A Large-Scale Study of the Evolution of Web Pages - Microsoft

Extrait du fichier (au format texte) :

A Large-Scale Study of the Evolution of Web Pages
Dennis Fetterly
Hewlett Packard Labs
1501 Page Mill Road
Palo Alto, CA 94304
dennis.fetterly@hp.com

Mark Manasse

Marc Najork

Microsoft Research
Microsoft Research
1065 La Avenida
1065 La Avenida
Mountain View, CA 94043 Mountain View, CA 94043
manasse@microsoft.com najork@microsoft.com

Janet Wiener
Hewlett Packard Labs
1501 Page Mill Road
Palo Alto, CA 94304
janet.wiener@hp.com

ABSTRACT

1. INTRODUCTION

How fast does the web change? Does most of the content remain unchanged once it has been authored, or are the documents continuously updated? Do pages change a little or a lot? Is the extent of change correlated to any other property of the page? All of these questions are of interest to those who mine the web, including all the popular search engines, but few studies have been performed to date to answer them.
One notable exception is a study by Cho and Garcia-Molina,
who crawled a set of 720,000 pages on a daily basis over four months, and counted pages as having changed if their MD5 checksum changed. They found that 40% of all web pages in their set changed within a week, and 23% of those pages that fell into the
.com domain changed daily.
This paper expands on Cho and Garcia-Molina s study, both in terms of coverage and in terms of sensitivity to change. We crawled a set of 150,836,209 HTML pages once every week, over a span of
11 weeks. For each page, we recorded a checksum of the page, and a feature vector of the words on the page, plus various other data such as the page length, the HTTP status code, etc. Moreover, we pseudo-randomly selected 0.1% of all of our URLs, and saved the full text of each download of the corresponding pages.
After completion of the crawl, we analyzed the degree of change of each page, and investigated which factors are correlated with

Les promotions



Msft Microsoft Surface Pro 11th Edition Fact Sheet
Msft Microsoft Surface Pro 11th Edition Fact Sheet
10/10/2025 - www.microsoft.com
Surface Pro for Business Fact Sheet May 2024 The most flexible laptop, reimagined. The new Surface Pro is the most flexible 2-in-1 laptop, now reimagined with more speed and battery life for all-new AI experiences, powered by Snapdragon? X Elite and Plus processors with an industry leading NPU. All wrapped up in an ultra-portable design that can replace your tablet, your laptop, and power your multi-monitor set-up. The new Surface Pro Flex Keyboard allows you to position your Surface Pro and...

A Large-Scale Study of the Evolution of Web Pages - Microsoft
A Large-Scale Study of the Evolution of Web Pages - Microsoft
23/08/2018 - www.microsoft.com
A Large-Scale Study of the Evolution of Web Pages Dennis Fetterly Hewlett Packard Labs 1501 Page Mill Road Palo Alto, CA 94304 dennis.fetterly@hp.com Mark Manasse Marc Najork Microsoft Research Microsoft Research 1065 La Avenida 1065 La Avenida Mountain View, CA 94043 Mountain View, CA 94043 manasse@microsoft.com najork@microsoft.com Janet Wiener Hewlett Packard Labs 1501 Page Mill Road Palo Alto, CA 94304 janet.wiener@hp.com ABSTRACT 1. INTRODUCTION How fast does the web change? Does most...

MatrixExplorer: Un système pour l'analyse exploratoire de ... - Microsoft
MatrixExplorer: Un système pour l'analyse exploratoire de ... - Microsoft
22/05/2017 - www.microsoft.com
MatrixExplorer: Un système pour l analyse exploratoire de réseaux sociaux Nathalie Henry Jean-Daniel Fekete INRIA Futurs/LRI/University of Sydney Bât 490, Université Paris-Sud 91405 Orsay Cedex Nathalie.Henry@lri.fr INRIA Futurs/LRI Bât 490, Université Paris-Sud 91405 Orsay Cedex Jean-Daniel.Fekete@inria.fr RESUME ABSTRACT Dans cet article, nous présentons le système MatrixExplorer destiné à explorer des réseaux sociaux. Il a été conçu pour des chercheurs en sciences sociales...

MSFT Echo Microsoft Surface Pro 11th Edition Fact Sheet
MSFT Echo Microsoft Surface Pro 11th Edition Fact Sheet
12/02/2026 - www.microsoft.com
Surface Pro for Business Pioneering versatility matched by intelligent power Unlock high performance in a form factor that redefines what a laptop can do. The brilliant display with touch and inking, combined with an adjustable kickstand make work comfortable in more places. Choose from Wi-Fi+5G or Wi-Fi only. Snapdragon? X Elite and Plus processors deliver speed and efficiency with CPUs and industry-defining NPU driving up to 45 TOPS for seamless on-device AI Adapts to changing workstyles Exceptional...

MSFT SurfaceLaptopIntel Fact Sheet
MSFT SurfaceLaptopIntel Fact Sheet
02/10/2025 - www.microsoft.com
Windows Hello for Business with facial recognition and Enhanced Sign-In Security Surface Laptop for Business Near-edgeless display and Surface's signature 3:2 ratio for more screen in a compact footprint Premium experiences drive AI advantage NPUs delivering 40 or 48 TOPS of on-device AI performance to support today's capabilities and tomorrow's innovations5 Anti-reflective technology reduces reflections up to 50% Optional smart card reader16 Exceptional AI-enabled collaboration and Copilot+...

D6. 4: Final evaluation of CLASSiC TownInfo and ... - Microsoft
D6. 4: Final evaluation of CLASSiC TownInfo and ... - Microsoft
23/11/2017 - www.microsoft.com
See discussions, stats, and author profiles for this publication at: https://www.researchgate.net/publication/228835240 D6. 4: Final evaluation of CLASSiC TownInfo and Appointment Scheduling systems Article · May 2011 CITATIONS READS 15 56 11 authors, including: Helen Hastie Filip Jurcicek Heriot-Watt University Charles University in Prague 105 PUBLICATIONS 858 CITATIONS 55 PUBLICATIONS 439 CITATIONS SEE PROFILE SEE PROFILE Oliver Joseph Lemon Steve Young Heriot-Watt University University of Cambridge 323 PUBLICATIONS 3,678 CITATIONS 310 PUBLICATIONS 14,308 CITATIONS SEE PROFILE SEE PROFILE Some of the authors of this publication are also working on these related projects: MaDrIgAL: Multi-Dimensional Interaction management and Adaptive Learning View project ...

MSFT SurfaceLaptopIntel 5g Fact Sheet
MSFT SurfaceLaptopIntel 5g Fact Sheet
02/10/2025 - www.microsoft.com
Windows Hello for Business with facial recognition and Enhanced Sign-In Security Surface Laptop 5G for Business Near-edgeless display and Surface's signature 3:2 ratio for more screen in a compact footprint Premium experiences drive AI advantage anywhere NPUs delivering 40 or 48 TOPS of on-device AI performance to support today's capabilities and tomorrow's innovations5 Anti-reflective technology reduces reflections up to 50% Exceptional AI-enabled collaboration and Copilot+ PC1 productivity...

Entanglement and Rigidity in Percolation Models ... - Alexander Holroyd
Entanglement and Rigidity in Percolation Models ... - Alexander Holroyd
22/05/2017 - www.microsoft.com
 ''&'''''' '&'!' &'' &''&''''''' ' ' ''''''''''''"' ''#' '$'%&''&&'''*')'+'!',''-''''.')'+' '/ ')'0''1&''!''2 ''3 '4'6'5'8'7''9';':'=''§'H''£'Œ'X'© '’''“'”'','¾'K''‘''£'Œ'‹'“'”!’'8'’''Š''Œ''Š''›'ž'’'''£'Œ'ž'Š'­'Š',!’'8'’'''£!’'H'¥&`''œ'Š',!”''Š',!’'8'’'''£!’'H'™&'Œ'ž'“'”'¥&`'“'œ'™'H'“'œ'’'¸'¨'£'²'‹'¬''Ž'@'Ž&`'›'ž'Š',''œ'¨$i'›'ž'§'V'Š',''£'®%Ï'“'”!’'H'¥'H'»&`'’'' 'H'Š'­!”''Š'z''£!’'K'“'”!’'H'¥ 'Ž'£'$c'’'' 'H'Š','›'ž'Š$e'’''Š''Œ'!”''›'­'“'”'›'´''£'›'´''¢'Ž&`''œ''”'Ž'h'¤'‡'›','²'>'±''¥&`'Œ''t'§'H' '0'“'”!’'¯'’'' 'H'Œ''Š''Š'#'©'P'™'H'“'”!”''Š',!’'H'›'ž'“'”'Ž&`!’'H''£''¹'›''§'|''£'''Š'¼'“'”'›'Q'Š',!’'8'’'.''£!’'K'¥&`''”'Š''™ '“'«''´'“'«'’'w''z''£!’'H!’'K'Ž'£'’$i'Ÿ'V'Š'0'R'n'§'H'¾'H''”''œ'Š','™'p''£'§'|'t'Œ'ž'’'zÏ&'¤'‡' 'K'Š',!’Ð'’'' 'H'Š''Š','™'H'¥&`'Š''›''t'Œ''Š'+'Œ''Š''¥'8''£'Œ''™'K'Š','™Ñ't'›$i'§'K' %Ï'¨'@'›'ž'“'”''z't''µ'''Ž&`!’%²'© !’'H'Š''''’''“'”'Ž&`!’'H'›$i!”&''£'™'H'Š''Ž'£''*'Š',''”''£'›'ž'’''“'”'t'²'0'±Ò'¥&`'Œ'''£'§'H' Ð'“'”'›$i'Œ''“'”'¥'£'“'”'™'p'“'œ''­'“'«'’$i''z''£!’'H!’'K'Ž'£'’'º'Ÿ'"'Š'1'R'n'™'H'Š'#''¢'Ž&`'Œ'!”''Š','™&Ï$c'¤'‡' 'H'Š'!’ '’'' 'H'Š'º'Š','™'K'¥&`'Š','›'w''£'Œ'ž'Š'º'Œ''Š''¥'8''£'Œ'ž'™'H'Š','™Ó''£'›'-'›''Ž&`''œ'“'”'™''Œ'ž'Ž%²'™'K'›'-'¤'‡' 'H'“'”''.' '…'',''£!’'…'§'H'“'«'¶&`'Ž'£'’'w''F'’'-'’'' 'K'Š''¶&`'Š''Œ'ž'’''“'œ'','Š''›','²$i'·'*' 'H'Š','›'ž'Š '“'œ!’%Ï'’''¾'H'“'œ'’''“'œ'¶'£'Š$e!’'H'Ž'£'’''“'”'Ž&`!’'H'›'­'¤'‡'“'œ''”'&'Ÿ'"'Š$e''¢'Ž&`'Œ'ž!”'¯''£''œ'“'”'›'ž'Š','™'0''‘''F'’''Š','Œ''² Ô'=!’'8'’'.''£!’'H'¥'£''”'Š',!”''Š',!’'8'’'''£!’'H'™'p'Œ''“'œ'¥&`'“'”'™'H'“'«'’'¸'¨&c'“'œ!’'p'§'"'Š','Œ'ž'','Ž&`''”'t'’''“'œ'Ž&`!’'p''£'Œ''Š''Ž'£''´'“'”!’'8'’''Š''Œ''Š','›'X'’'''¢'Ž'£'Œ$i'›'ž'Š''¶'£'Š','Œ''t''Q'Œ'ž'Š'z''F'© '›'ž'Ž&`!’'H'›','²ÖÕ×'“'”'Œ''›'X'’'''«'¨&`'»'*'’'' 'H'Š'#'¨Ø' '|''z'¶&`'Š'p'“'”!”''§'"'Ž&`'Œ'ž'’'''£!’'8'’'...
 
 

Fiche produit Sony : 79/1193315636779.pdf
Fiche produit Sony : 79/1193315636779.pdf
16/02/2012 - www.sony.fr
BROADCAST & PROFESSIONAL MONITORS LMD-4250W BVM-L230 Reference Monitor 23-inch WUXGA 1920x1200 LCD panel (10-bit) 42-inch 1920x1080 wide-screen LCD panel LMD-9050 LMD-2450W LMD-2030W 24-inch WUXGA 1920x1200 wide-screen LCD panel 20-inch WSXGA+ 1680x1050 wide-screen LCD panel 8.4-inch XGA 1024x768 LCD panel New! BVM-L170 Reference Monitor 17-inch Full HD LCD panel (10-bit) BVM-A20F1M 20-inch HR Trinitron, EBU Phosphors, 900 TV lines LMD-9030 8.4-inch VGA 640x480 LCD panel LMD-2050W 20-inch...

H. koenig
H. koenig
22/12/2017 - www.hkoenig.com
H. koenig KF12 Cafetière 10 - 12 tasses Ingénieux, la KF12 vous permet de préparer jusqu à 12 tasses de café grâce à son réservoir de 1,25 litres. Son réservoir d eau transparent et gradué vous permet de doser l eau en fonction du nombre de tasses que vous souhaitez préparer. Sa plaque chauffante vous permet de maintenir votre café bien au chaud. La KF12 est dotée d un filtre amovible en nylon qui vous simplifiera le nettoyage et qui peut être utilisé comme support...

nr1604 amplificateur audio vidéo réseau slim - Marantz
nr1604 amplificateur audio vidéo réseau slim - Marantz
03/07/2017 - www.marantz.fr
Information produit NR1604 AMPLIFICATEUR AUDIO VIDÉO RÉSEAU SLIM 4K 4K HD VIDEO PC AUDIO STREAMING Si vous ne souhaitez pas encombrer votre salon d appareils imposants, le moment est venu d envisager de vous équiper de l amplificateur audio vidéo NR1604 au design tout en finesse. Ses lignes très élégantes ne l empêchent pas de développer la même puissance que ses grands frères, avec ses sept canaux de 90 W chacun et un son surround à vous couper le souffle. Mais l aspect audio...

TV LCD 2007
TV LCD 2007
13/02/2012 - www.samsung.com
Téléviseurs LCD 16/9e LE26S86BD Imaginez la qualité sans compromis · Résolution 1366x768 (HD Ready) · Luminosité 500 cd/m2 · 2 connectiques HDMI · TNT intégrée Téléviseurs LCD 16/9e LE26S86BD Caractéristiques Ecran / Tube / Image Diagonale Ecran / Image . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 66 cm (26") Résolution . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .1366x768 Luminosité . . . . . . . . . . ....

fiche prodcadre 8900
fiche prodcadre 8900
20/03/2012 - www.thomsontv.fr
LCD TV 16/9 19HR3234 19HR3234 Résolution: 1366 x 768 Technologie d'amélioration d'image : Pure image 2 - Intelligent HD Engine Luminosité: 250 cd/m2 Contraste dynamique: 20 000:1 Son: Stéréo Nicam: 2 x 3 w Tuner (décodeur): TNT (MPEG-4), TNT (MPEG-2), analogique Connectique numérique: 3 HDMI - CEC, 1 YPrPb Port USB multimédia (vidéo HD et SD, photo, musique) Péritel: 2 Entrée PC VGA: 1 LCDÊT VÊ16/9 19HR3234 MARQUE Marque THOMSON MiseÊ enÊ veilleÊ automatique MenuÊ surÊ Z cran...

reinigung des flusensiebs
reinigung des flusensiebs
20/03/2015 - docs.whirlpool.eu
1 2 INHALT BITTE LESEN SIE DIE GEBRAUCHSANWEISUNG DURCH! KURZANLEITUNG PROGRAMMÜBERSICHT VORBEREITEN DER WÄSCHE AUSWAHL DES PROGRAMMS UND DER ZUSATZFUNKTIONEN PROGRAMM STARTEN UND AUSFÜHREN ÄNDERN EINES PROGRAMMS UNTERBRECHEN EINES PROGRAMMS TÄGLICHE WARTUNG UND REINIGUNG GEBRAUCHSANWEISUNG VOR DEM ERSTEN GEBRAUCH DES GERÄTES Seite 4 VORSICHTSMASSNAHMEN UND ALLGEMEINE EMPFEHLUNGEN Seite 7 BESCHREIBUNG DES TROCKNERS Seite 10 HINWEIS - WARTUNG UND REINIGUNG Seite 10 REINIGUNG...