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 €


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,...

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...

MSFT Echo Microsoft Surface Pro 11th Edition Fact Sheet
MSFT Echo Microsoft Surface Pro 11th Edition Fact Sheet
12/02/2026 - www.microsoft.com
Surface Pro for Business Pioneering versatility matched by intelligent power Unlock high performance in a form factor that redefines what a laptop can do. The brilliant display with touch and inking, combined with an adjustable kickstand make work comfortable in more places. Choose from Wi-Fi+5G or Wi-Fi only. Snapdragon? X Elite and Plus processors deliver speed and efficiency with CPUs and industry-defining NPU driving up to 45 TOPS for seamless on-device AI Adapts to changing workstyles Exceptional...

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...

Microsoft K State Whitepaper 2021 08 17
Microsoft K State Whitepaper 2021 08 17
23/09/2024 - www.microsoft.com
Cloud enclave for academic research Streamlining security and compliance at your institution August 2021 Contents Introduction........................................................................................................ 3 1. Assess where you are today........................................................................ 4 Work directly with researchers to identify challenges............................................................................... 4 Identify existing compliance...

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...

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...
 
 

Image Hifi T 1000 06 06
Image Hifi T 1000 06 06
22/06/2024 - www.accuphase.com
96 image hifi 6/2006 6/2006 image hifi 97 Test Tuner Accuphase T-1000 Preis: 4000 Euro von Roland Kraft, Fotos: Rolf Winter Der T-1000 ist der ultimative Tuner der Luxusklasse, der für eine erfolgreiche Verbindung von Klangqualität, Leistung und Ergonomie steht.  Fürwahr, eine stolze Behauptung. Aber immerhin geht es hier ja nicht um irgendwas, sondern um einen Accuphase. Um einen Accuphase-Tuner, um präzise zu formulieren. Und der wird naturgemäß weder billig noch mit Wald- und...

NB3520A - LG Electronics
NB3520A - LG Electronics
24/11/2014 - www.lg.com
HomeÿÿEntertainmentÿÿ2012  2.1ÿÿSoundbarÿÿmiitÿÿdrahtlosemÿÿaktivenÿÿSubwooferÿÿundÿÿBluetoothÿÿ(300W) NB3520A Dieÿÿeleganteÿÿ2.1ÿÿSoundbarÿÿerfülltÿÿIhrenÿÿWohnraumÿÿmitÿÿeinemÿÿsattenÿÿKlangÿÿohneÿÿKabelsalatÿÿdankÿÿdesÿÿdrahtlosen aktivenÿÿSubwoofers.ÿÿÜberÿÿBluetoothÿÿkönnenÿÿSieÿÿkinderleichtÿÿMusikÿÿvonÿÿihremÿÿHandyÿÿzurÿÿSoundbarÿÿstreamen. Gleichÿÿ zweiÿÿ optischeÿÿ digitaleÿÿ Audioeingängeÿÿ bietetÿÿ...

Crevettes à l'huile piquante et ail - Miele
Crevettes à l'huile piquante et ail - Miele
19/09/2018 - www.miele.fr
Crevettes à l huile piquante et ail 2 personnes Ingrédients 12 crevettes (16 g chacune), sans tête, déveinées 1 piment rouge 1 grande ou 2 petites gousses d ail, coupées en fines lamelles ½ c. à c. de sel Poivre noir fraîchement moulu 50 g d huile d olive Temps de préparation : environ 2 heures 15 minutes Temps de marinade : 2 heures 1 L1Laver les crevettes, sécher en les tamponnant et placer dans un sachet sous vide. Réchauffer un peu l huile. Découper le piment...

The Pearl Installation Support Mural
The Pearl Installation Support Mural
30/06/2024 - cabasse.com
130 zone possible de sortie de câble 140 WALL BRACKET 140 | SUPPOR T MURAL

198604
198604
11/08/2025 - www.ricoh.com
Since 1936 Company History Driving digitization 1936 - 1969 1970 - 1984 1985 - 1999 2000 - 2009 2010 - Present Apr. 1986 Ricoh Research and Development Center in Yokohama founded to commemorate the company's 50th anniversary Ricoh Research and Development Center was founded as one of the commemorative events of the company's 50th anniversary. It was set up to become the core function of the company's multi-lab project to enhance its system for comprehensive R&D activities from the long-term perspective....

tôle perforée topi - Dampere
tôle perforée topi - Dampere
17/05/2016 - www.tole-perforee-sur-mesure.com
FICHE TECHNIQUE TÔLES PERFORÉES www.tole-perforee-sur-mesure.com TÔLE PERFORÉE TOPI CATÉGORIE : MOTIF OBLONG RÉFÉRENCE : SPM 10406 PERFORATION: Trous oblong 4x20 mm VIDE 35 % COURANT: 2000 X 1000 mm BASE: 3000 X 1500 mm MAXI: 4000 X 1500 mm MATIÈRE Acier noir | Acier galva Acier inox | Aluminium Sur demande: - bronze, laiton, cuivre - peinture thermolaquage ou anodisation bronze ou champagne ÉPAISSEUR : 2 mm et 3 mm Délai de production: 10 jours ouvrables après commande et validation...