@article{konstan2012recommender, abstract = {Since their introduction in the early 1990’s, automated recommender systems have revolutionized the marketing and delivery of commerce and content by providing personalized recommendations and predictions over a variety of large and complex product offerings. In this article, we review the key advances in collaborative filtering recommender systems, focusing on the evolution from research concentrated purely on algorithms to research concentrated on the rich set of questions around the user experience with the recommender. We show through examples that the embedding of the algorithm in the user experience dramatically affects the value to the user of the recommender. We argue that evaluating the user experience of a recommender requires a broader set of measures than have been commonly used, and suggest additional measures that have proven effective. Based on our analysis of the state of the field, we identify the most important open research problems, and outline key challenges slowing the advance of the state of the art, and in some cases limiting the relevance of research to real-world applications.}, author = {Konstan, JosephA. and Riedl, John}, doi = {10.1007/s11257-011-9112-x}, interhash = {4bacbfddd599dc935450572bb03df2dc}, intrahash = {f0dbad7662753cd4e0f162fbd7e7a8ca}, issn = {0924-1868}, journal = {User Modeling and User-Adapted Interaction}, language = {English}, number = {1-2}, pages = {101-123}, publisher = {Springer Netherlands}, title = {Recommender systems: from algorithms to user experience}, url = {http://dx.doi.org/10.1007/s11257-011-9112-x}, volume = 22, year = 2012 } @inproceedings{ls_leimeister, address = {Orlando Florida, USA}, author = {Wegener, René and Menschner, Philipp and Leimeister, Jan Marco}, booktitle = {Proceedings of the International Conference on Information Systems (ICIS)}, interhash = {353a397ecd7bbefe81ac577b07deb13a}, intrahash = {fa79180c575e20231e48a8c588d892fd}, note = 323, title = {Design and evaluation of a didactical service blueprinting method for large scale lectures}, url = {http://pubs.wi-kassel.de/wp-content/uploads/2013/04/JML_323.pdf}, year = 2012 } @book{marcus.2011, address = {Berlin, Germany}, author = {Marcus, A.}, edition = 1, interhash = {d06c456d48edf66bf181fff1e832fdf9}, intrahash = {88d7fdac563b0181537ce9997247bde2}, publisher = {Springer}, title = {Design, User Experience, and Usability. Theory, Methods, Tools and Practice - First International Conference, DUXU 2011, Held as Part of HCI International 2011, Orlando, FL, USA, July 9-14, 2011, Proceedings, Part I}, year = 2011 } @article{AP:08, author = {Atzmueller, Martin and Puppe, Frank}, interhash = {07c6547de2ebf0f81838dbea728ab39c}, intrahash = {dfc74854317bf1ecbd87839613f7621c}, journal = {Journal of Applied Intelligence}, number = 3, pages = {210-221}, title = {{A Case-Based Approach for Characterization and Analysis of Subgroup Patterns}}, volume = 28, year = 2008 } @inproceedings{AS:08a, author = {Atzmueller, Martin and Seipel, Dietmar}, booktitle = {Proc. 18th International Conference on Applications of Declarative Programming and Knowledge Management, accepted}, interhash = {094ce683ca7a8b8bc06b02d7f4f4a848}, intrahash = {06df7a1e43864bd50cf2c6011e25c03a}, title = {{Declarative Specification of Ontological Domain Knowledge for Descriptive Data Mining (Extended version)}}, year = 2008 } @inproceedings{AS:08b, author = {Atzmueller, Martin and Seipel, Dietmar}, booktitle = {Proc. 18th International Conference on Applications of Declarative Programming and Knowledge Management, accepted}, interhash = {d1dbda136a427047193aea59338c4aee}, intrahash = {dd84981f691d4383862579b50800016d}, title = {{Causal Subgroup Analysis for Detecting Confounding (Extended version)}}, year = 2008 } @inproceedings{ABHMLP:08, address = {Erfurt}, author = {Atzmueller, Martin and Beer, Stephanie and H\"ornlein, Alexander and Melcher, Ralf and L\"uhrs, Hardi and Puppe, Frank}, booktitle = {Proc. 1st European Workshop on Design, Evaluation and Refinement of Intelligent Systems}, interhash = {f059423faf565033982e54c1a2766b9e}, intrahash = {741787b841afcb8949b850185b56aeee}, title = {{Design and Implementation of a Data Warehouse for Quality Management, System Evaluation and Knowledge Discovery in the Medical Domain}}, year = 2008 } @book{BA:08, editor = {Baumeister, Joachim and Atzmueller, Martin}, interhash = {f3192daf9cc8659a7178c809520c55fe}, intrahash = {ffdc3c5f9015c9f0348ec29d8865e36d}, publisher = {Institute of Computer Science, University of W\"urzburg}, series = {Technical report 448}, title = {{Proceedings of the LWA 2008 - Lernen, Wissen, Adaptivit\"at}}, year = 2008 } @inproceedings{AN:09a, author = {Atzmueller, Martin and Nalepa, Grzegorz J.}, booktitle = {Proc. 22nd International Florida Artificial Intelligence Research Society Conference (FLAIRS), accepted}, interhash = {84ede547616046b77b9b994dbd845fa0}, intrahash = {00347bf293f02dc08f47eba0c5862e46}, optpublisher = {AAAI Press}, title = {{A Textual Subgroup Mining Approach for Rapid ARD+ Model Capture}}, year = 2009 } @article{APB:09, author = {Atzmueller, Martin and Puppe, Frank and Buscher, Hans-Peter}, interhash = {7035d39f90827971b2b5dbd63ec950bf}, intrahash = {818608d57145cfc07a75e9608d059d23}, journal = {International Journal on Artificial Intelligence Tools (IJAIT)}, number = 1, pages = {1 -- 18}, title = {{A Semi-Automatic Approach for Confounding-Aware Subgroup Discovery}}, volume = 18, year = 2009 } @article{AN:09b, author = {Atzmueller, Martin and Nalepa, Grzegorz J.}, interhash = {c7058098395da81311dcd5bc23f331db}, intrahash = {e35aa5117c5a636c45f980c9bbab2fb3}, journal = {Technical Report 458, Institute of Computer Science, University of Würzburg}, title = {{Towards Rapid Knowledge Capture using Textual Subgroup Mining for Rule Prototyping}}, year = 2009 } @inproceedings{ABP:03, address = {Luzern, Switzerland}, author = {Atzmueller, Martin and Baumeister, Joachim and Puppe, Frank}, booktitle = {Proc. 2nd Conf. Professional Knowledge Management (WM2003)}, interhash = {4d8e15d1a910865cc2e0b4c96e72a60d}, intrahash = {dff1b95ee0b123f588541964cf5c1904}, title = {{Evaluation of two Strategies for Case-Based Diagnosis handling Multiple Faults}}, year = 2003 } @inproceedings{ASBPB:04, author = {Atzmueller, Martin and Shi, Wenqi and Baumeister, Joachim and Puppe, Frank and Barnden, John A.}, booktitle = {Proc. 17th Intl. Florida Artificial Intelligence Research Society Conference 2004 (FLAIRS-2004)}, editor = {Barr, Valerie and Markov, Zdravko}, interhash = {9e4f3354e9cbe98e236c2657ebef689c}, intrahash = {97fecd065b682b474b168f9baeb51121}, pages = {154--159}, publisher = {AAAI Press}, title = {{Case-Based Approaches for Diagnosing Multiple Disorders}}, year = 2004 } @inproceedings{BAP:02, author = {Baumeister, Joachim and Atzmueller, Martin and Puppe, Frank}, booktitle = {Advances in Case-Based Reasoning}, interhash = {bfae82181f17ea7b88fd9d52d9bdd931}, intrahash = {032258a6dda14093880c3c8bff63ac62}, note = {Proc. 6th European Conference on Case-Based Reasoning (ECCBR 2002)}, pages = {28-42}, series = {LNAI}, title = {{Inductive Learning for Case-Based Diagnosis with Multiple Faults}}, volume = 2416, year = 2002 } @inproceedings{ABP:03Score, author = {Atzmueller, Martin and Baumeister, Joachim and Puppe, Frank}, booktitle = {Medical Data Analysis, Proc. 4th Intl. Symposium on Medical Data Analysis (ISMDA 2003), LNCS 2868}, interhash = {5cbf05acbafc5076859768f7de9ef8d3}, intrahash = {5af72bbce786c6101690ac0addae1b50}, pages = {23-30}, title = {{Inductive Learning of Simple Diagnostic Scores}}, year = 2003 } @book{Atzmueller:07, author = {Atzmueller, Martin}, interhash = {cbe5f4fa5eea8677465c6046bf267c4e}, intrahash = {2e7517d39c2152d4f27d6bb6ba60d694}, month = {March}, publisher = {IOS Press}, series = {Dissertations in Artificial Intelligence-Infix (Diski)}, title = {{Knowledge-Intensive Subgroup Mining -- Techniques for Automatic and Interactive Discovery}}, volume = 307, year = 2007 } @article{ABP:05Score, author = {Atzmueller, Martin and Baumeister, Joachim and Puppe, Frank}, interhash = {b00411fb6f0dd77c3ec3c11d46eb73e3}, intrahash = {0b6a82c2ed7a48da6566e32a6eed8d30}, journal = {Artificial Intelligence in Medicine. Special Issue on Intelligent Data Analysis in Medicine}, number = 1, pages = {19--30}, title = {{Semi-Automatic Learning of Simple Diagnostic Scores Utilizing Complexity Measures}}, volume = 37, year = 2006 } @inproceedings{ABP:04, address = {Potsdam, Germany}, author = {Atzmueller, Martin and Baumeister, Joachim and Puppe, Frank}, booktitle = {Proc. 15th Intl. Conference on Applications of Declarative Programming and Knowledge Management (INAP 2004)}, interhash = {24f3dc2569736288fa8b0306e3027781}, intrahash = {d09f6f4325e6e7edbd07d24596916a40}, pages = {203--213}, title = {{Quality Measures for Semi-Automatic Learning of Simple Diagnostic Rule Bases}}, year = 2004 } @inproceedings{APB:04, author = {Atzmueller, Martin and Puppe, Frank and and Hans-Peter Buscher}, booktitle = {Proc. LWA 2004 Workshop, Germany}, interhash = {264a093e8334e6d1914d47c606a87264}, intrahash = {7238e196f4e10da65a5eff7ca245450c}, pages = {117--123}, title = {{Towards Knowledge-Intensive Subgroup Discovery}}, year = 2004 } @inproceedings{PBAHB:05, author = {Puppe, Frank and Buscher, Georg and Atzmueller, Martin and Huettig, Matthias and Buscher, Hans-Peter}, booktitle = {{Professional Knowledge Management}}, interhash = {1832749125ac669565d67fb109e01a4b}, intrahash = {a1107f4eb901bba8e62a8b98f38b906f}, number = 3782, opteditor = {Klaus-Dieter Althoff and Andreas Dengel and Ralph Bergmann and Markus Nick and Thomas Roth-Berghofer}, pages = {319–-329}, series = {LNAI}, title = {{Clinical Experiences with a Knowledge-Based System in Sonography (SonoConsult)}}, year = 2005 }