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 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+...

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 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+...

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...

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 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...

1 Introduction - Microsoft
1 Introduction - Microsoft
11/04/2018 - www.microsoft.com
One-Way Accumulators: A Decentralized Alternative to Digital Signatures (Extended Abstract) Josh Benaloh Clarkson University Michael de Mare Giordano Automation Abstract This paper describes a simple candidate one-way hash function which satis es a quasi-commutative property that allows it to be used as an accumulator. This property allows protocols to be developed in which the need for a trusted central authority can be eliminated. Space-e cient distributed protocols are given for document time...
 
 

SR-585A - TERRAILLON Centre d'aide
SR-585A - TERRAILLON Centre d'aide
01/04/2020 - www.terraillon.fr
A 1 2 B 1 2 3 4 5 6 7 8

My Book® Home Edition™ Product Overview
My Book® Home Edition™ Product Overview
11/04/2012 - www.wdc.com
Stockage externe My Book Home Edition Pour les particuliers Sauvegarde automatique et continue Triple interface TM TM Conservez vos souvenirs les plus précieux. Les premiers pas de votre enfant, votre mariage à Bali, toutes les étapes importantes de votre vie... immortalisées sur vidéo et photo numérique. Qu'y a-t-il de plus important ? Conservez-les précieusement et sauvegardez-les sur un disque dur externe triple interface My Book Home Edition. Grâce à ce disque élégant, aussi peu...


29/04/2026 - www.logitech.com
Résumé en cours de création pour ce fichier PDF

Getting started with
Getting started with
16/02/2012 - www.logitech.com
1 Getting started with On Logitech® Wireless Gamepad F710 1 2 11 9 10 2 8 3 5 Getting started with Logitech® Wireless Gamepad F710 n matio infor rtant Impo 3 7 4 6 nty , and warra pliance , com Safety

Le portefeuille arts graphiques de HP étoffé par une gamme élargie ...
Le portefeuille arts graphiques de HP étoffé par une gamme élargie ...
22/03/2012 - www.hp.com
Communiqué de presse Le portefeuille arts graphiques de HP étoffé par une gamme élargie de solutions transpromotionnelles au salon de la Drupa DÜSSELDORF, Allemagne, 29 Mai 2008 ­ HP a annoncé aujourd'hui la présentation pour la première fois en un seul lieu d'une gamme complète de solutions de production transpromotionnelles de bout en bout, proposées par l'organisation des arts graphiques de HP et des entreprises partenaires. Dans la zone de solutions de commercialisation directe du...

WD Blue Mobile Series Spec Sheet - Western Digital
WD Blue Mobile Series Spec Sheet - Western Digital
28/03/2018 - www.wdc.com
WD Blue!" Disques durs PC  Les disques durs WD Blue fournissent performances et fiabilité tout en vous offrant tout l'espace dont vous avez besoin pour stocker un grand nombre de photos, de vidéos et de fichiers. Les disques durs WD Blue sont conçus pour une utilisation en tant que disques durs principaux dans des ordinateurs portables et des périphériques externes. INTERFACE FORMAT HAUTEUR CONNECTEUR D'INTERFACE VITESSE DE ROTATION CAPACITÉS SATA 6 Gbit/s 2,5 pouces  De 7 mm...