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public:ranking [2011/02/10 11:32] htlin |
public:ranking [2019/06/25 13:25] |
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| - | ====== Introduction ====== | ||
| - | Ranking is an important concept in modelling our preferences. | ||
| - | We rank hotels by their quality using one star to five stars; | ||
| - | we rank baseball teams by their records using pairwise competitions; | ||
| - | we rank job applicants by their ability using ordered scores. | ||
| - | In machine learning, the ranking concept | ||
| - | corresponds to a rich family of important problems, | ||
| - | which lend themselves to | ||
| - | a wide range of applications from social science to | ||
| - | behavioural science to information retrieval. | ||
| - | For instance, in a Web search system, | ||
| - | we want the machines to automatically | ||
| - | rank/order the results of our query based on relevance; | ||
| - | in an online shopping system, | ||
| - | we want the machines to automatically | ||
| - | rank/rate the products based on user evaluations; | ||
| - | in a music playing system, | ||
| - | we want the machines to automatically | ||
| - | rank/recommend the songs based on our personal tastes. | ||
| - | |||
| - | ====== Our Related Works ====== | ||
| - | |||
| - | ===== paper ===== | ||
| - | * Ming-Feng Tsai, Shang-Tse Chen, Yao-Nan Chen, Chun-Sung Ferng, Chia-Hsuan Wang, Tzay-Yeu Wen and Hsuan-Tien Lin. An Ensemble Ranking Solution to the Yahoo! Learning to Rank Challenge. National Taiwan University, Technical Report, September 2010. [[http://www.csie.ntu.edu.tw/~htlin/paper/doc/wsltr10ensemble.pdf|link]] | ||
| - | * Hsuan-Tien Lin and Ling Li. Reduction from Ordinal Ranking to Binary Classification. National Taiwan University, September 2009. Some preliminary parts appeared in NIPS '06 and PL Workshop @ ECML/PKDD '09. [[http://www.csie.ntu.edu.tw/~htlin/paper/doc/redordinal.pdf|link]] | ||
| - | * Hsuan-Tien Lin and Ling Li. Combining Ordinal Preferences by Boosting. Preference Learning Workshop @ ECML/PKDD '09, 2009. [[http://www.csie.ntu.edu.tw/~htlin/paper/doc/wspl09adaboostor.pdf|link]] | ||
| - | |||
| - | ===== thesis ===== | ||
| - | * Ken-Yi Lin. Data Selection Techniques for Large-scale RankSVM. Master's Thesis, 2009. | ||
| - | |||
public/ranking.txt ยท Last modified: 2019/06/25 13:25 (external edit)
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