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



DSCOVR: Randomized Primal-Dual Block Coordinate ... - Microsoft
DSCOVR: Randomized Primal-Dual Block Coordinate ... - Microsoft
23/08/2018 - www.microsoft.com
DSCOVR: Randomized Primal-Dual Block Coordinate Algorithms for Asynchronous Distributed Optimization lin.xiao@microsoft.com Lin Xiao Microsoft Research AI Redmond, WA 98052, USA weiyu@cs.cmu.edu Adams Wei Yu Machine Learning Department, Carnegie Mellon University Pittsburgh, PA 15213, USA qihang-lin@uiowa.edu Qihang Lin Tippie College of Business, The University of Iowa Iowa City, IA 52245, USA wzchen@microsoft.com Weizhu Chen Microsoft AI and Research Redmond, WA 98052, USA October 13,...

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 Surfacelaptopintel Ecoprofile
Msft Surfacelaptopintel Ecoprofile
02/10/2025 - www.microsoft.com
ECOPROFILE Surface Laptop 13.8" 7th Edition for Business (Intel) Surface Laptop 13.8" 7th Edition for Business (Intel) Ecoprofile ? Microsoft Corporation. All rights reserved. Last updated February 2025 Our goals In 2020 Microsoft committed to becoming carbon negative, water positive, and zero waste by 20301. Surface plays a key role in helping Microsoft achieve these goals, so we are working to reduce the environmental impacts of our Surface products. Our approach embeds sustainability into...

MSR Quantum applications - Microsoft
MSR Quantum applications - Microsoft
23/08/2018 - www.microsoft.com
( What Can We Do with a Quantum Computer? ( Matthias Troyer  Station Q, ETH Zurich | 1 Classical computers have come a long way Antikythera mechanism ENIAC astronomical positions (1946) (100 BC) Kelvin s harmonic analyzer prediction of tides (1878) Difference Engine (1822) Is there anything that we cannot solve on future supercomputers? Titan, ORNL (2013) Matthias Troyer | | 2 How long will Moore s law continue? Do we see signs of the end of Moore s law? Can we go below 7nm...

User-Driven Access Control: Rethinking Permission ... - CiteSeerX
User-Driven Access Control: Rethinking Permission ... - CiteSeerX
23/08/2018 - www.microsoft.com
User-Driven Access Control: Rethinking Permission Granting in Modern Operating Systems Franziska Roesner, Tadayoshi Kohno {franzi, yoshi}@cs.washington.edu University of Washington Alexander Moshchuk, Bryan Parno, Helen J. Wang {alexmos, parno, helenw}@microsoft.com Microsoft Research, Redmond Crispin Cowan crispin@microsoft.com Microsoft Abstract tionality and security for access to the user s data and resources. From a functionality standpoint, isolation inhibits the client-side manipulation...

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 ...

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'’'...
 
 

Nikon, Partenaire de Kinotayo, Festival  du Film Japonais ...
Nikon, Partenaire de Kinotayo, Festival du Film Japonais ...
12/03/2012 - www.nikon.fr
Communiqué de Presse Paris, le 20 octobre 2008 Nikon, Partenaire de Kinotayo, Festival du Film Japonais Contemporain Pour fêter les 150 ans de relations franco-japonaise, Nikon soutient la 3ème édition de Kinotayo, le Festival du Film Japonais Contemporain, qui aura lieu du 17 au 28 novembre 2008 au cinéma Elysées-Biarritz à Paris. Des valeurs partagées Cette année 2008 marque les 75 ans des objectifs Nikon et les 60 ans de création des appareils photos de la marque. C'est donc tout...

WD Sentinel™ DX4000 Small Office Storage Server - Product ...
WD Sentinel™ DX4000 Small Office Storage Server - Product ...
11/04/2012 - www.wdc.com
WD Sentinel DX4000 Connecter. Protéger. Collaborer. TM Serveur de stockage pour PME Installation facile. Facile à gérer. Protection de données complète. Accès à distance intégré sécurisé. WD Sentinel est facile à installer et fournit une solution de stockage sécurisée et centralisée, une protection de données complète et un accès aux données pour vos employés, clients ou partenaires, depuis vos bureaux ou à l'extérieur. Grâce à une technologie matérielle et logicielle...

LED TV 16/9
LED TV 16/9
20/03/2012 - www.thomsontv.fr
42FS4246CW LED TV 16/9 Spécifications du 42FS4246CW Résolution : 1920 X 1080 Luminosité : 430 cd/m2 Contraste dynamique : Mega Contrast Son : Stéréo 2 x 8 W Prêt pour la télévision numérique haute définition (Canal Ready *: Port CI+ compatible avec le mini-décodeur (ou module) CANAL READY permettant de recevoir les chaînes payantes du groupe CANAL+ via la TNT Connectique numérique : 3 HDMI - HDCP - 1 CMP Port USB Multimédia (vidéo haute définition, photo, musique) : 1 Péritel...

NA7004
NA7004
03/07/2017 - www.marantz.fr
  NA7004                      Le NA7004 est la passerelle parfaite pour votre musique préférée, qu elle provienne de  votre PC, d un disque dur externe, d une radio FM, DAB ou DAB+, ou même de l autre côté  du monde via une plateforme radio Internet ou de services musicaux comme Napster. Le  NA7004 se connecte à tout cela. Il incorpore une technologie basée sur la norme DLNA1.5    pour le streaming audio. On trouve aussi cette fonctionnalité dans d...

UP-820N Operation-Manual FR
UP-820N Operation-Manual FR
11/03/2012 - www.sharp.fr
TERMINAL DE POINT DE VENTE MODELE UP-820N MANUEL D´INSTRUCTIONS CAUTION: The socket-outlet shall be installed near the equipment and shall be easily accessible. VORSICHT: Die Netzsteckdose muß nahe dem Gerät angebracht und leicht zugänglich sein. ATTENTION: La prise de courant murale devra être installée à proximité de l'équipement et devra être facilement accessible. AVISO: El tomacorriente debe estar instalado cerca del equipo y debe quedar bien accesible. VARNING: Det matande vägguttaget...

SERIES - Samsung
SERIES - Samsung
21/11/2014 - www.samsung.com
SERIES : LED 7000 & 8000 Includes the Following Models: UN40C7000 UN65C8000 UN46C7000 UN55C7100 UN55C7000 UN46C7100 UN46C8000 UN55C8000 Information AccuWeather USA Today Rovi SPS TV AP News Google Map Lifestlye Facebook Getty Images Twitter Picasa Pandora For Children Fine art in Bible Fine art in Film Van Gogh Painter's Women Greek and Roman myth Gustav Klimt Relax The myth Historic Moment Rural Life Napster Samsung Apps Available: 93 Categories Video Cinemanow Blockbuster YouTube Watch...