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



MSR Quantum applications - Microsoft
MSR Quantum applications - Microsoft
23/08/2018 - www.microsoft.com
( What Can We Do with a Quantum Computer? ( Matthias Troyer  Station Q, ETH Zurich | 1 Classical computers have come a long way Antikythera mechanism ENIAC astronomical positions (1946) (100 BC) Kelvin s harmonic analyzer prediction of tides (1878) Difference Engine (1822) Is there anything that we cannot solve on future supercomputers? Titan, ORNL (2013) Matthias Troyer | | 2 How long will Moore s law continue? Do we see signs of the end of Moore s law? Can we go below 7nm...

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,...

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...

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...

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...

Msft Echo Microsoft Surface Pro 10 Fact Sheet Row
Msft Echo Microsoft Surface Pro 10 Fact Sheet Row
13/12/2025 - www.microsoft.com
Surface Pro 10 An AI PC built for business, designed for versatility Surface Pro 10 blurs the boundary between hardware and software for peak performance in a secured, lightweight device that adapts to any work style. Employees get the benefits of an AI PC that accelerates Microsoft Copilot* experiences and offers integrated AI engines that enable the next wave of business features. Choose from Wi-Fi+5G or Wi-Fi only. A new era of workplace collaboration Never-ending, on-the-go impact Take advantage...

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 %? %?
 
 

74005 manual.indd 1 10/20/06 4:53:23 PM
74005 manual.indd 1 10/20/06 4:53:23 PM
03/04/2012 - www.vtech-jouets.com
74005 manual.indd 1 10/20/06 4:53:23 PM Chers parents, Chez VTech®, nous sommes persuadés que les enfants sont notre avenir. C'est pourquoi tous nos jeux sont conçus de manière à inciter Bébé à découvrir le monde qui l'entoure. Toute la technologie et le sens de la pédagogie VTech® sont mis au service du développement de l'enfant : la découverte de son corps, sa relation au monde, le plaisir d'apprendre en jouant. Chez VTech®, nous nous engageons à tout faire pour que les enfants...

Ricoh Uk Limited Accredited Employer Letter 2023
Ricoh Uk Limited Accredited Employer Letter 2023
08/05/2025 - www.ricoh.com
Ricoh UK Limited Ricoh House 800 Pavilion Drive Northampton Business Park Northampton NN4 7YL Jun 27, 2023 Dear Toni, Living Wage Employer Accreditation 2023 We are delighted to confirm that you have been accredited as a Living Wage Employer by the Living Wage Foundation. This letter confirms that from 07 March 2023, Ricoh UK Limited meets the standards set by Citizens UK and the Living Wage Foundation by signing the UK Living Wage Employer' licence agreement. The accreditation is valid for one...

rugged XL - LaCie
rugged XL - LaCie
13/05/2016 - www.lacie.com
rugged XL eSATA 3 Gbit/s USB 2.0 Design by NEIL POULTON +10GB ð‚ ON L I N E STORAGE 1 YEAR INCLUDED Disque dur à longue durée de vie. Stockage solide et créatif pour votre bureau. USB BOO ST Simple et efficace Conception et fonctionnement Le LaCie Rugged XL, Design by Neil Poulton offre une grande capacité de stockage tout en offrant une utilisation à la portée de tous. Particulièrement facile à installer, il bénéficie de la commodité du Plug & Play et son formatage peut...

VC-GX30 - Onkyo
VC-GX30 - Onkyo
31/10/2017 - www.fr.onkyo.com
VC-GX30 NOIR BLANC Vivez votre vie. Nous nous occupons de la bande son. Découvrez votre assistant personnel à commande vocale intégrant l Assistant Google, perfectionné par des décennies de savoir-faire audio Onkyo pour donner des ailes à la musique. Écoutez la musique que voulez sur simple demande via l amplificateur sur mesure et le woofer longue portée ou commandez avec votre voix d autres enceintes dans un environnement Chromecast intégré quand vous n avez pas les mains libres....

Nutritab de Terraillon, maîtrisez ce que vous mangez en mode connecté
Nutritab de Terraillon, maîtrisez ce que vous mangez en mode connecté
26/10/2016 - www.terraillon.fr
Date : 26/05/2015 Heure : 23:19:10 Journaliste : Marion Germain www.selectromenager.com Pays : France Dynamisme : 5 Page 1/1 Visualiser l'article Nutritab de Terraillon, maîtrisez ce que vous mangez en mode connecté Vous souhaitez suivre un régime, garder la forme ou plus généralement surveiller votre alimentation, le Grand Prix de Bronze de l Innovation de la Foire de Paris peut vous aider. Explications de cet appareil qui vous révèle la composition de vos aliments en image avec Benoît...

KCVB9B
KCVB9B
18/06/2012 - www.smeg.fr
KCVB9B linéa SMEG ELITE Hotte décorative murale, 90 cm, inox / verre blanc EAN13: 8017709164485 Design incliné Sérigraphie coordonnée aux fours Linéa Afficheur à LED blancs Commandes électroniques sensitives 4 vitesses Fonction vitesse intensive (10 min.) Arrêt automatique après 30 min (sur chaque vitesse) Fonction de purification de l'air 24h Fonction réinitialisation pour témoin filtres saturés Eclairage 2 halogènes réglables (2 x 20 W) Filtres inox avec aspiration périphérique...