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QS Topuniversities 2017 Ranking for

Computer Science & Information Systems

		Region/Country
1	Massachusetts Institute of Technology (MIT) …	United States
2	Stanford University …	United States
3	Carnegie Mellon University …	United States
4	University of California, Berkeley (UCB) …	United States
5	University of Cambridge …	United Kingdom
6	Harvard University …	United States
7	University of Oxford …	United Kingdom
8	Princeton University …	United States
9	ETH Zurich – Swiss Federal Institute of Technology …	Switzerland
=10	National University of Singapore (NUS) …	Singapore
=10	University of Toronto …	Canada
12	Imperial College London …	United Kingdom
13	University of California, Los Angeles (UCLA) …	United States
14	The University of Melbourne …	Australia
15	Tsinghua University …	China
=16	Peking University …	China
=16	University of Washington …	United States
18	The University of Tokyo …	Japan
19	The Hong Kong University of Science and Technology …	Hong Kong
20	Nanyang Technological University, Singapore (NTU) …	Singapore	6
=21	Cornell University …	United States
=21	The University of Edinburgh …	United Kingdom
23	University of British Columbia …	Canada
=24	EPFL – Ecole Polytechnique Federale de Lausanne …	Switzerland
=24	The University of Hong Kong …	Hong Kong
26	University of Texas at Austin …	United States
27	California Institute of Technology (Caltech) …	United States
28	Georgia Institute of Technology …	United States
29	Columbia University …	United States
30	University of Illinois at Urbana-Champaign …	United States
31	University of Waterloo …	Canada
32	New York University (NYU) …	United States
33	KAIST – Korea Advanced Institute of Science & Technology …	South Korea
34	Yale University …	United States
35	The Chinese University of Hong Kong (CUHK) …	Hong Kong
36	The Australian National University …	Australia	6
37	UCL (University College London) …	United Kingdom
38	Seoul National University …	South Korea
39	University of Pennsylvania …	United States
40	Technical University of Munich …	Germany
41	National Taiwan University (NTU) …	Taiwan
42	The University of New South Wales (UNSW Sydney) …	Australia	6
43	The University of Sydney …	Australia	6
44	University of California, San Diego (UCSD) …	United States
45	Shanghai Jiao Tong University …	China
46	University of Michigan …	United States
47	University of Maryland, College Park …	United States
48	Lomonosov Moscow State University …	Russia
49	Politecnico di Milano …	Italy
50	University of Southern California …	United States
51-100	Aarhus University …	Denmark
51-100	Boston University …	United States
51-100	City University of Hong Kong …	Hong Kong	6
51-100	Delft University of Technology …	Netherlands
51-100	Duke University …	United States
51-100	Ecole normale supérieure, Paris …	France
51-100	Fudan University …	China
51-100	Indian Institute of Technology Bombay (IITB) …	India
51-100	Indian Institute of Technology Delhi (IITD) …	India
51-100	Johns Hopkins University …	United States
51-100	KU Leuven …	Belgium
51-100	King’s College London …	United Kingdom
51-100	KIT, Karlsruhe Institute of Technology …	Germany
51-100	Korea University …	South Korea
51-100	KTH Royal Institute of Technology …	Sweden
51-100	Kyoto University …	Japan
51-100	Ludwig-Maximilians-Universität München …	Germany
51-100	McGill University …	Canada
51-100	Monash University …	Australia
51-100	National Tsing Hua University …	Taiwan
51-100	Pennsylvania State University …	United States
51-100	Pohang University of Science And Technology (POSTECH) …	South Korea
51-100	Politecnico di Torino …	Italy
51-100	Purdue University …	United States
51-100	RWTH Aachen University …	Germany
51-100	RMIT University …	Australia	5
51-100	Sapienza University of Rome …	Italy
51-100	Sungkyunkwan University (SKKU) …	South Korea
51-100	Technion – Israel Institute of Technology …	Israel
51-100	Technische Universität Berlin (TU Berlin) …	Germany
51-100	Vienna University of Technology …	Austria
51-100	The Hong Kong Polytechnic University …	Hong Kong
51-100	The University of Auckland …	New Zealand	6
51-100	The University of Manchester …	United Kingdom
51-100	The University of Queensland …	Australia
51-100	Tokyo Institute of Technology …	Japan
51-100	Universidade de São Paulo …	Brazil
51-100	Universidade Estadual de Campinas (Unicamp) …	Brazil
51-100	Alma Mater Studiorum – University of Bologna …	Italy
51-100	Universiti Malaya (UM) …	Malaysia
51-100	Universiti Sains Malaysia (USM) …	Malaysia	5
51-100	Universiti Teknologi Malaysia …	Malaysia	5
51-100	University of Amsterdam …	Netherlands
51-100	University of California, Irvine …	United States
51-100	University of Chicago …	United States
51-100	University of Massachusetts Amherst …	United States
51-100	University of Science and Technology of China …	China
51-100	University of Technology Sydney …	Australia	5
51-100	University of Wisconsin-Madison …	United States
51-100	Yonsei University …	South Korea
51-100	Zhejiang University …	China
101-150	Brown University …	United States
101-150	Ecole Polytechnique …	France
101-150	Eindhoven University of Technology …	Netherlands
101-150	Hanyang University …	South Korea
101-150	Humboldt-Universität zu Berlin …	Germany
101-150	Indian Institute of Technology Madras (IITM) …	India
101-150	Indiana University Bloomington …	United States
101-150	Lancaster University …	United Kingdom
101-150	London School of Economics and Political Science (LSE) …	United Kingdom
101-150	Nanjing University …	China
101-150	National Cheng Kung University (NCKU) …	Taiwan
101-150	National Chiao Tung University …	Taiwan
101-150	National Taiwan University of Science and Technology (Taiwan Tech) …	Taiwan
101-150	National Technical University of Athens …	Greece
101-150	North Carolina State University …	United States
101-150	Northwestern University …	United States
101-150	The Ohio State University …	United States
101-150	Osaka University …	Japan
101-150	Universidad Politécnica de Madrid …	Spain
101-150	Queensland University of Technology (QUT) …	Australia	5
101-150	Rice University …	United States
101-150	Simon Fraser University …	Canada
101-150	Technische Universität Darmstadt …	Germany
101-150	Tel Aviv University …	Israel
101-150	The University of Adelaide …	Australia
101-150	The University of Warwick …	United Kingdom
101-150	Universidad de Chile …	Chile
101-150	Universidad Nacional Autónoma de México (UNAM) …	Mexico
101-150	University of Milan …	Italy
101-150	University of Pisa …	Italy
101-150	Universität des Saarlandes …	Germany
101-150	Universitat Politècnica de Catalunya …	Spain
101-150	Université catholique de Louvain (UCL) …	Belgium
101-150	Université de Montréal …	Canada
101-150	Universiti Kebangsaan Malaysia (UKM) …	Malaysia	5
101-150	Universiti Putra Malaysia (UPM) …	Malaysia	5
101-150	University College Dublin …	Ireland
101-150	University of Alberta …	Canada
101-150	University of Birmingham …	United Kingdom
101-150	University of Bristol …	United Kingdom	6
101-150	University of California, Davis …	United States
101-150	University of Copenhagen …	Denmark
101-150	University of Glasgow …	United Kingdom	6
101-150	University of Helsinki …	Finland
101-150	University of Lisbon …	Portugal
101-150	University of Minnesota …	United States
101-150	University of North Carolina, Chapel Hill …	United States
101-150	University of Southampton …	United Kingdom
101-150	University of Zurich …	Switzerland
101-150	Uppsala University …	Sweden
101-150	Vrije Universiteit Amsterdam …	Netherlands
101-150	Waseda University …	Japan
151-200	Aalborg University …	Denmark	5
151-200	Aalto University …	Finland
151-200	Arizona State University …	United States
151-200	CentraleSupélec …	France
151-200	Chalmers University of Technology …	Sweden
151-200	Harbin Institute of Technology …	China
151-200	The Hebrew University of Jerusalem …	Israel
151-200	Indian Institute of Science …	India
151-200	Indian Institute of Technology Kanpur (IITK) …	India
151-200	Indian Institute of Technology Kharagpur (IIT-KGP) …	India
151-200	Instituto Politécnico Nacional (IPN) …	Mexico
151-200	Keio University …	Japan
151-200	Kyushu University …	Japan
151-200	Lund University …	Sweden	5
151-200	Michigan State University …	United States
151-200	National Sun Yat-sen University …	Taiwan
151-200	Pontificia Universidad Católica de Chile (UC) …	Chile
151-200	Queen Mary University of London …	United Kingdom
151-200	Queen’s University at Kingston …	Canada
151-200	Rheinische Friedrich-Wilhelms-Universität Bonn …	Germany
151-200	Ruprecht-Karls-Universität Heidelberg …	Germany
151-200	Saint Petersburg State University …	Russia
151-200	Technical University of Denmark …	Denmark
151-200	Technische Universität Dresden …	Germany
151-200	Texas A&M University …	United States
151-200	University of Nottingham …	United Kingdom
151-200	The University of Sheffield …	United Kingdom
151-200	The University of Western Australia …	Australia	6
151-200	Tohoku University …	Japan
151-200	Universidad Carlos III de Madrid (UC3M) …	Spain
151-200	Complutense University of Madrid …	Spain
151-200	Universidade Federal de Minas Gerais …	Brazil	4
151-200	Universitat de Barcelona …	Spain
151-200	Universität Stuttgart …	Germany
151-200	University of Vienna …	Austria
151-200	University of California, Santa Barbara (UCSB) …	United States
151-200	University of Canterbury …	New Zealand	5
151-200	University of Geneva …	Switzerland
151-200	University of Illinois, Chicago (UIC) …	United States
151-200	University of Oslo …	Norway
151-200	University of Otago …	New Zealand	6
151-200	University of Virginia …	United States
151-200	University of York …	United Kingdom
151-200	Utrecht University …	Netherlands
151-200	Victoria University of Wellington …	New Zealand	5
151-200	Virginia Polytechnic Institute and State University …	United States
151-200	Wuhan University …	China
151-200	Xi’an Jiaotong University …	China
201-250	Beijing Institute of Technology …	China
201-250	Cardiff University …	United Kingdom
201-250	Curtin University …	Australia	5
201-250	Czech Technical University in Prague …	Czech Republic
201-250	…
201-250	Freie Universitaet Berlin …	Germany
201-250	Huazhong University of Science and Technology …	China
201-250	Illinois Institute of Technology …	United States
201-250	Johannes Kepler University Linz …	Austria
201-250	King Fahd University of Petroleum & Minerals …	Saudi Arabia	5
201-250	King Saud University …	Saudi Arabia	5
201-250	Kyung Hee University …	South Korea
201-250	Macquarie University …	Australia	5
201-250	McMaster University …	Canada	6
201-250	National and Kapodistrian University of Athens …	Greece
201-250	National Central University …	Taiwan
201-250	National University of Ireland Galway …	Ireland	5
201-250	Newcastle University …	United Kingdom	6
201-250	Northeastern University …	United States
201-250	Norwegian University of Science And Technology …	Norway
201-250	Rutgers University–New Brunswick …	United States
201-250	Shanghai University …	China	4
201-250	Singapore Management University …	Singapore	5
201-250	Sun Yat-sen University …	China
201-250	Swinburne University of Technology …	Australia
201-250	TU Dortmund University …	Germany
201-250	Graz University of Technology …	Austria
201-250	Instituto Tecnológico y de Estudios Superiores de Monterrey …	Mexico	5
201-250	TELECOM ParisTech …	France
201-250	Trinity College Dublin, The University of Dublin …	Ireland
201-250	Universidad de Buenos Aires (UBA) …	Argentina
201-250	Universidade Federal do Rio de Janeiro …	Brazil
201-250	Universidade Federal do Rio Grande Do Sul …	Brazil
201-250	Università di Padova …	Italy
201-250	University of Trento …	Italy
201-250	Albert-Ludwigs-Universitaet Freiburg …	Germany
201-250	Université Pierre et Marie Curie (UPMC) …	France
201-250	University College Cork …	Ireland
201-250	The University of Arizona …	United States
201-250	University of Calgary …	Canada
201-250	University of Colorado Boulder …	United States
201-250	University of Groningen …	Netherlands
201-250	The University of Newcastle, Australia (UON) …	Australia
201-250	University of Pittsburgh …	United States
201-250	University of Porto …	Portugal
201-250	University of South Australia …	Australia	5
201-250	University of Victoria (UVIC) …	Canada
201-250	University of Waikato …	New Zealand	5
201-250	University of Wollongong …	Australia	5
201-250	Weizmann Institute of Science …	Israel
201-250	The University of Western Ontario …	Canada	5
251-300	Auckland University of Technology (AUT) …	New Zealand	5
251-300	Bauman Moscow State Technical University …	Russia
251-300	Beihang University (former BUAA) …	China
251-300	Beijing Normal University …	China
251-300	Beijing University of Technology …	China
251-300	Bogaziçi Üniversitesi …	Turkey
251-300	Brunel University London …	United Kingdom
251-300	Charles University …	Czech Republic
251-300	Chulalongkorn University …	Thailand
251-300	Concordia University …	Canada
251-300	Dartmouth College …	United States
251-300	Dublin City University …	Ireland
251-300	King Abdulaziz University (KAU) …	Saudi Arabia
251-300	Leiden University …	Netherlands
251-300	Linköping University …	Sweden
251-300	Middle East Technical University …	Turkey
251-300	Moscow Institute of Physics and Technology (MIPT / Moscow Phystech) …	Russia
251-300	Multimedia University (MMU) …	Malaysia
251-300	Nagoya University …	Japan
251-300	National Chung Hsing University …	Taiwan
251-300	National University of Sciences And Technology (NUST) Islamabad …	Pakistan
251-300	Novosibirsk State University …	Russia
251-300	Pontifícia Universidade Católica do Rio de Janeiro …	Brazil
251-300	Queen’s University Belfast …	United Kingdom
251-300	Rensselaer Polytechnic Institute …	United States
251-300	Royal Holloway University of London …	United Kingdom
251-300	Sogang University …	South Korea
251-300	Stockholm University …	Sweden
251-300	University of Granada …	Spain
251-300	University of Naples – Federico II …	Italy
251-300	Université du Québec …	Canada
251-300	Université Grenoble-Alpes …	France
251-300	Universite libre de Bruxelles …	Belgium
251-300	Université Paris-Sud …	France
251-300	Universiti Teknologi MARA – UiTM …	Malaysia	3
251-300	Universiti Teknologi Petronas (Petronas) …	Malaysia	5
251-300	University of California, Riverside …	United States
251-300	University of California, Santa Cruz …	United States
251-300	University of Coimbra …	Portugal	5
251-300	University of Florida …	United States
251-300	Ghent University …	Belgium
251-300	University of Leeds …	United Kingdom
251-300	University of Liverpool …	United Kingdom
251-300	University of Ottawa …	Canada
251-300	University of Surrey …	United Kingdom	5
251-300	University of Warsaw …	Poland
251-300	Vanderbilt University …	United States
251-300	Vrije Universiteit Brussel (VUB) …	Belgium
251-300	York University …	Canada
301-350	Aristotle University of Thessaloniki …	Greece
301-350	Beijing Jiaotong University …	China
301-350	Beijing University of Posts and Telecommunications …	China
301-350	Ben Gurion University of The Negev …	Israel
301-350	Brno University of Technology …	Czech Republic
301-350	Budapest University of Technology and Economics …	Hungary
301-350	City, University of London …	United Kingdom
301-350	Eberhard Karls Universität Tübingen …	Germany
301-350	University of Göttingen …	Germany
301-350	Hokkaido University …	Japan
301-350	Hong Kong Baptist University …	Hong Kong	5
301-350	Indian Institute of Technology Roorkee (IITR) …	India
301-350	Indian Statistical Institute …	India
301-350	Iowa State University …	United States
301-350	Istanbul Technical University …	Turkey
301-350	King Abdullah University of Science & Technology …	Saudi Arabia
301-350	Kyungpook National University …	South Korea
301-350	La Trobe University …	Australia
301-350	Loughborough University …	United Kingdom	6
301-350	National Chengchi University …	Taiwan	4
301-350	National Taipei University of Technology …	Taiwan
301-350	Oxford Brookes University …	United Kingdom
301-350	Renmin (People’s) University of China …	China
301-350	Tampere University of Technology …	Finland
301-350	Universitat Politècnica de València …	Spain
301-350	Universidade Federal de Pernambuco (UFPE) …	Brazil
301-350	University of Genoa …	Italy
301-350	University of Rome “Tor Vergata” …	Italy
301-350	Friedrich-Alexander-Universität Erlangen-Nürnberg …	Germany
301-350	Universität Hamburg …	Germany
301-350	Universität Leipzig …	Germany
301-350	Université Diderot Paris 7 …	France
301-350	University of Antwerp …	Belgium
301-350	University of Bergen …	Norway
301-350	University of Bern …	Switzerland
301-350	University of Essex …	United Kingdom
301-350	University of Kent …	United Kingdom
301-350	University of Milano-Bicocca …	Italy
301-350	University of Notre Dame …	United States
301-350	University of St Andrews …	United Kingdom
301-350	The University of Tennessee, Knoxville …	United States
301-350	University of Texas Dallas …	United States
301-350	University of Tsukuba …	Japan
301-350	University of Twente …	Netherlands
301-350	University of Utah …	United States
301-350	Warsaw University of Technology …	Poland
301-350	Washington University in St. Louis …	United States
301-350	Westfälische Wilhelms-Universität Münster …	Germany
301-350	Xidian University …	China
351-400	Athens University of Economics and Business …	Greece
351-400	Bandung Institute of Technology (ITB) …	Indonesia
351-400	Bilkent University …	Turkey
351-400	Cairo University …	Egypt
351-400	Carleton University …	Canada
351-400	Chung-Ang University (CAU) …	South Korea
351-400	City University of New York …	United States
351-400	COMSATS Institute of Information Technology …	Pakistan
351-400	Cranfield University …	United Kingdom
351-400	Durham University …	United Kingdom
351-400	Florida State University …	United States
351-400	George Mason University …	United States
351-400	George Washington University …	United States
351-400	Georgetown University …	United States
351-400	Goldsmiths, University of London …	United Kingdom	5
351-400	Institut polytechnique de Grenoble – Grenoble Institute of Technology …	France
351-400	Heriot-Watt University …	United Kingdom
351-400	ITMO University …	Russia
351-400	Kingston University, London …	United Kingdom
351-400	Maastricht University …	Netherlands
351-400	Massey University …	New Zealand	6
351-400	National Chung Cheng University …	Taiwan
351-400	National Research University Higher School of Economics (HSE University) …	Russia
351-400	National Taiwan Normal University …	Taiwan
351-400	Pusan National University …	South Korea
351-400	Radboud University …	Netherlands
351-400	Ruhr-Universität Bochum …	Germany
351-400	Shandong University …	China
351-400	Southeast University …	China
351-400	Stony Brook University, State University of New York …	United States
351-400	Syracuse University …	United States
351-400	Technische Universität Braunschweig …	Germany
351-400	The Open University …	United Kingdom
351-400	Universidad de Sevilla …	Spain
351-400	Universidad Técnica Federico Santa María (USM) …	Chile
351-400	Universidade Federal de Santa Catarina …	Brazil
351-400	University of Turin …	Italy
351-400	Universität Duisburg-Essen …	Germany
351-400	Universität Frankfurt am Main …	Germany
351-400	Université Paris-Dauphine, Université PSL …	France
351-400	University at Buffalo SUNY …	United States
351-400	University of Aberdeen …	United Kingdom
351-400	University of Bath …	United Kingdom
351-400	University of Cape Town …	South Africa
351-400	University of Luxembourg …	Luxembourg
351-400	University of Oulu …	Finland
351-400	University of Rochester …	United States
351-400	University of Strathclyde …	United Kingdom	5
351-400	Victoria University …	Australia
351-400	Washington State University …	United States
351-400	Wroclaw University of Science and Technology (WRUST) …	Poland
401-450	Academy of Sciences of the Czech Republic …	Czech Republic
401-450	Anna University …	India
401-450	Bar-Ilan University …	Israel
401-450	College of William & Mary …	United States
401-450	Dalhousie University …	Canada	5
401-450	Dalian University of Technology …	China
401-450	Ecole Normale Supérieure de Cachan …	France
401-450	École Normale Supérieure de Lyon …	France
401-450	Ewha Womans University …	South Korea
401-450	Feng Chia University …	Taiwan
401-450	Indian Institute of Technology Guwahati (IITG) …	India
401-450	International Islamic University Malaysia (IIUM) …	Malaysia	4
401-450	Jadavpur University …	India
401-450	Jilin University …	China
401-450	Kobe University …	Japan
401-450	Konkuk University …	South Korea
401-450	Lahore University of Management Sciences (LUMS) …	Pakistan
401-450	Peter the Great Saint-Petersburg Polytechnic University …	Russia
401-450	Pontifícia Universidade Católica do Rio Grande do Sul (PUCRS) …	Brazil
401-450	Quaid-i-Azam University …	Pakistan
401-450	Sejong University …	South Korea
401-450	South China University of Technology …	China
401-450	Stevens Institute of Technology …	United States
401-450	Tongji University …	China
401-450	Universidad de los Andes …	Colombia	4
401-450	University of Florence …	Italy
401-450	Università degli Studi di Pavia …	Italy
401-450	Università degli studi Roma Tre …	Italy
401-450	Bielefeld University …	Germany
401-450	Universität Bremen …	Germany
401-450	Universität Innsbruck …	Austria
401-450	Universität Konstanz …	Germany
401-450	Université Nice Sophia Antipolis …	France
401-450	Université Paris 1 Panthéon-Sorbonne …	France
401-450	Université Paul Sabatier Toulouse III …	France
401-450	USI Università della Svizzera italiana …	Switzerland
401-450	University of Connecticut …	United States
401-450	University of Delhi …	India
401-450	University of Houston …	United States
401-450	University of Limerick …	Ireland
401-450	University of Massachusetts – Boston …	United States
401-450	University of New Mexico …	United States
401-450	University of Patras …	Greece
401-450	University of Pretoria …	South Africa
401-450	University of Reading …	United Kingdom
401-450	University of Sussex …	United Kingdom
401-450	University of Tartu …	Estonia
401-450	Western Sydney University …	Australia	4
401-450	WU (Vienna University of Economics and Business) …	Austria
451-500	AGH University of Science and Technology …	Poland
451-500	Ajou University …	South Korea
451-500	American University of Beirut (AUB) …	Lebanon
451-500	Asian Institute of Technology, Thailand …	Thailand
451-500	Birkbeck, University of London …	United Kingdom
451-500	Brigham Young University …	United States
451-500	Chonbuk National University …	South Korea
451-500	Colorado State University …	United States
451-500	Dublin Institute of Technology …	Ireland
451-500	Emory University …	United States
451-500	Eötvös Lorànd University …	Hungary
451-500	Griffith University …	Australia	5
451-500	Gwangju Institute of Science and Technology (GIST) …	South Korea
451-500	Koç University …	Turkey
451-500	Leibniz Universität Hannover …	Germany
451-500	Lulea University …	Sweden
451-500	Nanjing University of Aeronautics and Astronautics …	China
451-500	Nanjing University of Science and Technology …	China
451-500	Northeastern University (China) …	China
451-500	Ryerson University …	Canada
451-500	Sabanci University …	Turkey
451-500	Temple University …	United States
451-500	Tufts University …	United States
451-500	Universidad Autónoma de Nuevo León …	Mexico
451-500	Universidad de Guadalajara (UDG) …	Mexico	4
451-500	University of Navarra …	Spain
451-500	UNESP …	Brazil
451-500	Universidade Federal de São Carlos (UFSCAR) …	Brazil
451-500	University of Bordeaux …	France
451-500	Université de Montpellier …	France
451-500	Université de Strasbourg …	France
451-500	Université Lille 1, Sciences et Technologies …	France
451-500	Université Paris Descartes …	France
451-500	Universiti Tenaga Nasional (UNITEN) …	Malaysia
451-500	Universiti Tunku Abdul Rahman (UTAR) …	Malaysia
451-500	Universiti Utara Malaysia (UUM) …	Malaysia	4
451-500	University of Basel …	Switzerland
451-500	University of Central Florida …	United States
451-500	University of Electronic Science and Technology of China …	China
451-500	The University of Exeter …	United Kingdom	5
451-500	University of Haifa …	Israel
451-500	University of Kansas …	United States
451-500	University of Leicester …	United Kingdom
451-500	University of Ljubljana …	Slovenia
451-500	University of Maryland, Baltimore County …	United States
451-500	University of Miami …	United States
451-500	University of Nebraska-Lincoln …	United States
451-500	University of Science and Technology Beijing …	China
451-500	University of South Florida …	United States	4
451-500	Worcester Polytechnic Institute …	United States
451-500	Xiamen University …	China

Ranking 501 of 501

QS Topuniversities 2017 Ranking for

Computer Science & Information Systems

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