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...

Microsoft Modern Work Plan Comparison Education 11 2021
Microsoft Modern Work Plan Comparison Education 11 2021
14/09/2024 - www.microsoft.com
Add-on licenses Endpoint and app management Microsoft Product Terms Desktop client apps1 %? %? %? %? %? Office Mobile apps2 %? %? %? %? %? %? Install apps on up to 5 PCs/Mac + 5 tablets + 5 smartphones %?3 %? %? %?3 %? %? Office for the web %? %?

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 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...

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+...

DictaNum : système de dialogue incrémental pour la dictée ... - Microsoft
DictaNum : système de dialogue incrémental pour la dictée ... - Microsoft
23/11/2017 - www.microsoft.com
See discussions, stats, and author profiles for this publication at: https://www.researchgate.net/publication/262881756 DictaNum : système de dialogue incrémental pour la dictée de numéros. Conference Paper · July 2014 CITATIONS READS 0 57 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 SEE PROFILE All content following this page was uploaded by Hatim Khouzaimi on 06 June 2014. The user has requested enhancement of the downloaded file. 21ème...

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...
 
 

Turkey Webpage LEGALS
Turkey Webpage LEGALS
06/11/2025 - www.valeo.com
COMPANY INFORMATION Trade Name Address Trade Register Number Central Registration System No Telephone Fax CAPITAL Subscribed Capital Capital Dividend BOARD OF MANAGEMENT Chairman of the Board Vice Chairman of the Management Board Board Member Board Member : Valeo Otomotiv Sanayi ve Ticaret Anonim ^irketi : Ayd1nevler Sanayi Cad. Centrum Plaza, Kat:3 no:302 Maltepe 0stanbul : 954934 : 0922003655000079 : 0216 587 70 00 : 0216 519 93 13 : 121.513.059.- TL : 121.513.059.- TL : Saddikh Sarr : Hasan...

Brzi prsti - Support - Apple
Brzi prsti - Support - Apple
27/11/2014 - manuals.info.apple.com
Dobrodoali u iPhone. Ovaj Priru nik Vam objaanjava kako da podesite vaa iPhone i kako da koristite njegove klju ne funkcije. Jednom kada po nete sa koriaenjem, mo~ete se detaljnije informisati iPhone ureaju na www.apple.com/me/iphone. Priprema, pozor, start. 1. Preuzmite iTunes aplikaciju. Posjetite stranicu www.itunes.com/download i preuzmite najnoviju verziju iTunes aplikacije kako biste je instalirali na vaa Mac ili PC ra unar. Osnovne informacije o dugmadima. Da uklju ite iPhone,...

WD TV® Live Hub™ Media Center - Product Overview
WD TV® Live Hub™ Media Center - Product Overview
11/04/2012 - www.wdc.com
WD TV Live Hub ® TM Lecteur multimédia Stockez et lisez tous vos contenus multimédia Toute votre collection multimédia au même endroit Un divertissement sans fin sur votre TV Transférez du contenu depuis votre smartphone Le lecteur multimédia le plus orienté loisirs, avec disque intégré. Diffusez en streaming les derniers films, les émissions à la mode, les divertissements en ligne, la TV en direct, plus vos vidéos et photos personnelles en Full-HD 1080p. Avec un disque dur intégré...

A. Informations préalables à la signature du contrat pour les contrats ...
A. Informations préalables à la signature du contrat pour les contrats ...
25/07/2018 - www.epson.fr
A. Informations préalables à la signature du contrat pour les contrats de vente à distance Partenaire contractuel: Votre partenaire contractuel pour tous les contrats d achat qui sont conclus par le biais de ce site Web est la société Epson Deutschland GmbH Tribunal d instance de Neuss, N° au Registre du Commerce 12633 Gérants : Henning Ohlsson, Hiromi Taba, Hideki Kitamura Otto-Hahn-Str.4 40670 Meerbusch Téléphone : +49 (0) 2159 538-0 Fax : +49 (0) 2159 538 3000 www.epson.de Elaboration...

Owner's Guide
Owner's Guide
16/02/2012 - www.logitech.com
Logitech ® Owner s Guide 2 Logitech® Transporter!" Owner s Guide Table of Contents About Transporter ............................................................................................. 2 Special Features...................................................................................................... 19 Before You Begin .................................................................................................... 3 Alarm Clock ...........................................................................................................

Promote Inclusive Learning Enviornments
Promote Inclusive Learning Enviornments
05/04/2025 - www.logitech.com
Promover entornos de aula inclusivos Celebra las diferencias de los estudiantes con tecnolog?a educativa que se adapte a las necesidades de desarrollo y preferencias personales. Cada estudiante sigue un recorrido ?nico. La tecnolog?a flexible y c?moda adapta el aprendizaje a las habilidades motoras, las necesidades de desarrollo y las preferencias de los estudiantes para la expresi?n del conocimiento. Libera el potencial de cada alumno con herramientas que llegan a ellos en todo momento. AYUDA...