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 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...

Architectures reconfigurables et traitement de proble`mes ... - Microsoft
Architectures reconfigurables et traitement de proble`mes ... - Microsoft
16/11/2016 - www.microsoft.com
RECHERCHE Architectures reconfigurables et traitement de proble`mes NP-difficiles : un nouveau domaine d application Youssef Hamadi    David Merceron  '  ' LIRMM, UMR 5506 CNRS/Universite´ Montpellier II 161, Rue Ada, 34392 Montpellier Cedex 5 hamadi@lirmm.fr ''' EURIWARE, 12-14 rue du fort de St-Cyr 78067 St Quentin-en-Yvelines Cedex damercer@euriware.fr RE´SUME´. L algorithme GSAT est un algorithme de recherche locale. Cette me´thode recherche la premie`re instanciation...

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...

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'’'...

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...

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...

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...

Msft Echo Microsoft Surface Pro 10 Fact Sheet Row
Msft Echo Microsoft Surface Pro 10 Fact Sheet Row
13/12/2025 - www.microsoft.com
Surface Pro 10 An AI PC built for business, designed for versatility Surface Pro 10 blurs the boundary between hardware and software for peak performance in a secured, lightweight device that adapts to any work style. Employees get the benefits of an AI PC that accelerates Microsoft Copilot* experiences and offers integrated AI engines that enable the next wave of business features. Choose from Wi-Fi+5G or Wi-Fi only. A new era of workplace collaboration Never-ending, on-the-go impact Take advantage...
 
 

LFX25976 - s3.amazonaws.com
LFX25976 - s3.amazonaws.com
24/11/2014 - www.lg.com
REFRIGERATOR LFX25976 3 Door French Door Refrigerator HIGHLIGHTS Slim SpacePlus!" Ice System Tall Ice & Water Dispensing System 10-Yr Warranty on Linear Compressor STYLE AND DESIGN " LFX25976  24.7 cu.ft. LFX21976  20.5 cu.ft (Counter Depth) " French Door Refrigerator with Slim SpacePlus!" Ice System and Bottom Freezer " Premium Finishes in Stainless Steel, Smooth White and Smooth Black " Contoured Doors with Matching Commercial Handles " Hidden Hinges " Premium LED Interior...

Combiné G series RL56GWESW
Combiné G series RL56GWESW
13/02/2012 - www.samsung.com
FROID Disponible 2011 * Fiche provisoire susceptible de modification Combiné G series RL56GWESW Capacité nette 353L Froid ventilé intégral Classe énergétique A+ Poignées à dépression Ecran de contrôle LED bleus Distributeur d'eau fraîche (BRITA) * visuels non définitifs Combiné G series RL56GWESW Caractéristiques Volume Brut Total (litres) Réfrigérateur Congélateur Net Total (litres) Réfrigérateur Congélateur Spécificités Technologie Contrôle Distributeur d'eau fraîche...

SCB92MRW8
SCB92MRW8
05/07/2012 - www.smeg.fr
SCB92MRW8 classique SMEG ELITE Centre de cuisson, 90 cm, bordeaux, double four dont 1 vapor clean catalyse, chaleur tournante Classe énergétique : A Grand Four - A Petit Four EAN13: 8017709149970 Plan de cuisson gaz : 5 brûleurs dont : Avant gauche : 3,00 kW Arrière gauche : 1,80 kW Central : ultra-rapide 3,50 kW Arrière droit : 1,80 kW Avant droit : 1,00 kW Puissance nominale gaz : 11,10 kW Grilles en fonte Chapeaux de brûleurs émaillés fonte Allumage électronique intégré aux manettes...

245T 275T - tastarsupply
245T 275T - tastarsupply
21/11/2014 - www.samsung.com
245T 275T 24" and 27" Widescreen Analog/Digital LCD Monitors " Exclusive MagicSpectrum wide color gamut " Sharp 1920 x 1200 resolution " Fast 6ms (G to G) response time " 3,000:1 (275T), 1,500:1 (245T) Dynamic Contrast ratio " 178°/178° horizontal/vertical viewing angles " Five integrated, easy-access USB 2.0 ports " HDMI, full HD (1080p) support imagine meticulous color and detail on a grand scale. The Samsung SyncMaster 245T and 275T are professional-quality 24" and 27" widescreen LCD...

Vérification du contenu de l'emballage
Vérification du contenu de l'emballage
06/03/2012 - www.pentax.fr
01_kb470_qg_fr_7.fm Page 1 Friday, June 27, 2008 12:01 AM Vérification du contenu de l emballage Vérifiez que votre appareil photo vous ait été livré au complet avec les articles énumérés ci-dessous. Appareil photo Optio E60 Courroie O-ST62 Logiciel (CD-ROM) S-SW81 Câble USB/AV I-UAV77 Deux piles AA alcalines Mode d emploi/Manuel de branchement à l ordinateur (CD-ROM) FR Guide de mise en route rapide (ce guide) 1 01_kb470_qg_fr_7.fm Page 2 Friday, June 27, 2008 12:01 AM Noms...

501932602062GB.qxp:Layout 1 - whirlpool documents
501932602062GB.qxp:Layout 1 - whirlpool documents
20/03/2015 - docs.whirlpool.eu
BEFORE USING THE APPLIANCE To make the most out of your new appliance, please read the user instructions carefully and keep them handy for future consultation. SAFETY PRECAUTIONS " Never block the air inlet or outlet of indoor and outdoor unit. " Physically or mentally disabled people, children and people without any experience with the product are only allowed to use the appliance if they have had specific training on how to operate the appliance by a person responsible for their security and...