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 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...

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'’'...

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,...

Msft Accessories Surface Pro Flex Keyboard Product Spec Sheet
Msft Accessories Surface Pro Flex Keyboard Product Spec Sheet
13/02/2026 - www.microsoft.com
Surface Pro Flex Keyboard A new era of flexibility Reimagining connectivity to unlock versatility. Elevate employee productivity and comfort with the freedom to position device and keyboard differently for specific tasks and scenarios. All-day productivity Work with the keyboard detached for up to 41 hours of continuous typing.31 Simply attach to Surface Pro to recharge. Attached to the Pro,15 it's the ultimate laptop setup. Detached,16 it enables unrivalled flexibility for any workspace. Up...

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...

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...

Surfacelaptopgo3 Ecoprofile
Surfacelaptopgo3 Ecoprofile
12/02/2026 - www.microsoft.com
ECOPROFILE Surface Laptop Go 3 Surface Laptop Go 3 Ecoprofile Last updated Oct 2023 ? Microsoft Corporation. All rights reserved Our commitments Microsoft is 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 the design, manufacturing, distribution, use, and end-of-life management...
 
 

qu'est-ce que media center edition 2005 - Toshiba
qu'est-ce que media center edition 2005 - Toshiba
23/06/2017 - www.toshiba.fr
ARTICLE MEDIA CENTER EDITION S W S X QU EST-CE QUE MEDIA CENTER EDITION 2005 ? MICROSOFT® WINDOWS® XP MEDIA CENTER EDITION 2005, APPELÉ SIMPLEMENT MCE, APPORTE AU MONDE DE L INFORMATIQUE LE SUMMUM DU DIVERTISSEMENT À DOMICILE. UN SIMPLE CLIC DE SOURIS OU UNE LÉGÈRE PRESSION SUR UN BOUTON DE LA TÉLÉCOMMANDE PERMET AUX UTILISATEURS D ACCÉDER À UNE LARGE GAMME DE CONTENUS MULTIMÉDIAS, Y COMPRIS DES PHOTOS, DES FILMS, DE LA MUSIQUE, DES PROGRAMMES TÉLÉVISÉS ENREGISTRÉS ET DES DVD....

Ad 160a   Notice D Utilisation Vdbd Pap
Ad 160a Notice D Utilisation Vdbd Pap
23/06/2024 - admin.astoria.tm.fr
Instructions d'utilisation AD 160 A SURMATELAS chauffant 2 places 2 zones 160 x 140 cm Performance, ergonomie, sécurité & Avec le surmatelas chauffant confort Astoria, reposez-vous sur les garanties d'une marque forte de plus de 10 ans d'expérience dans le domaine des tissus chauffants. Lire les instructions. Instructions importantes. A conserver pour usage ultérieur. Recommandations de sécurité %× %× %× Respecter impérativement les consignes de sécurité, d'utilisation et de...

Table 1: List of hazardous substances and ... - Logitech
Table 1: List of hazardous substances and ... - Logitech
05/12/2014 - www.logitech.com
Table 1: List of hazardous substances and elements that are banned or restricted by law, for which voluntary usage in manufacturing process and voluntary addition to products is totally restricted by Logitech. Material / Substance 1 2 3 4a 4b 5a 5b 6 7 8 9a 9b 9c Logitech Position Max. Threshold concentration Aliphatic CHCs (Chlorinated Hydrocarbons) Asbestos Azo compounds Total ban on voluntary usage Brominated Flame retardant: PBB Polybrominated Byphenyl (Polybromobiphenyl) Brominated...

Logitech® ConferenceCam CC3000e Setup Guide
Logitech® ConferenceCam CC3000e Setup Guide
05/12/2014 - www.logitech.com
Logitech® ConferenceCam CC3000e Setup Guide Logitech ConferenceCam CC3000e English . . . . . . . . . . . . . . . . . 3 Dansk . . . . . . . . . . . . . . . . . 59 Deutsch . . . . . . . . . . . . . . . . 10 Norsk . . . . . . . . . . . . . . . . . 66 Français . . . . . . . . . . . . . . . . .17 Suomi . . . . . . . . . . . . . . . . . 73 Italiano . . . . . . . . . . . . . . . . .24 •»»·½¹º¬ . . . . . . . . . . . . . . . . 80 Español . . . . . . . . . . . . . . . . .31 >-@CAA:8...

????????? ? ?????? (PDF) - Logitech
????????? ? ?????? (PDF) - Logitech
05/12/2014 - www.logitech.com
k230 Getting started with Logitech® Wireless Keyboard K230 Logitech® Wireless Keyboard K230 K230 2 Logitech® Wireless Keyboard K230 Contents English . . . . . . . . . . . . . . . . . 4  eská verze . . . . . . . . . . . . . .46 Deutsch . . . . . . . . . . . . . . . . . 7 Po polsku . . . . . . . . . . . . . . . 49 Français . . . . . . . . . . . . . . . . 10 Eesti . . . . . . . . . . . . . . . . . . 52 Italiano . . . . . . . . . . . . . . . . . 13 Latviski . . . . . . . . . . ....

AN-GR500H Operation-Manual FR
AN-GR500H Operation-Manual FR
11/03/2012 - www.sharp.fr
AN-GR500H FRANÇAIS Introduction Nous vous remercions d'avoir porté votre choix sur ce produit SHARP. Pour en tirer le meilleur parti, veuillez lire ce mode d'emploi très attentivement. FRANÇAIS Table des matières Informations générales Page Page Informations générales Accessoires . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2 Précautions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 3 Commandes et voyants . . ....