ProjInst.net - Vladimir Batagelj

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Analysis of European Projects on Simulation Vladimir Batagelj University of Ljubljana Slovenia

The Age of Simulation 2006 Linz, January 12-14, 2006 &

% version: 13. Jan 2006 / 05 : 32

V. Batagelj: Analysis of European Projects on Simulation

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Outline 1 Some technical details . . . . . . . . . . . . . . . . . . . . . .

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2 Some technical details – network multiplication . . . . . . . . .

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3 Some technical details – deleted projects . . . . . . . . . . . . .

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4 Analysis of ProjInst.net . . . . . . . . . . . . . . . . . .

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5 Analysis of ProjInst.net . . . . . . . . . . . . . . . . . .

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6 Analysis of Countries.net . . . . . . . . . . . . . . . . . .

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The Age of Simulation 2006, Linz, January 12-14, 2006

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Some technical details The EU projects datasets gives us an opportunity to apply some of the options implemented in Pajek in the last year. The data were collected by FAS in the form of Excel table stored on the textfile RuthDELmain.csv. The rows are the projects and colomns correspond to different properties of projects. I produced from this table three two-mode networks using J¨urgen’s Text2Pajek program: • project.net – idents × projects = P • country.net – idents × countries = C • institution.net – idents × institutions = U |idents| = 8869, 60.

|projects| = 933,

|institutions| = 3438,

|countries| =

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Some technical details – network multiplication Since all three networks have the common set (idents) we can derive from them using network multiplication several interesting networks: • ProjInst.net – projects × institutions W = PT ? U • Countries.net – countries × countries S = CT ? C • Institutions.net – institutions × institutions Q = WT ? W • ...

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Some technical details – deleted projects Some projects (27) from original data set have to be deleted – in the final data set RuthDELmain they were marked as deleted. When producing two-mode networks I could first physicaly delete them. Instead of this, I used another approach: I produced the cluster CD of deleted idents and from it a two-mode matrix D (idents × idents; not implemented yet in Pajek). Matrix D is a ’diagonal’ matrix with value 1 for idents not belonging to CD and 0 otherwise. Using matrix D we can determine the network ProjInst.net by W = PT ? D ? U – the deleted idents don’t contribute to the network.

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Analysis of ProjInst.net For identifying important parts of ProjInst.net I first computed the 4-rings weights and in the obtained network I determined the line islands Net/Count/4-rings/Undirected Net/Partitions/Islands/Line Weights[Simple [2,200]

We obtain 101 islands. I extracted 18 islands of the size at least 5. There are two most important islands: aviation companies and car companies. In labels I used a new option \n. For analysis of two-mode networks we can use also (p, q)−cores.

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Analysis of ProjInst.net ARMINES

PSI FUR PRODUKTE UND SYS.E DER INFORMATIONSTECH. BICC GENERAL CABLE

TQT SRL ESI SOFTWARE SA CHALMERS TEKNISKA HOEGSKOLA

28283 COLOPLAST A/S

MTU AERO ENGINES

25525 FRAUENHOFER INST. FUER PRODUKTIONSTECH. UND AUTOMATISIERUNG

EADS DE

LMS UMWELTSYS.E, DIPL. ING. DR. HERBERT BACK

BAE SYSTEMS

29817

DASSAULT AVIATION

C. R. FIAT S.C.P.A. NL ORG. FOR APPLIED SCIENTIFIC RESEARCH - TNO

BARTENBACH 501084 POLYMAGE SARL

G4RD-CT-2002-00836 G4MA-CT-2002-00022 STICHTING NATIONAAL LUCHT OFFICE NAT. DETUDES ET DE REC. AEROSPATIALES BRPR987001 G4RD-CT-2000-00178 502896 G4RD-CT-2001-00403 G4RD-CT-2002-00795

MSO CONCEPT INNOVATION + SOFTWARE

7210-PR/163

ROSENHEIMER GLASTECH. ENK6-CT-2002-30023 RUDOLF BRAUNS AND CO. KG SHERPA ENGINEERING SARL

502889

CENTRE DE RECH. METALLURG.

506503 MECALOG SARL 506257 INST. NAT. DE RECHERCHE SUR LES TRANSPORTS ET LEUR SCURIT

INST. SUPERIOR TECNICO

502842 AIRBUS FRANCE SAS ALENIA AERONAUTICA SPA

TRUMPF-BLUSEN-KLEIDER WALTER GIRNER UND CO. KG

BARCO NV

7215-PP/031

EA TECH. LTD

SNECMA MOTEURS SA

AIRBUS DEUTSCHLAND 502917 502909 NAT. TEC. UNIV. OF ATHENS

INST. FUER TEXTIL UND VERFAHRENSTECH. DENKENDORF KBC MANUFAKTUR, KOECHLIN, BAUMGARTNER UND CIE. AG

VOLKSWAGEN AG

EUROCOPTER S.

AIRBUS UK LIMITED

IST-2000-29207

TESSITURA LUIGI SANTI SPA

DAIMLER CHRYSLER AG

BUURSKOV DE ZENTRUM FUER LUFT UND RAUMFAHRT E.V.

G4RD-CT-2000-00395 7210-PR/233 INST. DE RECHERCHES DE LA SIDERURGIE FR T3.2/99

CATALYSE SARL

VOEST-ALPINE STAHL

EVG3-CT-2002-80012

THYSSENKRUPP STAHL A.G. DISENO DE SISTEMAS EN SILICIO

CENTRE FOR EUROP. ECONOMIC SMT4982223

ILEVO AB

7210-PR/095

FONDAZIONE ENI - ENRICO MATTEI

IST-2001-35358

CSTB

JERNKONTORET

UNIV. DER BUNDESWEHR MUENCHEN

CHIPIDEA - MICROELECTRONICA, S.A.

BUILDING RESEARCH LANDIS & GYR - EUROPE AG OESTERREICHISCHER BERGRETTUNGSDIENST IFEN GES. FUER SATELLITENNAVIGATION JOE3980089 WYKES ENGINEERING COMPANY IST-2000-30158

ENEL.IT

UNIV. PANTHEON-ASSAS - PARIS II SSAB TUNNPL¯T 7215-PP/034

LH AGRO EAST S.R.O. TECHNOFARMING S.R.L.

T3.5/99

LESPROJEKT SLUZBY S.R.O. BAYER. ROTES KREUZ

ENERGY RESEARCH CENTRE NL

RESEARCH INST. OF THE FINNISH ECONOMY QLK6-CT-2002-02292

HELP SERVICE REMOTE SENSING

CINAR LTD.

INST. CARTOGRAFIC DE CATALUNYA

HPSE-CT-2002-00108

THE AARHUS SCHOOL OF BUSINESS MEFOS, FOUNDATION FOR METALLURGICAL RESEARCH HPSE-CT-2002-00143

IST-2000-28177

BRITISH STEEL UNIV. OF MACEDONIA 7210-PR/142 JOR3980200 FRAUENHOFER INST. FUER AGRO-SAT CONSULTING MATERIALFLUSS UND LOGISTIK DATASYS S.R.O. UNIV. OF ABERDEEN ENK5-CT-2000-00335 ORAD HI TEC SYS. POLAND CENTRE DE ROBOTIQUE FRIMEKO INT. AB CRE GROUP LTD. MJM GROUP, A.S. INOX PNEUMATIC AS BBL DFA DE FERNSEHNACHRICHTEN AGENTUR TPS TERMISKA PROCESSER AB PROLEXIA KOMMANDITGES. HAMBURG 1 A.S.M. S.A. ZAMISEL D.O.O IST-1999-56418 FERNSEHEN BETEILIGUNGS & CO INGENIORHOJSKOLEN HELSINGOR TEKNIKUM DPME ROBOTICS AB GATE5 AG 511758

INDUSTRIAS ROYO LKSOFTWARE

IST-2000-30082 WISDOM TELE VISION

SPORTART

BRST985352

UAB LKSOFT BALTIC

ALBERTSEN & HOLM AS

ASM - DIMATEC INGENIERIA FFT ESPANA TECH. DE AUTOMOCION,

YAHOO! DEOSAUHING EETRIUKSUS

EDAG ENGINEERING + DESIGN

SVETS & TILLBEHOR AB

SUPERELECTRIC DI CARLO PAGLIALUNGA & C. SAS IST-1999-57451 OK GAMES DI ALESSANDRO CARTA

ENERGITEKNIK HEATEX AB UNIV. DE ZARAGOZA

BROD THOMASSON GUNNESTORPS SMIDE & MEKANISKA AB

Pajek

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Analysis of Countries.net To obtain picture in which the stronger lines cover weaker lines we have to sort them

Kazakhstan Afghanistan

Japan Azerbaijan

Georgia

Morocco

Liechtenstein

Ecuador

India Uzbekistan

Armenia

Net/Transform/Sort

Iceland

Belarus

Tunisia Jordan

Canada

Lebanon

France

lines/Line values/Ascending

Algeria

United Kingdom Italia The Netherlands

Russian F. Finland Moldavia

China

Turkey Greece Germany Portugal Spain Switzerland

Turkmenistan

Cyprus

Sweden

Denmark

Thailand

Israel

Austria

Estonia Slovakia USA

Belgium Poland

Croatia Luxembourg Latvia

Malta

Norway

Slovenia Ireland

Bulgaria Czech R. Lithuania

Ukraine

Serbia-Montenegro Macedonia

Hungary Romania Albania

For dense (sub)networks we get better visualization by using matrix display. In this case I also recoded values (2,10,50). To determine clusters I used Ward’s clustering procedure with dissimilarity measure d5 (corrected Euclidean distance).

Pajek

The permutation determined by hierarchy can often be improved by changing the positions of clusters – for the New Year 2006 Andrej added this option in Pajek. We get a typical center-periphery structure.

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Analysis of Countries.net Pajek - shadow [0.00,4.00]

Ecuador Thailand Armenia Turkmenist Uzbekistan Moldavia Japan Kazakhstan Azerbaijan India Macedonia Albania Liechtenst Serbia-Mon Iceland Canada Estonia China Belarus Georgia Tunisia Lebanon Jordan Algeria Malta Morocco Afghanista Luxembourg Croatia Latvia Lithuania Cyprus Turkey Bulgaria Ukraine Slovenia Romania Slovakia USA Portugal Denmark Poland Finland Switzerlan Austria Czech R. Ireland Norway Hungary Israel Russian F. Sweden Greece Belgium Spain The Nether France United Kin Germany Italia

Ecuador Thailand Armenia Turkmenist Uzbekistan Moldavia Japan Kazakhstan Azerbaijan India Macedonia Albania Liechtenst Serbia-Mon Iceland Canada Estonia China Belarus Georgia Afghanista Morocco Malta Tunisia Lebanon Jordan Algeria Croatia Latvia Lithuania Luxembourg Cyprus Turkey Bulgaria Ukraine Slovenia Romania Slovakia USA Russian F. Israel Hungary Ireland Czech R. Norway Poland Finland Portugal Denmark Switzerlan Austria Sweden Greece Belgium Spain The Nether Italia France United Kin Germany

Pajek - Ward [0.00,4785.14]

Ecuador Thailand Armenia Turkmenist Uzbekistan Moldavia Japan Kazakhstan Azerbaijan India Macedonia Albania Liechtenst Serbia-Mon Iceland Canada Estonia China Belarus Georgia Afghanista Morocco Malta Tunisia Lebanon Jordan Algeria Croatia Latvia Lithuania Luxembourg Cyprus Turkey Bulgaria Ukraine Slovenia Romania Slovakia USA Russian F. Israel Hungary Ireland Czech R. Norway Poland Finland Portugal Denmark Switzerlan Austria Sweden Greece Belgium Spain The Nether Italia France United Kin Germany

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Analysis of Institutions.net FEGSNCODE INT. HERMSDORFER INST. FUER TECH. HAHN-SCHICKARD-GES. BEHR & CO. SULZER TECH. AG, SULZER AWE PLC INNOTEC GKSSMARKETS - FORSCHUNGSZENTRUM GEESTHACHT NLSE AND VERENIGDE SCHEEPSBOUW BUREAUS B.V. PD & E AUTOMOTIVE B.V. STRUCTURAL INTEGRITY ASSESSMENTS LTD MERITOR HEAVY VEHICLE BRAKING SYS. - UK LTD FEMSYS LTD CORK INST. OF TECHNOLOGY TECHNISCH ADVIESBUREAU N.V. TECHSOFT ENGINEERING S.R.O. STAVANGER UNIV. COLLEGE ABS CONSULTING MARITIME HYDRAULICS AS ALTAIR ENGINEERING NUMERICAL ANALYSIS AND DESIGN NOKIA & CO KG FOKKER SPACE BV MOBILE PHONES LTD ANAKON MSC SOFTWARE DR THELLEN LULEAA MANNESMANN UNIV. OF TECH.VDO AG TEKNOLOGI WILDE NORUT AND PARTNERS LTDA.S. EUROP. SPACE AGENCY MECAS S.R.O. OXFORD BROOKES UNIV. WS ATKINS CONSULTANTS LTD. INTES - INGENIEURGES. FUER TECH. SOFTWARE SAFE TECH. NAFEMS LTD.RAZAK RESEARCH CENTRE LTD. TUN ABDUL DSAMTECH C WHITE SA & PARTNERS LTD ACCESS E.V. UNIV. OF SPLIT UNIV. OF DURHAM DUNLOP STANDARD AEROSPACEFUER GROUP FORSCHUNGSGES. TECH. MECHANIK - FEMCOS INGENIEURBUERO MBH ST MECANICA APLICADA S.L. UNIV. DEGLI STUDI DI NAPOLI SKF R & D COMPANY B.V. UND PARTNER AVIO S.P.A. MERKLE ROYAL INST.FRANCE OF TECH. AIRBUS SAS FINITE NEW ELEMENT ANALYSIS LTD. LTD TECH. ENGINEERING CENTRE NAT. DE LA RECHERCHE SCIENTIFIQUE UNIV. OF GREENWICH QUEENS UNIV. BELFAST DEP. OF ENVIRONMENT, TRANSPORT AND THE REGIONS FRAUENHOFER INST. FUER BIOMEDICAL ENGINEERING UNIV. OF LEEDS

To identify the most important institutions I first computed pS -cores vector and use it to determine the corresponding vertex islands. I got essentially one large island. Again the corresponding subnetwork is very dense. I prepared also a matrix display.

A. UNIV. THESSALONIKI INBIS TECH. LTD UNIV. DEGLI STUDI DI TRIESTE LEUVEN MEASUREMENTS AND SYS. INT. NV INGENIEURBUERO FUER TRAGWERKSPLANUNG CENTRE INT. LENGINYERIA PRINCIPIA INGENIEROS CONSULTORES CAESAR SYSTEMS LTD IFP SICOMP AB TRL QINETIQ

DAMT LTD ATOS ORIGIN ENG. EASI ENGINEERING NAT. SOFISTK NUCLEARAG CORP. LTD. RANDOM LOADING DESIGN EATEC LTD

TECNOLOGIAS CAE AVANZADAS S.L. UNIV. OF GLASGOW ROCKFIELD SOFTWAREDESIGN LTD. VOLVO AERO CORP. AB INTEGRATED & ANALYSIS CONSULTANTS LTD FUNDACION INASMET JOZEF STEFAN INST. C. R. FIAT S.C.P.A. DE MONTFORT UNIV. TEC. UNIV. V KOSICIACH UNIV. OF MANCHESTER CRANFIELD UNIVERSITY UNIV. CATHOLIQUE DE LOUVAIN UNIV.E DO MINHO KATHOLIEKE HOGESCHOOL SINT-LIEVEN INST. NAT. POLITEC. DE TOULOUSE CONSULTANTS LIMITED UNIV.CREA HANNOVER NAT. UNIV. OF IRELAND, MAYNOOTH CZECH TECH. UNIV. OF PRAGUE UNIV. STRATHCLYDE BAEOF SYSTEMS CHALMERS TEKNISKA HOEGSKOLA ENTE PER LE NUOVE TECNOLOGIE UNIV. TWENTE GERMAN AEROSPACE CENTRE NL ORG. FOR APPLIED SCIENTIFIC RESEARCH ENGIN SOFT TRADING- TNO SRL ERASMUS UNIV. ROTTERDAM UNIV. OF PAISLEY GIFFORD AND PARTNERS LTD. OTTO VON GUERICKE MAGDEBURG UNIV. CONSEJO SUP. DE INVEST.CIENTIFICAS UNIV. OF NOTTINGHAM UNIV. OF NEWCASTLE UPON TYNE UNIV. DORTMUND FUNDACION LABEIN UNIV. DEGLI STUDI DI PADOVA C. SVILUPPO MATERIALI POLITECNICO DI TORINO CAD - FEM UNIV. DE GRANADA FRIEDRICH-SCHILLER-UNIV. UNIV. PAUL SABATIER DE TOULOUSE III JENA UNIV. WIEN KINGS COLLEGE LONDON BULGARIAN ACAD. OF SCIENCES DATAMED HEALTHCARE INF. SYS. KATHOLIEKE UNIV. LEUVEN SENTIENT MACHINE RESEARCH B.V. NAT. TEC. UNIV. OF ATHENS POLISH ACAD. OF SCIENCES TSS -OF TRANSPORT SYS. S.L. STICHTING UNIV. BOURNEMOUTH NYENRODE UNIV.SIMULATION UNIV. BRISTOL ELITE EUROP. LAB FOR INTELLIGENT SOFTECO SISMATTECH. INST. DALLE MOLLE DI STUDI SULLIA INST. OF INFORMATION TECH.S UNIV. POLITEC. DE CATALUNYA UNIV. DE VALLADOLID BELIMO AUTOMATION RISOE NAT. LAB UNIV. DE GIRONA FACULTY OF ELECTRICAL ENGINEERING INST. SUPERIOR TECNICO TEKNILLINEN RAUTARUUKKI OY KORKEAKOULU TEKNISKE UNIV. THE UNIV.ENERGY COURT RESEARCH OF THE UNIV. OFDANMARKS ABERDEEN CHRYSLER AG CENTRE NL TECH. UNIV.DAIMLER DELFT ASS. RECH. SCIENTIFIQUE HELSINKI UNIV. OF TECH. COVENTRY UNIVERSITY DAEDALUS INFORMATICS UNIV. OF THE AEGEANLTD INST. NAT. DE RECHERCHE SUR LES TRANSPORTS ET LEUR SCURIT LOUGHBOROUGH UNIV. OF TECH. UNIV. POLITEC. DE MADRID BRITISH TELEC. UNIV. GENT STICHTING NEURALE NETWERKEN UNIVERZA V MARIBORU UNIV. OF CYPRUS UNIV. OF CHEMICAL TECH. AND METALLURGY UNIV. OF SHEFFIELD UNIV. DE LA LAGUNA FL-SOFT V/JENS JOERGEN OESTERGAARD UNIV. OF CRETE SOFIISKI UNIV. SVETI KLIMENT OHRIDSKI UNIV.E UNIV. AABO AKADEMI U DE COIMBRA ALLOGG AB OF ULSTER UNIVERSITY LONDON UNIV. PARIS VICITY PIERRE ET MARIE CURIE MOMATEC UNIV. OF JYVASKYLA UNIV. DEGLI STUDI DI GENOVA SIEMENS BUILDING TECH.S AG AS. CONOCIMIENTO UNIV. VAN AMSTERDAM TRENTCLAUSTHAL UNIV. TECH. UNIV. UNIV. OF APPLIEDNOTTINGHAM SCIENCES ZITTAU/GOERLITZ POLITECNICO DI BARI UNIV. OF WALES, ABERYSTWYTH AUSTRIAN INST. AIOF ZAGREB UNITARY ENTERPRISE ALL-RUSSIAN SCIENTIFIC CENTER UNIV.FED. PARIS-DAUPHINE UNIV. INST. FUER NATURSTOFF-FORSCHUNG E.V. GOETHEUNIV. UNIV. FRANKFURT AM MAIN UNIV.SKLINIKUM AACHEN OF OULU MIT-MANAGEMENT INTELLIGENTER START ENGINEERING JSCOTECH.N

Pajek

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Analysis of Institutions.net

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ALLOGG AB AS. CONOCI ASS. RECH. AUSTRIAN I BELIMO AUT COVENTRY U DAEDALUS I DATAMED H FACULTY OF FED. UNITA FL-SOFT V/ INST. OF I GOETHE UNI MIT-MANAGE MOMATEC NAT. UNIV. NOTTINGHAM POLITECNIC SENTIENT M SIEMENS BU SOFIISKI U START ENGI STICHTING STICHTING THE UNIV. UNIV. DE L UNIV.SKLIN UNIV. DE G UNIV. PARI UNIV. OF A UNIV. OF C UNIV. OF C UNIV. OF W UNIV. OF Z INST. DALL RAUTARUUKK UNIV.E DE UNIV. OF U SOFTECO SI UNIV. GENT TSS - TRAN UNIV. DE G UNIV. DE V UNIVERZA V UNIV. PAUL TECH. UNIV UNIV. WIEN UNIV. VAN ENERGY RES TEKNILLINE DE MONTFOR CITY UNIVE UNIV. OF J AABO AKADE RISOE NAT. KINGS COLL UNIV. DORT FRIEDRICHUNIV. OF C INST. NAT. BULGARIAN ENTE PER L LOUGHBOROU HELSINKI U CRANFIELD UNIV. CATH OTTO VON G UNIV. DEGL UNIV. OF O UNIV. OF T ELITE EURO ERASMUS UN INST. FUER UNIV. PARI BRITISH TE BOURNEMOUT UNIV. OF B UNIV. OF S DANMARKS T DAIMLER CH INST. NAT. INST. SUPE POLITECNIC POLISH ACA UNIV. POLI NAT. TEC. CONSEJO SU KATHOLIEKE UNIV. TWEN TECH. UNIV UNIV. POLI CENTRE NAT TEC. UNIV. UNIV. OF P FUNDACION JOZEF STEF CZECH TECH UNIV. OF N UNIV. OF S BAE SYSTEM UNIV. OF M ABS CONSUL ALTAIR ENG ANAKON ATOS ORIGI AWE PLC BEHR & CO CAESAR SYS CORK INST. CREA CONSU D C WHITE DAMT LTD DEP. OF E DR THELLEN DUNLOP STA EASI ENGIN EATEC LTD FEMSYS LTD FOKKER SPA FORSCHUNGS GIFFORD AN HAHN-SCHIC HERMSDORFE INBIS TECH INGENIEURB INTEGRATED KATHOLIEKE MANNESMANN MARITIME H MECAS S.R. MERITOR HE MERKLE UND NAFEMS LTD NCODE INT. NLSE VEREN NEW TECH. NOKIA MOBI NORUT TEKN NUMERICAL OXFORD BRO PD & E AUT RANDOM LOA SAFE TECH. SKF R & D SOFISTK AG ST MECANIC STAVANGER STRUCTURAL SULZER MAR TECHNISCH TECHSOFT E TECNOLOGIA TUN ABDUL UNIV.E DO UNIV. OF S WILDE AND FRAUENHOFE GKSS - FOR NAT. NUCLE UNIV. OF D ENGIN SOFT FEGS IFP SICOMP INTES - IN UNIV. DEGL PRINCIPIA FINITE ELE ROCKFIELD WS ATKINS ROYAL INST UNIV. HANN UNIV. DEGL UNIV. OF G UNIV. OF N CAD - FEM C. SVILUPP TRL LEUVEN MEA A. UNIV. T GERMAN AER CENTRE INT UNIV. DEGL QINETIQ UNIV. OF L FUNDACION ACCESS E.V EUROP. SPA UNIV. OF G SAMTECH SA VOLVO AERO AVIO S.P.A MSC SOFTWA LULEAA UNI QUEENS UNI AIRBUS FRA C. R. FIAT NL ORG. FO CHALMERS T

Pajek - shadow [0.00,6.00] ALLOGG AB AS. CONOCI ASS. RECH. AUSTRIAN I BELIMO AUT COVENTRY U DAEDALUS I DATAMED H FACULTY OF FED. UNITA FL-SOFT V/ INST. OF I GOETHE UNI MIT-MANAGE MOMATEC NAT. UNIV. NOTTINGHAM POLITECNIC SENTIENT M SIEMENS BU SOFIISKI U START ENGI STICHTING STICHTING THE UNIV. UNIV. DE L UNIV.SKLIN UNIV. DE G UNIV. PARI UNIV. OF A UNIV. OF C UNIV. OF C UNIV. OF W UNIV. OF Z INST. DALL RAUTARUUKK UNIV.E DE UNIV. OF U SOFTECO SI UNIV. GENT TSS - TRAN UNIV. DE G UNIV. DE V UNIVERZA V UNIV. PAUL TECH. UNIV UNIV. WIEN UNIV. VAN ENERGY RES TEKNILLINE DE MONTFOR CITY UNIVE UNIV. OF J AABO AKADE RISOE NAT. KINGS COLL UNIV. DORT FRIEDRICHUNIV. OF C INST. NAT. BULGARIAN ENTE PER L LOUGHBOROU HELSINKI U CRANFIELD UNIV. CATH OTTO VON G UNIV. DEGL UNIV. OF O UNIV. OF T ELITE EURO ERASMUS UN INST. FUER UNIV. PARI BRITISH TE BOURNEMOUT UNIV. OF B UNIV. OF S DANMARKS T DAIMLER CH INST. NAT. INST. SUPE POLITECNIC POLISH ACA UNIV. POLI NAT. TEC. CONSEJO SU KATHOLIEKE UNIV. TWEN TECH. UNIV UNIV. POLI CENTRE NAT TEC. UNIV. UNIV. OF P FUNDACION JOZEF STEF CZECH TECH UNIV. OF N UNIV. OF S BAE SYSTEM UNIV. OF M C. R. FIAT NL ORG. FO CHALMERS T SAMTECH SA VOLVO AERO AVIO S.P.A MSC SOFTWA LULEAA UNI QUEENS UNI AIRBUS FRA CAD - FEM C. SVILUPP TRL LEUVEN MEA A. UNIV. T GERMAN AER CENTRE INT UNIV. DEGL QINETIQ UNIV. OF L FUNDACION ACCESS E.V EUROP. SPA UNIV. OF G UNIV. DEGL UNIV. OF G UNIV. OF N FINITE ELE ROCKFIELD WS ATKINS ROYAL INST UNIV. HANN FRAUENHOFE GKSS - FOR NAT. NUCLE UNIV. OF D ENGIN SOFT FEGS IFP SICOMP INTES - IN UNIV. DEGL PRINCIPIA ABS CONSUL ALTAIR ENG ANAKON ATOS ORIGI AWE PLC BEHR & CO CAESAR SYS CORK INST. CREA CONSU D C WHITE DAMT LTD DEP. OF E DR THELLEN DUNLOP STA EASI ENGIN EATEC LTD FEMSYS LTD FOKKER SPA FORSCHUNGS GIFFORD AN HAHN-SCHIC HERMSDORFE INBIS TECH INGENIEURB INTEGRATED KATHOLIEKE MANNESMANN MARITIME H MECAS S.R. MERITOR HE MERKLE UND NAFEMS LTD NCODE INT. NLSE VEREN NEW TECH. NOKIA MOBI NORUT TEKN NUMERICAL OXFORD BRO PD & E AUT RANDOM LOA SAFE TECH. SKF R & D SOFISTK AG ST MECANIC STAVANGER STRUCTURAL SULZER MAR TECHNISCH TECHSOFT E TECNOLOGIA TUN ABDUL UNIV.E DO UNIV. OF S WILDE AND ALLOGG AB AS. CONOCI ASS. RECH. AUSTRIAN I BELIMO AUT COVENTRY U DAEDALUS I DATAMED H FACULTY OF FED. UNITA FL-SOFT V/ INST. OF I GOETHE UNI MIT-MANAGE MOMATEC NAT. UNIV. NOTTINGHAM POLITECNIC SENTIENT M SIEMENS BU SOFIISKI U START ENGI STICHTING STICHTING THE UNIV. UNIV. DE L UNIV.SKLIN UNIV. DE G UNIV. PARI UNIV. OF A UNIV. OF C UNIV. OF C UNIV. OF W UNIV. OF Z INST. DALL RAUTARUUKK UNIV.E DE UNIV. OF U SOFTECO SI UNIV. GENT TSS - TRAN UNIV. DE G UNIV. DE V UNIVERZA V UNIV. PAUL TECH. UNIV UNIV. WIEN UNIV. VAN ENERGY RES TEKNILLINE DE MONTFOR CITY UNIVE UNIV. OF J AABO AKADE RISOE NAT. KINGS COLL UNIV. DORT FRIEDRICHUNIV. OF C INST. NAT. BULGARIAN ENTE PER L LOUGHBOROU HELSINKI U CRANFIELD UNIV. CATH OTTO VON G UNIV. DEGL UNIV. OF O UNIV. OF T ELITE EURO ERASMUS UN INST. FUER UNIV. PARI BRITISH TE BOURNEMOUT UNIV. OF B UNIV. OF S DANMARKS T DAIMLER CH INST. NAT. INST. SUPE POLITECNIC POLISH ACA UNIV. POLI NAT. TEC. CONSEJO SU KATHOLIEKE UNIV. TWEN TECH. UNIV UNIV. POLI CENTRE NAT TEC. UNIV. UNIV. OF P FUNDACION JOZEF STEF CZECH TECH UNIV. OF N UNIV. OF S BAE SYSTEM UNIV. OF M C. R. FIAT NL ORG. FO CHALMERS T SAMTECH SA VOLVO AERO AVIO S.P.A MSC SOFTWA LULEAA UNI QUEENS UNI AIRBUS FRA CAD - FEM C. SVILUPP TRL LEUVEN MEA A. UNIV. T GERMAN AER CENTRE INT UNIV. DEGL QINETIQ UNIV. OF L FUNDACION ACCESS E.V EUROP. SPA UNIV. OF G UNIV. DEGL UNIV. OF G UNIV. OF N FINITE ELE ROCKFIELD WS ATKINS ROYAL INST UNIV. HANN FRAUENHOFE GKSS - FOR NAT. NUCLE UNIV. OF D ENGIN SOFT FEGS IFP SICOMP INTES - IN UNIV. DEGL PRINCIPIA ABS CONSUL ALTAIR ENG ANAKON ATOS ORIGI AWE PLC BEHR & CO CAESAR SYS CORK INST. CREA CONSU D C WHITE DAMT LTD DEP. OF E DR THELLEN DUNLOP STA EASI ENGIN EATEC LTD FEMSYS LTD FOKKER SPA FORSCHUNGS GIFFORD AN HAHN-SCHIC HERMSDORFE INBIS TECH INGENIEURB INTEGRATED KATHOLIEKE MANNESMANN MARITIME H MECAS S.R. MERITOR HE MERKLE UND NAFEMS LTD NCODE INT. NLSE VEREN NEW TECH. NOKIA MOBI NORUT TEKN NUMERICAL OXFORD BRO PD & E AUT RANDOM LOA SAFE TECH. SKF R & D SOFISTK AG ST MECANIC STAVANGER STRUCTURAL SULZER MAR TECHNISCH TECHSOFT E TECNOLOGIA TUN ABDUL UNIV.E DO UNIV. OF S WILDE AND

Pajek - Ward [0.00,1376.93]

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