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

Promo
14.9 € 12.9 €


MSFT Echo SurfaceLaptopIntel 5g Fact Sheet
MSFT Echo SurfaceLaptopIntel 5g Fact Sheet
13/12/2025 - 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...

MSFT Echo SurfaceLaptopIntel Fact Sheet
MSFT Echo SurfaceLaptopIntel Fact Sheet
13/12/2025 - 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+...

L'économie de la sécurité - Microsoft
L'économie de la sécurité - Microsoft
16/11/2016 - www.microsoft.com
nl y se Lect L économie de la sécurité Ces dernières années, la sécurité est devenue une priorité pour les pouvoirs publics et les entreprises. Crime organisé, terrorisme, interruption des chaînes d approvisionnement mondiales, virus informatiques  autant de menaces avec lesquelles il faut compter dans le monde d aujourd hui. D où l émergence d un marché des équipements et des services de sécurité de 100 milliards de dollars. Ce marché est alimenté par la demande croissante émanant...

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+...

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...

Vers une approche simplifiée pour introduire le caractère ... - Microsoft
Vers une approche simplifiée pour introduire le caractère ... - Microsoft
23/11/2017 - www.microsoft.com
See discussions, stats, and author profiles for this publication at: https://www.researchgate.net/publication/262881208 Vers une approche simplifiée pour introduire le caractère incrémental dans les systèmes de dialogue Conference Paper · July 2014 CITATION READS 1 26 3 authors, including: Hatim Khouzaimi Romain Laroche Orange Labs / Laboratoire Informatique d'Avi & Microsoft Maluuba 12 PUBLICATIONS 42 CITATIONS 58 PUBLICATIONS 185 CITATIONS SEE PROFILE All content following this page was uploaded by Hatim Khouzaimi on 28 April 2015. The user has requested enhancement of the downloaded file. SEE PROFILE 21ème...

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...

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'’'...
 
 

SC704 1 2102US Lyve Mobile Family Flyer Revised
SC704 1 2102US Lyve Mobile Family Flyer Revised
12/08/2024 - www.seagate.com
MOVE MASS DATA WITH LYVE MOBILE EDGE STORAGE SYSTEMS DELIVERED AS A SERVICE. Lyve Mobile + Data Transfer Services Move and Activate Mass Data On Your Terms Lyve!" Mobile from Seagate® is a high-capacity edge storage solution that enables businesses to aggregate, store, move, and activate their data. Scalable, modular, and vendor-agnostic, this integrated solution bundle eliminates network dependencies so you can transfer mass-capacity data sets in a fast, secure, and efficient manner. Pay only...

Hyflex Essentials For Higher Education
Hyflex Essentials For Higher Education
09/05/2025 - www.logitech.com
Hyflex essentials for higher education Scalable hyflex must-haves to activate seamless learning experiences Flexible learning is critical for student retention and success. 47% of colleges and universities are actively modifying spaces to support hybrid learning.1 Hyflex environments require technology that can do two things at once: Make the remote and in-person experience equitable and inclusive Reduce technology learning curves and multiply opportunities for use Lead the charge with hyflex...

programme 2012 - Smeg
programme 2012 - Smeg
14/06/2017 - www.smeg.fr
03/2012 Smeg France SAS 9, rue Linus Carl Pauling - BP 548 - 76824 Mont Saint Aignan Cedex Tel. 02 35 12 14 14 - Fax 02 35 60 70 77 e-mail: smeg@smeg.fr Renseignements produits pour particuliers Tel. 02 35 12 14 27 www.smeg.fr Ser vice Technique/Pièces Détachées Fax 04 72 50 00 14 Inter vention Sav Agréé Tel. 04 72 21 51 61 Tous les prix figurant dans ce catalogue sont donnés à titre indicatif TTC. Reproduction, même partielle, interdite. Ne pas jeter sur la voie publique. F PROGRAMME...

Fiche produit Sony : 08/1170434898708.pdf
Fiche produit Sony : 08/1170434898708.pdf
16/02/2012 - www.sony.fr
Bulletin APN Alpha.qxd 7/03/07 12:52 Page 1 Du 15 février au 15 avril 2007 Sony vous offre un Memory Stick 2 Go(1) pour tout achat d'un reflex numérique (1) Voir modalités de l'offre au dos ou sur www.sony.fr (2) Offre valable sur le boîtier 100 ou sur les kits 100KB, 100H et 100W 100(2) Bulletin APN Alpha.qxd 7/03/07 12:52 Page 2 Offre Sony Modalités de l'offre Pour tout achat d'un reflex numérique Sony*, entre le 15 février et le 15 avril 2007, en France (Corse incluse) et...

Introduction à la technologie des liaisons audio numériques - Sony
Introduction à la technologie des liaisons audio numériques - Sony
16/02/2012 - www.sony.fr
www.sonybiz.net/go-digital An Introduction to Digital Wireless Microphone Technology 03 Why Sony Developed Digital Wireless Microphone Technology 04 04 04 05 Digital Audio Wireless Transmission System Overview Transmitter Receiver 06 06 06 07 Key Technologies  Audio CODEC Overview Features Applications 08 Key Technologies  Digital Modulator and Demodulator 08 Overview 08 Features 10 Applications 11 Future of Digital Wireless Microphone Technology 03 Outline Sony started in the wireless...

FP130X
FP130X
18/06/2012 - www.smeg.fr
FP130X Four multifonctions pyrolyse, porte froide, 60 cm, inox/miroir Classe énergétique A EAN13: 8017709090777 EAN13 8017709090777 8 fonctions Programmateur électronique 2 lampes témoins: thermostat et pyrolyse/verrouillage porte Affichage électronique température Thermostat électronique Tournebroche, gril fort Voûte mobile Catalyseur céramique haut rendement Nettoyage pyrolyse ECO 1h30 Durée pyrolyse réglable de 1h30 à 3h Volume 54 litres Porte intérieure tout verre Porte démontable...