",
}


% Read by Jorn
@inproceedings{KDD-Cup,
    author      = "Ron Kohavi and Carla E. Brodley and Brian Frasca and Llew Mason and Zijian Zheng.",
    title       = "KDD-Cup 2000 organizers’ report: Peeling the onion",
    year        = 2000,
    booktitle   = "ACM SIGKDD Explorations Newsletter 2.2 (2000)",
    pages       = {86-93},
    url         = "http://www.robotics.stanford.edu/~ronnyk/kddOrganizerReport.pdf",
}

% Read by Jorn
% Take-aways:
% *C4.5 decision trees
% *Bayes
% *Their proposed algorithm is better than C4.5, MRC and Bayes
% 
@inproceedings{Unix-CLI,
    author      = "Benjamin Korvemaker and Russell Greiner",
    title       = "Predicting Unix command lines: adjusting to user patterns",
    year        = 2000,
    booktitle   = "Proceedings of AAAI. 2000",
    pages       = {230-235},
    url         = "https://www.aaai.org/Papers/AAAI/2000/AAAI00-035.pdf",
}

% Read by Jorn
% Predicitive statistical models
% 
@inproceedings{predictive-statistical-models,
    author      = "Ingrid Zukerman and David W. Albrecht",
    title       = "Predictive Statistical Models for User Modeling",
    year        = 1999,
    booktitle   = "User Modeling and User-Adapted Interaction",
    pages       = {119-128},
    url         = "http://link.springer.com/article/10.1023/A:1011175525451#page-1",
}

% Read by Jorn
% Search prediction
% 
@inproceedings{search-prediction,
    author      = "Tessa Lau and Eric Horwitz",
    title       = "Patterns of Search: Analyzing and Modeling Web Query Refinement",
    year        = 2001,
    booktitle   = "UM99 Proceedings of the Seventh International Conference on User Modeling",
    volume = {11},
    pages       = {5-18},
    url         = "http://link.springer.com/article/10.1023/A:1011175525451#page-1",
}

% Read by Jorn
% Search prediction
% 
@inproceedings{markov-web-browsing-prediction,
    author      = "Mamoun A, Awad and Issa Khalil",
    title       = "Prediction of User?s Web-Browsing Behavior: Application of Markov Model",
    year        = 2012,
    booktitle   = "IEEE Transactions on Systems, Man, and Cybernetic - Part B: Cybernetics",
    volume = {42},
    number = {4},
    pages       = {1131-1142},
    url         = "https://www.researchgate.net/profile/Issa_Khalil/publication/221681506_Prediction_of_User's_Web-Browsing_Behavior_Application_of_Markov_Model/links/55dc20b708aec156b9b00159.pdf",
}


% Read by Jorn
% Search prediction
% 
@inproceedings{markov-web-page-accesses,
    author      = "Mukund Deshpande and George Karypis",
    title       = "Selective Markov Models for Predicting Web-Page Accesses",
    year        = 2004,
    booktitle   = "Journal ACM Transactions on Internet Technology (TOIT) ",
    volume = {4},
    number = {2},
    pages={163-184},
    url         = "http://www.dtic.mil/dtic/tr/fulltext/u2/a439247.pdf",
}

% Read by Jorn
% Recommender systems
% Cleaning up data
@inproceedings{patterns,
    author      = "Bamshad Mobasher, Honghua Dai, Tao Luo, Miki Nakagawa",
    title       = "Using Sequential and Non-Sequential Patterns in Predictive Web Usage Mining Tasks",
    year        = 2002,
    booktitle   = "IEEE International Conference on Data Mining - ICDM",
    pages       = {669-672},
    url         = "http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1184025",
}

% Read by Jorn
% Clustering and association rules
@techreport{automatic-personalization,
    author      = "Bamshad Mobasher, Robert Cooley, Jaideep Srivastava",
    title       = "Automatic Personalization Based on Web Usage Mining",
    year        = 2000,
    booktitle   = "Communications of The ACM",
    volume = {43},
    number = {8},
    pages = {141-152},
    url         = "http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.136.7654&rep=rep1&type=pdf",
}

% Interesting for understanding user web behaviour
% Jorn - not fully read
@inproceedings{cockburn-web-use,
    author      = "Andy Cockburn and Bruce Mckenzie",
    title       = "What Do Web Users Do? An Empirical Analysis of Web Use",
    journal = "International Journal of Human-Computer Studies",
    year        = 2000,
    volume = {54},
    pages = {903--922},
    url         = "http://www.cosc.canterbury.ac.nz/andrew.cockburn/papers/ijhcsAnalysis.pdf",
}


% Machine learning algorithms for sequential data
% Jorn - not fully read
@inproceedings{dietterich-ml,
    author      = "Thomas G. Dietterich",
    title       = "Machine Learning for Sequential Data: A Review",
    booktitle = "International Workshop on Structural and Syntactic Pattern Recognition - SSPR",
    year        = 2002,
    pages = {15-30},
    url         = "http://people.cs.ubc.ca/~hutter/earg/papers07/mlsd-ssspr.pdf",
}

% Phd thesis
% Interesting for classification of different stages in the process + algorithms
%  Jorn - not fully read
@inproceedings{cooley-web-usage-mining,
    author      = "Robert Walker Cooley",
    title       = "Web Usage Mining: Discovery and Application of Interesting Patterns from Web Data",
    year        = 2000,
    url         = "http://dl.acm.org/citation.cfm?id=931653",
}


% Referenced in automatic-personalization
% Jorn - not fully read
@inproceedings{automatic-personalization,
    author      = "Joseph A. Konstan, Bradley N. Miller, David Maltz, Jonathan L. Herlocker, Lee R. Gordon, John Riedl",
    title       = "Grouplens: Applying Collaborative Filtering to Usenet News",
    year        = 1997,
    booktitle = "Communications of The ACM",
    volume = {40},
    number = {3},
    pages = {77-87},
    url         = "http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.109.6332",
}



@book{krug,
  author    = {Steve Krug}, 
  title     = {Don't Make Me Think - A Common Sense Approach to Web Usability},
  publisher = {New Riders},
  year      = 2014,
}