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 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...

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...

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...

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,...

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 ...

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 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+...

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 %? %?
 
 

Enhancing Steam Learning With The Logitech M650 Mouse
Enhancing Steam Learning With The Logitech M650 Mouse
24/09/2025 - www.logitech.com
Leren op STEAM verbeteren met de Logitech M650-muis GESPONSORD "Scrollen, zoomen, pannen - het is echt moeilijk om dat op natuurlijke wijze te doen met een trackpad... de muis gaf leerlingen meer controle en verbeterde navigatie-effici?ntie, vooral bij 3D-modellering en -programmering." - JASON WHALLEY, STEAM-DOCENT Overzicht De Horner Middle School is een van de vijf middelbare scholen in het Fremont Unified School District (Californi?) met ongeveer 1800 leerlingen tussen 11 en 14 jaar. De Horner...

Mode d'installation et d'emploi - Quel lave-linge
Mode d'installation et d'emploi - Quel lave-linge
21/12/2017 - www.hotpoint.fr
Mode d installation et d emploi LAVE-LINGE Sommaire FR Installation, 2-3 FR Français,1 Déballage et mise à niveau Raccordements eau et électricité Caractéristiques techniques Description de l appareil, 4-5 Tableau de bord Comment faire un cycle de lavage, 6 Programmes et options, 7 Tableau des programmes Options de lavage Produits lessiviels et linge, 8 AQUALTIS AQ8L 492 U Lessive Triage du linge Conseils de lavage Système d équilibrage de la charge Précautions et conseils,...

1512 Connecte@60 Millions De Consommateurs
1512 Connecte@60 Millions De Consommateurs
21/06/2024 - www.terraillon.com
Date : JAN 16 Page de l'article : p.1,46,47,48,...,5 Journaliste : Florent Pommier Pays : France Périodicité : Mensuel Page 1/8 Intolérance aux sulfites 116 produits analyses millions de consommateurs INSTITUT NATIONAL DE LA CONSOMMATION MUTUELLES et complémentaires santé Tensiomètres et balances connectés Fiabilité et risques Prêt-à-porter Les marques jouent avec votre taille Choisir une maison de retraite SALARIÉS, FAMILLES, RETRAITÉS... NOS COMPARATIFS I www.60millions-mag.com Tous...

PENTAX Optio 50 Tout simplement !
PENTAX Optio 50 Tout simplement !
06/03/2012 - www.pentax.fr
Caractéristiques techniques Type Capteur CCD Appareil numérique compact avec zoom et flash incorporé 5,19 mégapixels ­ total 5,0 mégapixels ­ effectifs CCD de 1/2,5" à transfert interligne avec filtre de couleurs primaires 5,4­16,2 mm f/2,8­4,8 (équivalent à 32­96 mm au format 24x36) 6 éléments en 5 groupes (2 lentilles à double face asphériques) zoom numérique 4x 12 bits x 3 couleurs Photo: JPEG (Exif 2.2), DCF, DPOF 2560x1920 1280x960 640x480 91 346 1300 181 678 2600 362 1300...

deodorante e anti-schiuma - Polti
deodorante e anti-schiuma - Polti
16/01/2018 - www.polti.fr
DESODORANTE E ANTI-ESPUMA PT O Bioecológico é um produto desodorizante e antiespuma com substâncias naturais que previne a formação de espuma no filtro a água, garantindo o funcionamento correto do aparelho. O Bioecológico é um produto antiespumante e desodorizante que contém substâncias naturais e que previne a formação de espuma no filtro de água garantindo assim um correcto funcionamento do aparelho. Bioecológico actua também como um eficaz desodorizante já que previne a formação...

6 millions de pixels Zoom 3x Moniteur ACL 2,5 pouces ... - Nikon
6 millions de pixels Zoom 3x Moniteur ACL 2,5 pouces ... - Nikon
24/02/2020 - www.nikon.fr
6 millions de pixels Zoom 3x Moniteur ACL 2,5 pouces 6 millions de pixels Zoom 3x Moniteur ACL 3 pouces Transfert des images sans fil Nikon Un nouveau monde de liberte Commande Portrait optimise Fonction D-Lighting Sans la fonction D-Lighting Corrigez les images sous-exposees ou les photos a contre-jour. La fonction D-Lighting unique de Nikon cree automatiquement une copie en eclaircissant les zones sombres sans modifier les zones correctement exposees. Avec la fonction D-Lighting Partage ultra Fonction...