2008年6月30日星期一

WWW 2008 Papers

Proceedings of the 17th International World Wide Web Conference
(WWW2008)
April 21-25, 2008
Beijing, China


Message from the General Chairs
Message from the Chair of IW3C2
Message from the Program Committee Chairs
IW3C2 Organization
Sponsors & Supporters

Session: Browsers and UI

Session Chair: Xing Xie (Microsoft Research Asia)

Session: Data Mining – Log Analysis

Session Chair: Masaru Kitsuregawa (University of Tokyo)

Session: Data Mining – Learning

Session Chair: Alex Ntoulas (Microsoft Research)

Session: Data Mining – Modeling

Session Chair: Kunal Punera (Yahoo! Research)

Session: Data Mining – Algorithms

Session Chair: Ravi Kumar (Yahoo! Research)

Session: Internet Monetization – Online Advertising

Session Chair: Ying Li (Microsoft AdCenter)

Session: Internet Monetization – Recommendation and Security

Session Chair: Nicole Immorlica (Northwestern University)

Session: Internet Monetization – Sponsored Search

Session Chair: Amin Saberi (Stanford University)

Session: Mobility

Session Chair: Wang-Chien Lee (Pennsylvania State University)

Session: Performance and Scalability

Session Chair: Anirban Mahanti (Indian Institute of Technology Delhi)

Session: Rich Media

Session Chair: Edward Chang (Google)

Session: Search – Query Analysis

Session Chair: Nick Craswell (Microsoft Research)

Session: Search – Corpus Characterization & Search Performance

Session Chair: Hongyuan Zha (Georgia Institute of Technology)

Session: Search – Ranking and Retrieval Enhancement

Session Chair: Ricardo Baeza-Yate (Yahoo!)

Session: Search – Crawlers

Session Chair: Hang Li (Microsoft Research Asia)

Session: Search – Applications

Session Chair: Ronny Lempel (Yahoo! Research)

Session: Security I – Misc

Session Chair: Collin Jackson (Stanford University)

Session: Security II – Web Client Security

Session Chair: Mary Ellen Zurko (IBM)

Session: Semantic Web I

Session Chair: R V Guha (Google)

Session: Semantic Web II

Session Chair: Juanzi Li (Tsinghua University)

Session: Semantic Web III

Session Chair: Riichiro Mizoguchi (Osaka University)

Session: Social Networks – Analysis of Social Networks & Online Interactive Spaces

Session Chair: Yutaka Matsuo (University of Tokyo)

Session: Social Networks – Discovery & Evolution of Communities

Session Chair: Matthew Hurst (Microsoft)

Session: Social Networks – Applications and Infrastructures for Web 2.0

Session Chair: Lada Adamic (University of Michigan)

Session: Web Engineering – Applications

Session Chair: Daniel Schwabe (Catholic University)

Session: Web Engineering – Web Service Composition

Session Chair: Martin Gaedke (Chemnitz University of Technology)

Session: Web Engineering – Web Service Deployment

Session Chair: Geert-Jan Hoube (Vrije Universiteit Brussel)

Session: XML I

Session Chair: Andrea Pugliese (University of Calabria)

Session: XML II

Session Chair: Geert-Jan Bex (Hasselt University/Transnational University of Limburg, Belgium)

Session: Industrial Track Session

Session Chair: Jayavel Shanmugasundaram (Yahoo! Research)

Session: Technology for Developing Regions

Session Chair: Lakshminarayanan Subramanian (New York University)

Session: WWW in China – Mining the Chinese Web

Session Chair: Zaiqing Nie (Microsoft Research Asia)

Session: WWW in China – Chinese Web Innovations

Session Chair: Qing Li (City University of Hong Kong)

Poster Session

Panel Sessions

Workshops

发帖者 苏绥 时间： 18:49:00 2 评论
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2008年6月29日星期日

NLP常用开源/免费工具

（转载自水木社区NLP版）

*Computational Linguistics Toolbox
CLT http://complingone.georgetown.edu/~linguist/compling.html
GATE http://gate.ac.uk/
Natural Language Toolkit(NLTK) http://nltk.org/
MALLET http://mallet.cs.umass.edu/index.php/Main_Page


*English Stemmer
Snowball http://snowball.tartarus.org/


*English POS Tagger
Stanford POS Tagger http://nlp.stanford.edu/software/tagger.shtml
TreeTagger http://www.ims.uni-stuttgart.de/projekte/corplex/TreeTagger/


*English Parser
Stanford Parser http://nlp.stanford.edu/software/lex-parser.shtml
Berkeley Parser http://nlp.cs.berkeley.edu/Main.html#Parsing


*English Keyphrase Extractor
KEA http://www.nzdl.org/Kea/index_old.html


*English Name Entity Recognizer
Stanford NER http://nlp.stanford.edu/software/CRF-NER.shtml


*Chinese Word Segmentator
中科院ICTCLAS http://www.nlp.org.cn/project/project.php?proj_id=6
Stanford Word Segmenter http://nlp.stanford.edu/software/segmenter.shtml


*Topic Modeling Tools
Matlab http://psiexp.ss.uci.edu/research/programs_data/toolbox.htm


*Machine Learning Methods
CRF++ http://crfpp.sourceforge.net/
LIBSVM http://www.csie.ntu.edu.tw/~cjlin/libsvm/


*Search Engines
Lucene http://lucene.apache.org/
中科院FirteX http://www.firtex.org/

*Data Mining Toolbox
Weka http://www.cs.waikato.ac.nz/ml/weka/

发帖者 苏绥 时间： 00:09:00 0 评论
标签： ,

2008年6月25日星期三

SIGIR 2008 Accepted Papers

The 31st Annual International ACM SIGIR Conference
20-24 July 2008, Singapore

Full Papers

A Boosting Algorithm for Learning Bipartite Ranking Functions with Partially Labeled Data
M. Amini, V. Truong and C. Goutte (National Research Council Canada/LIP6)

Affective Feedback: An Investigation into the Role of Emotions in the Information Seeking Process
I. Arapakis J. M. Jose, and P. D. Gray (University of Glasgow)

Evaluation Over Thousands of Queries
B. Carterette, V. Pavlu, E. Kanoulas, J. Allan, and J. A. Aslam (University of Massachusetts Amherst/Northeastern University)

Personalized Active Learning for Collaborative Filtering
H. Abhay and Y. Yang (Carnegie Mellon University)

The Good and the Bad System: Does the Test Collection Predict Users’ Effectiveness?
A. Al-Maskari, M. Sanderson and P. Clough (University of Sheffield)

A Few Examples Go A Long Way: Constructing Query Models from Elaborate Query Formulations
K. Balog, W. Weerkamp and M. de Rijke (University of Amsterdam)

Discovering Key Concepts in Verbose Queries
M. Bendersky and B. Croft ( University of Massachusetts)

Query Expansion Using Gaze-Based Feedback on the Subdocument Level
G. Buscher, A. Dengel and L. van Elst (DFKI)

Relevance Assessment: Are Judges Exchangeable and Does it Matter
P. Bailey, N. Craswell, I. Soboroff, P. Thomas, A. de Vries and E. Yilmaz (NIST/Northeastern University/Microsoft/CWI/CSIRO ICT Centre)

A Lattice-Based Approach to Query-by-Example Spoken Document Retrieval
T.K. Chia, K.C. Sim, H. Li and H.T. Ng (Institute for Infocomm Research/National University of Singapore)

Finding Question-Answer Pairs from Online Forums
G. Cong, L. Wang, C.Y. Lin, Y.I. Song and Y. Sun (Aalborg University/Tianjin University/Microsoft Research Asia/Korea University)

Novelty and Diversity in Information Retrieval Evaluation
C. Clarke, M. Kolla, G. Cormack, O. Vechtomova, A. Ashkan, S. Büttcher, and I. MacKinnon (University of Waterloo)

Selecting Good Expansion Terms for Pseudo-Relevance Feedback
G. Cao, J.Y. Nie, J. Gao and S. Robertson (Microsoft Research/University of Montreal)

TSCAN: A Novel Method for Topic Summarization and Content Anatomy
C.C. Chen and M.C. Chen (Academia Sinica/National Taiwan University)

A User Browsing Model to Predict Search Engine Click Data from Past Observations.
G. Dupret and B. Piwowarski (Yahoo! Research Latin America)

Asymmetric Distance Estimation with Sketches for Similarity Search in High-Dimensional Spaces
W. Dong, M. Charikar and K. Li (Princeton University)

Learning from Labeled Features using Generalized Expectation Criteria
G. Druck, G. Mann and A. McCallum (University of Massachusetts Amherst)

Learning to Rank with Partially-Labeled Data
K. Duh and K. Kirchhoff (University of Washington)

Retrieval and Feedback Models for Blog Feed Search
J. Elsas, J. Arguello, J. Callan and J. Carbonell (Carnegie Mellon University)

A Unified and Discriminative Model for Query Refinement
J. Guo, G. Xu, H. Li andX. Cheng (Microsoft Research Asia/Information Security Center, ICT)

Learning to Rank with SoftRank and Gaussian Processes
J. Guiver and E. Snelson (Microsoft Research)

Query Dependent Ranking Using K-Nearest Neighbor
X. Geng, T.Y. Liu, T. Qin, A. Arnold, H. Li and H.Y. Shum (Institue of Computing Technology, Chinese Academy of Sciences/Microsoft Research Asia/Tsinghua University/ Carnegie Mellon University)

Comments-Oriented Document Summarization: Understanding Documents with Readers’ Feedback
M. Hu, A. Sun and E.P. Lim (Nanyang Technological University)

Enhancing Text Clustering by Leveraging Wikipedia Semantics
J. Hu, L. Fang, Y. Cao, H. J. Zeng, H. Li, Q. Yang, and Z. Chen (Microsoft Research Asia/Fudan University/Shanghai Jiao Tong Univeristy/ Hong Kong University of Science & Technology)

Retrieval Sensitivity Under Training Using Different Measures
B. He, C. Macdonald and I. Ounis (University of Glasgow)

Social Tag Prediction
P. Heymann, D. Ramage and H. Garcia-Molina (Stanford University)

Crosslingual Location Search
T. Joshi, J. Joy, T. Kellner, U. Khurana, A. Kumaran and V. Sengar (Microsoft Research India)

Directly Optimizing Evaluation Measures in Learning to Rank
J. Xu, T.Y. Liu, M. Lu, H. Li, and W.Y. Ma (Microsoft Research Asia)

Optimizing Relevance and Revenue in Ad Search: A Query Substitution Approach
F. Radlinski, A. Broder, P. Ciccolo, E. Gabrilovich, V. Josifovski and L. Riedel (Yahoo! Research/Cornell University)

A rank-aggregation approach to searching for optimal query-specific clusters
O. Kurland and C. Domshlak (Technion)

Effective and Efficient User Interaction for Long Queries
G. Kumaran and J. Allan (University of Massachusetts Amherst)

Intuition-Supporting Visualization of User’s Performance Based on Explicit Negative Higher-Order Relevance
H. Keskustalo, K. Jarvelin, A. Pirkola and J. Kekalainen (University of Tampere)

The opposite of smoothing: A language model approach to ranking query-specific document clusters
O. Kurland (Technion)

A Cluster-Based Resampling Method for Pseudo-Relevance Feedback
K.S. Lee, B. Croft and J. Allan (University of Massachusetts Amherst/Chonbuk National University)

BrowseRank: Letting Web Users Vote for Page Importance
Y. Liu, B. Gao, T.Y. Liu, Y. Zhang, Z. Ma, S. He and H. Li (Microsoft Research Asia)

EigenRank: A Ranking-Oriented Approach to Collaborative Filtering
N. Liu and Q. Yang (Hong Kong University of Science & Technology)

How Do Users Find Things with PubMed? Towards Automatic Utility Evaluation with User Simulations
J. Lin and M. Smucker (University of Maryland/University of Massachusetts, Amherst)

Knowledge Transformation from Word Space to Document Space
T. Li, C. Ding, Y. Zhang and B. Shao (Florida International University/University of Texas at Arlington)

Learning Query Intent from Regularized Click Graphs
X. Li, Y. Y. Wang and A. Acero (Microsoft Research)

On Iterative Intelligent Medical Search
G. Luo and C. Tang (IBM T.J. Watson Research Center)

Predicting Information Seeker Satisfaction in Community Question Answering
Y. Liu, J. Bian and E. Agichtein (Emory University/Georgia Institue of Technology)

Reorganizing Compressed Text
N. R. Brisaboa, A. Fariña S. Ladra and G. Navarro (University of Chile/University of A Coruña)

Spectral Geometry for Simultaneously Clustering and Ranking Query Search Results
Y. Liu, W. Li, Y. Lin and L. Jing (The University of Texas at Dallas)

A Generation Model to Unify Topic Relevance and Lexicon-based Sentiment for Opinion Retrieval
M. Zhang and X. Ye (Tsinghua University)

Attack Resistant Collaborative Filtering
B. Mehta and W. Nejdl (Google Inc./L3S Research Center)

A General Optimization Framework for Smoothing Language Models on Graph Structures
Q. Mei, D. Zhang and C. Zhai (University of Illinois at Urbana-Champaign)

Separate and Inequal: Preserving Heterogeneity in Topical Authority Flows
L. Nie and B. Davison (Lehigh University)

Algorithmic Mediation for Collaborative Exploratory Search
J. Pickens, G. Golovchinsky, C. Shah, P. Qvarfordt and M. Back ( FX Palo Alto Lab, Inc./ University of North Carolina)

Classifiers Without Borders: Incorporating Fielded Text From Neighboring Web Pages
X. Qi and B. Davison (Lehigh University)

TF-IDF Uncovered: A Study of Theories and Probabilities
T. Roelleke and J. Wang (Queen Mary, University of London)

Towards Breaking the Quality Curse. A Web-Querying Approach to Web People Search.
D.V.Kalashnikov, R.Nuray-Turan and S.Mehrotra (University of California, Irvine)

Efficient Top-k Querying over Social-Tagging Networks
R. Schenkel, T. Crecelius, M. Kacimi, S. Michel, T. Neumann, J. Xavier Parreira and G. Weikum (EPFL/Max Planck Institute for Computer Science/Max-Planck-Institut Informatik)

Local Text Reuse Detection
J. Seo and B. Croft (University of Massachusetts, Amherst)

Ambiguous Queries: Test Collections Need More Sense
M. Sanderson (University of Sheffield)

Real-time Automatic Tag Recommendation
Y. Song, Z. Zhuang, H. Li, Q. Zhao, J. Li, W.c. Lee and C.L. Giles (The Pennsylvania State University/AOL Research Lab)

ResIn: A Combination of Results Caching and Index Pruning for High-performance Web Search Engines
G. Skobeltsyn, F. Junqueira, V. Plachouras and R. Baeza-Yates (EPFL/Yahoo! Research, Barcelona)

User Adaptation: Good Results from Poor Systems
C. Smith and P. Kantor (Rutgers University)

A Study of Learning a Merge Model for Multilingual Information Retrieval
M.F. Tsai, Y. Wang and H.H. Chen (National Taiwan University)

SpotSigs: Robust and Efficient Near Duplicate Detection in Large Web Collections
M. Theobald, J. Siddharth and A. Paepcke (Stanford University)

To Personalize or Not to Personalize: Modeling Queries with Variation in User Intent
J. Teevan, S.T. Dumais and D.J. Liebling (Microsoft Research)

Learning to Rank at Query-Time using Association Rules
A. Veloso, H. Almeida, M. Gonçalves and W. Meira Jr. (UFMG)

A Study of Methods for Negative Relevance Feedback
X. Wang, H. Fang, and C. Zhai (University of Illinois at Urbana-Champaign/The Ohio State University)

An Unsupervised Framework for Extracting and Normalizing Product Attributes from Multiple Web Sites
T.L. Wong, W. Lam and T.S. Wong (The Chinese University of Hong Kong)

Automatically Identifying Localizable Queries
M. Welch and J.J. Cho (UCLA)

Bilingual Topic Aspect Classification with A Few Training Examples
Y. Wu and D. Oard (University of Maryland)

Discriminative Probabilistic Models for Passage Based Retrieval
M. Wang and L. Si (Purdue University/Stanford University)

Enhancing Web Search by Promoting Multiple Search Engine Use
R. White, M. Richardson, M. Bilenko and A. Heath (Microsoft Research)

Exploring Traversal Strategy for Web Forum Crawling
Y. Wang, J. M. Yang, W. Lai, R. Cai, L. Zhang and W. Y. Ma (Chinese Academy of Science/Microsft Research Asia)

Learning to Reduce the Semantic Gap in Web Image Retrieval and Annotation
C. Wang, L. Zhang and H.J. Zhang (Microsoft Research Asia/University of Science and Technology of China)

Multi-Document Summarization Using Cluster-Based Link Analysis
X. Wan and J. Yang (Peking University)

Multi-Document Summarization via Sentence-Level Semantic Analysis and Symmetric Matrix Factorization
D. Wang, T. Li, S. Zhu and C. Ding (Florida International University/NEC Labs. America, Inc/University of Texas at Arlington)

Query-Sensitive Mutual Reinforcement Chain and Its Application in Query-Oriented Multi-Document Summarization
F. Wei, W. Li, Q. Lu and Y. He (The Hong Kong Polytechnic University)

Score Standardization for Inter-Collection Comparison of Retrieval Systems
W. Webber, A. Moffat and J. Zobel (University of Melbourne)

A Bayesian Logistic Regression Model for Active Relevance Feedback
Z. Xu and R. Akella (University of California, Santa Cruz)

A New Probabilistic Retrieval Model Based on the DirichletCompound Multinomial Distribution
Z. Xu and R. Akella (University of California, Santa Cruz)

Deep Classification in Large-scale Text Hierarchies
G.R. Xue, D. Xing, Q. Yang and Y. Yu (Hong Kong Science & Technology University/Shanghai Jiao-Tong University)

Exploring Folksonomy for Personalized Search
S. Xu, S. Bao, B. Fei, Z. Su and Y. Yu (IBM China Research Lab/Shanghai Jiao Tong University)

Retrieval Models for Question and Answer Archives
X. Xue, J. Jeon and B. Croft (University of Massachusetts Amherst/Google, Inc.)

Topic-bridged PLSA for Cross-Domain Text Classification
G.R. Xue, W. Dai, Q. Yang and Y. Yu (Hong Kong Science & Technology University/Shanghai Jiao-Tong University)

A New Rank Correlation Coefficient for Information Retrieval
E. Yilmaz, J. Aslam and S. Robertson (Microsoft Research/Northeastern University)

A Simple and Efficient Sampling Method for Estimating AP and NDCG
E. Yilmaz, E. Kanoulas and J. Aslam (Northeastern University)

Non-greedy Active Learning for Text Categorization using Convex Transductive Experimental Design
K. Yu, S. Zhu, W. Xu and Y. Gong (NEC Labs America)

A Comparative Evaluation of Different Link Types on Enhancing Document Clustering
X. Zhang, X. Hu and X. Zhou (Drexel University)

Exploiting Correlated Keywords to Improve Approximate Information Filtering
C. Zimmer, C. Tryfonopoulos and G. Weikum (Max-Planck-Institute for Informatics/Max-Planck Institute for Computer Science)

Learning to Rank with Ties
K. Zhou, G.R. Xue, H. Zha and Y. Yu (Georgia Tech/Shanghai Jiao-Tong University)

发帖者 苏绥 时间： 20:14:00 0 评论
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2008 美国最好大学排行榜

最近从网上看到的，不一定准确，只做参考。

一、最好的117所综合性大学排名

1　Princeton University 普林斯顿大学
2　Harvard University 哈佛大学
3　Yale University耶鲁大学
4　Stanford University斯坦福大学
5　University of Pennsylvania宾夕法尼亚大学
5　California Institute of Technology加州理工学院
7　Massachusetts Institute of Technology麻省理工学院
8　Duke University杜克大学
9　Columbia University哥伦比亚大学
9　University of Chicago芝加哥大学
11　Dartmouth College达特茅斯学院
12　Washington University in St. Louis华盛顿大学-圣路易斯
12　Cornell University康奈尔大学
14　Brown University布朗大学
14　Northwestern University西北大学
14　Johns Hopkins University约翰霍普金斯大学
17　Rice University莱斯大学
17　Emory University埃默里大学
19　Vanderbilt University范德堡大学
19　University of Notre Dame圣母大学
21　University of California-Berkeley加州大学伯克利分校
22　Carnegie Mellon University卡内基梅隆大学
23　University of Virginia弗吉尼亚大学
23　Georgetown University乔治敦大学
25　University of California-Los Angeles加州大学洛杉矶分校
25　University of Michigan-Ann Arbor密歇根大学
27　University of Southern California南加州大学
28　University of North Carolina-Chapel Hill北卡罗莱纳大学
28　Tufts University塔夫茨大学
30　Wake Forest University维克森林大学
31　Lehigh University里海大学
31　Brandeis University布兰迪斯大学
33　College of William and Mary威廉玛利学院
34　New York University纽约大学
35　University of Rochester罗切斯特大学
35　Georgia Institute of Technology乔治亚理工学院
35　Boston College波士顿学院
38　University of Wisconsin-Madison威斯康星大学麦迪逊分校
38　University of California-San Diego加州大学圣地亚哥分校
38　University of Illinois, Urbana-Champaign伊利诺伊大学香槟分校
41　Case Western Reserve University西储大学
42　University of Washington华盛顿大学-西雅图
42　University of California-Davis加州大学戴维斯分校
44　Rensselaer Polytechnic Institute伦斯勒理工学院
44　University of Texas-Austin德克萨斯大学奥斯汀分校
44　University of California-Santa Barbara加州大学圣塔芭芭拉分校
44　University of California-Irvine加州大学尔湾分校
48　Pennsylvania State University-Univ. Park宾夕法尼亚州立大学
49　University of Florida佛罗里达大学
50　Syracuse University雪城大学
50　Tulane University杜兰大学
52　Yeshiva University犹太大学
52　University of Miami迈阿密大学(佛罗里达)
54　Pepperdine University佩波戴恩大学
54　George Washington University乔治华盛顿大学
54　University of Maryland-College Park马里兰大学
57　Ohio State University-Columbus俄亥俄州立大学
57　Boston University波士顿大学
59　Rutgers, the State University of New Jersey—New
　　Brunswick新泽西州立罗格斯大学新伯朗士威分校
59　University of Pittsburgh匹兹堡大学
59　University of Georgia乔治亚大学
62　Texas A&M University-College Station德州农工大学
62　Worcester Polytechnic Institute伍斯特理工学院
64　University of Connecticut康涅狄格大学
64　Purdue University-West Lafayette普渡大学-西拉法叶
64　University of Iowa爱荷华大学
67　Fordham University福德汉姆大学
67　Miami University-Oxford迈阿密大学-牛津
67　Clemson University克莱姆森大学
67　Southern Methodist University南卫理公会大学
71　University of Minnesota-Twin Cities明尼苏达大学-双城
71　Virginia Tech弗吉尼亚理工大学
71　University of Delaware特拉华大学
71　Michigan State University密歇根州立大学
75　Stevens Institute of Technology斯蒂文斯理工学院
75　Baylor University贝勒大学
75　Colorado School of Mines科罗拉多矿业学院
75　Indiana University-Bloomington印地安那大学伯明顿分校
79　Brigham Young University-Provo杨百翰大学
79　University of California-Santa Cruz加州大学圣塔克鲁斯分校
79　University of Colorado-Boulder科罗拉多大学
82　St. Louis University圣路易斯大学
82　SUNY-Binghamton纽约州立大学宾厄姆顿分校
82　Marquette University马凯特大学
85　SUNY College of Environmental Sci. &
　　 Forestry纽约州立大学环境科学与林业科学学院
85　North Carolina State University-Raleigh北卡罗来纳州立大学
85　University of Denver丹佛大学
85　American University美国大学
85　Iowa State University爱荷华州立大学
85　University of Kansas堪萨斯大学
91　University of Alabama阿拉巴马大学
91　University of Missouri-Columbia密苏里大学哥伦比亚分校
91　University of Nebraska-Lincoln内布拉斯加大学林肯分校
91　University of Tulsa塔尔萨大学
91　Clark University克拉克大学
96　Auburn University奥本大学
96　SUNY-Stony Brook纽约州立大学石溪分校
96　University of Tennessee田纳西大学
96　University of Vermont佛蒙特大学
96　University of Arizona亚利桑那大学
96　University of the Pacific太平洋大学
96　University of California-Riverside加州大学河滨分校
96　Howard University霍华德大学
96　Illinois Institute of Technology伊利诺伊理工学院
96　Northeastern University东北大学
96　University of Massachusetts-Amherst马萨诸塞大学安姆斯特分校
107　University of San Diego圣地亚哥大学
108　University of New Hampshire新罕布什尔大学
108　Texas Christian University德克萨斯基督教大学
108　Drexel University德雷塞尔大学
108　University of Oklahoma俄克拉荷马大学
112　University of South Carolina-Columbia南卡罗来纳大学哥伦比亚分校
112　University of Oregon俄勒冈大学
112　Loyola University Chicago芝加哥洛约拉大学
112　University of Dayton戴顿大学
112　Florida State University佛罗里达州立大学
112　Ohio University俄亥俄大学

二、最好的50所文理学院排名

1　Williams College威廉姆斯学院
2　Amherst College安姆斯特学院
3　Swarthmore College斯沃斯莫尔学院
4　Wellesley College卫尔斯利学院(女校)
5　Carleton College卡尔顿学院
5　Middlebury College明德学院
7　Pomona College波莫纳学院
7　Bowdoin College鲍登学院
9　Davidson College戴维森学院
10　Haverford College哈弗福德学院
11　Claremont McKenna College克莱蒙特·麦肯纳学院
11　Wesleyan University卫斯理大学
11　Grinnell College格林内尔学院
11　Vassar College瓦萨尔学院
15　Harvey Mudd College哈维马地学院
15　Washington and Lee University华盛顿与李大学
17　Smith College史密斯学院(女校)
17　Hamilton College汉密尔顿学院
17　Colgate University科尔盖特大学
20　Oberlin College奥伯林学院
22　Colby College科尔比学院
24　Bates College贝茨学院
24　Bryn Mawr College布尔茅尔学院(女校)
26　Colorado College科罗拉多学院
26　Macalester College麦卡利斯特学院
28　Scripps College斯克利普斯学院(女校)
28　Mount Holyoke College霍山学院(女校)
30　Barnard College巴纳德学院(女校)
30　Bucknell University巴克内尔大学
32　Kenyon College凯尼恩学院
33　College of the Holy Cross圣十字学院
34　Trinity College圣三一学院
34　Lafayette College拉法叶学院
36　Occidental College西方学院
37　Bard College巴德学院
37　Furman University傅尔曼大学
37　Whitman College惠特曼学院
40　Union College联合学院
40　Franklin and Marshall College富兰克林马绍尔学院
40　Sewanee-University of the South西沃恩南方大学
40　University of Richmond瑞奇蒙大学
44　Connecticut College康涅狄格学院
44　Centre College森特学院
44　Dickinson College迪金森学院
47　Skidmore College斯基德莫尔大学
48　Gettysburg College盖茨堡学院
49　Pitzer College匹泽学院
49　DePauw University迪堡大学
49　Rhodes College罗德学院

　　
三、最好的47所大学的本科商科管理专业排名

1　University of Pennsylvania宾夕法尼亚大学
2　Massachusetts Institute of Technology麻省理工学院
3　University of California-Berkeley加州大学伯克利分校
3　University of Michigan-Ann Arbor密歇根大学
5　New York University纽约大学
5　University of North Carolina-Chapel Hill北卡罗莱纳大学
7　Carnegie Mellon University卡内基梅隆大学
7University of Texas-Austin德克萨斯大学奥斯汀分校
9　University of Southern California南加州大学
9　University of Virginia弗吉尼亚大学
11　Indiana University-Bloomington印地安那大学伯明顿分校
12　Cornell University康奈尔大学
12　Emory University埃默里大学
12　Ohio State University-Columbus俄亥俄州立大学
12　University of Illinois, Urbana-Champaign伊利诺伊大学香槟分校
12　University of Wisconsin-Madison威斯康星大学麦迪逊分校
12　Washington University in St. Louis华盛顿大学-圣路易斯
18　Pennsylvania State University-Univ. Park宾夕法尼亚州立大学
18　University of Minnesota-Twin Cities明尼苏达大学-双城
18　University of Notre Dame圣母大学
21　Georgetown University乔治敦大学
21　Purdue University-West Lafayette普渡大学-西拉法叶
21　University of Arizona亚利桑那大学
21　University of Maryland-College Park马里兰大学
25　Arizona State University亚利桑那州立大学
25　University of Washington华盛顿大学-西雅图
27　Babson College巴布森学院
27　Boston College波士顿学院
27　Michigan State University密歇根州立大学
27　University of Florida佛罗里达大学
27　University of Georgia乔治亚大学
27　Wake Forest University维克森林大学
33　Case Western Reserve University西储大学
33　Georgia Institute of Technology乔治亚理工学院
33　Southern Methodist University南卫理公会大学
33　Texas A&M University-College Station德州农工大学
33　University of Iowa爱荷华大学
38　Boston University波士顿大学
38　Brigham Young University-Provo杨百翰大学
38　University of Pittsburgh匹兹堡大学
41　CUNY-Baruch College纽约市立大学
41　George Washington University乔治华盛顿大学
41　Syracuse University雪城大学
41　University of Arkansas阿肯色大学
41　University of Colorado-Boulder科罗拉多大学
41　University of South Carolina-Columbia南卡罗来纳大学哥伦比亚分校
41　Virginia Tech弗吉尼亚理工大学

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