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



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...

A Large-Scale Study of the Evolution of Web Pages - Microsoft
A Large-Scale Study of the Evolution of Web Pages - Microsoft
23/08/2018 - www.microsoft.com
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...

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...

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...

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...

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 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+...
 
 

fiche technique tole perforee nevil - Tôle perforée sur mesure
fiche technique tole perforee nevil - Tôle perforée sur mesure
17/05/2016 - www.tole-perforee-sur-mesure.com
FICHE TECHNIQUE TÔLES PERFORÉES www.tole-perforee-sur-mesure.com TÔLE PERFORÉE NEVIL CATÉGORIE : ALÉATOIRE RÉFÉRENCE : GAB 10119 PERFORATION: Trous ronds et pavé rectangle aux angles arrondis VIDE 26 % 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...

FR 20180108 FRANDROID.FR Homni
FR 20180108 FRANDROID.FR Homni
21/06/2024 - www.terraillon.com
PAYS : France DATE : 08 janvier 2018 PERIODICITE : Quotidienne Accéder à l'article Open2Europe TYPE DE PRESSE : High Tech RUBRIQUE : High Tech AUDIENCE : 4 200 000

SNC-CS50P - Anixter
SNC-CS50P - Anixter
21/09/2017 - www.sony.fr
SNC-CS50P Caméra réseau www.sonybiz.net/nvm SNC-CS50P La caméra réseau SNC-CS50P de Sony vous permet d'aller plus loin dans vos applications de surveillance sur IP. Caractéristiques Sony présente sa nouvelle caméra SNC-CS50P de la gamme de caméras réseau. Cette caméra réseau couleur est idéale pour les applications aussi diverses que la surveillance et le contrôle à distance pour les centres commerciaux, les aéroports, les entrepôts et bien d'autres. Images de haute qualité La...

14 COUVERTS
14 COUVERTS
19/02/2012 - www.lg.com
D14136IXS Installation Moteur Direct-Drive Pose Libre OUI PERFORMANCES Nombre de couverts Niveau sonore Indice de consommation d'énergie Indice d'efficacité de lavage Indice d'efficacité de séchage dB(A) 14 38 A++ A A PROGRAMMES (T° lavage/séchage) Technologie True Steam Multi Wash (60/70) Automatique Eco (45/61) Fragile (40/70) Rapide (50/70) Prélavage OUI OUI OUI OUI OUI OUI OUI OPTIONS Demi charge Panier sup/ inf. Rinçage Extra 80° Rinçage + Fonction Multi-Jet OUI OUI OUI OUI ...

Apple TV ????????? - Support
Apple TV ????????? - Support
27/11/2014 - manuals.info.apple.com
Apple TV Apple TV 1 Â Apple TV ±  Apple TV Apple TV Â Apple TV Â Apple TV Â Apple TV Apple TV Â Apple TV Apple TV Apple TV Apple TV Apple TV Apple TV Apple TV Â Apple TV Apple TV Apple TV Apple TV Apple TV

100 €** - Sony
100 €** - Sony
17/11/2014 - www.sony.fr
like.no.other* * Incomparable Passez à l'écran plat Du 15 mai au 31 juillet 2006 Sony vous rembourse 100 ¬** ** Voir modalités de l offre au dos. *** 100 ¬ remboursés sur les références KDL-32S2000, KDL-32S2010 ou KDL-32S2020. Offre s pour l achat d un téléviseur LCD 32   *** e** cial pé like.no.other* * Incomparable Modalités de l offre Sony vous rembourse 100 ¬ pour l'achat d'un téléviseur LCD 32   (1) entre le 15 mai et le 31 juillet 2006 inclus en France métropolitaine...