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Next issue (April 2007)
Monographic section dedicated to
"Information Technologies for Visually Impaired People"


UPGRADE, Vol. VIII, issue no. 1: cover page by Concha Arias Pérez, © ATI 2007


Vol. VIII, issue no. 1,

February 2007


Next Generation
Web Search


 Published on behalf of CEPIS by Novática (ATI, Spain)

Contents
Editions in other languages

Guest Editors:

Ricardo Baeza-Yates, Paolo Boldi, and José-María Gómez-Hidalgo


Contents

Editions of the monograph in other languages

  • Spanish, by Novática (full edition printed  -- already available--; summary, presentation and abstracts online -- **soon available**)


Editorial Team of Upgrade


Chief Editor: Llorenç Pagés-Casas, <pages AT ati DOT es>

Associate Editors:

François Louis Nicolet, <nicolet AT acm DOT org>; Roberto Carniel, <rcarniel AT dgt DOT uniud DOT it>; Zakaria Maamar, <Zakaria DOT Maamar AT zu DOT ac DOT ae>; Soraya Kouadri Mostéfaoui, <soraya DOT kouadrimostefaoui AT unifr DOT ch>,  Rafael Fernández Calvo, <rfcalvo AT ati DOT es>.

(E-mail addresses written with anti-spamming disguise)

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CEPIS (Council of European Professional Informatics Societies) promotes Upgrade
UPENET (UPGRADE European NETwork), promoted by CEPIS
Novática, journal and magazine of ATI (Spain), publishes Upgrade
EUCIP: European Certification of Informatics Professionals
 

           Editorial Section

Editorial
 

 Monograph

Next Generation Web Search
 



 UPENET
(
UPGRADE European NETwork)


Papers from the Spanish journal "Novática" and the Polish journal "Pro Dialog"
CEPIS NEWS

Harmonise Project
News and Events



Monograph: Next Generation Web Search
Published on behalf of CEPIS by Novática (ATI, Spain)
Guest Editors:
Ricardo Baeza-Yates, Paolo Boldi and José-María Gómez-Hidalgo

Presentation
The Future of Web Search [HTML] [PDF: 3 pages, 89 KB]
Ricardo Baeza-Yates, Paolo Boldi, and José María-Gómez-Hidalgo  - Guest Editors
Abstract: The guest editors comment on the
monograph of UPGRADE and Novática and briefly introduce the papers it consists of. A set of useful references about the matter is included too.

Efficient Sparse Linear System Solution of the Page-Rank Problem [PDF: 7 pages, 255 KB]
Gianna M. Del Corso, Antonio Gullì, and Francesco Romani
Abstract: The research community has recently devoted an increasing amount of attention to reducing the computational time needed by Web ranking algorithms. In particular, many techniques have been proposed to speed up the well-known PageRank algorithm. This interest is driven by two dominant factors: (1) the Web Graph is simply huge and is subject to dramatic updates in terms of nodes and links, therefore the PageRank assignment tends to become obsolete very quickly; (2) many
PageRank vectors need to be computed according to different choices of the personalization vectors or when adopting strategies for collusion detection. In this paper, we show how the PageRank computation in the original random surfer model can be transformed into the problem of computing the solution of a sparse linear system. The sparsity of the obtained linear system makes it possible to exploit the effectiveness of Markov chain index reordering to speed up the PageRank computation. In particular, we rearrange the system matrix according to several permutations and we apply different scalar and block iterative methods to solve smaller linear systems. We tested our approaches on Web Graphs crawled from the net. The largest one amounts to about 24 millions nodes and more than 100 million links. With this Web Graph, the cost for computing the PageRank is reduced by 58% in terms of Mflops and of 90% in terms of time with respect to the more commonly used Power method.

Learning to Analyze Natural Language Texts [PDF: 7 pages, 326 KB]
Giuseppe Attardi
Abstract: Linguistic analysis is rarely used in information retrieval applications like Web search, classification or summarization. Recent advances in statistical and machine learning techniques have spawned developing tools such as parsers or machine translators which are accurate and effective enough for large scale deployment. Future generation Web search engines might perform linguistic analysis of documents to extract semantic relations and to enrich their indexes to provide more sophisticated services than document retrieval. To illustrate these techniques, we outline how to build a dependency parser which learns from examples.

SNAKET: A Personalized Search-result Clustering Engine [PDF: 8 pages, 354 KB]
Paolo Ferragina and Antonio Gullì
Abstract: We propose a (meta-)search engine, called SNAKET, that queries 16 commodity search engines — specializing on the topics Web, blog, books and news — and then offers two complementary views on their returned results. One is the classical ranked list, the other one consists of a hierarchical organization of the results into folders labeled with variable-length  sentences which are created on-the-fly at query time. These labels capture the "theme" of the query results contained into their associated folders. Users can eventually browse the labeled folder hierarchy with various goals: knowledge extraction, query refinement, or results personalization. This form of personalization is privacy preserving and non intrusive for the underlying search engines.

The Multimodal Nature of the Web: New Trends in Information Access [PDF: 6 pages, 299 KB]
Luis-Alfonso Ureña-López, Manuel-Carlos Díaz-Galiano, Arturo Montejo-Raez, and Mª Teresa  Martín-Valdivia
Abstract: The rapid evolution of the World Wide Web has changed our view of it. It has turned into a collaborative framework where technological and social trendstrends come together, resulting in the over exploited term Web 2.0. In this new multimodal and multilingual paradigm, all our techniques for the search and retrieval of information need to be applied, managing not only textual information, but also visual data (images or videos) that can help to improve our systems. In the present paper, along with a brief analysis of the described scenario, we introduce an experience in the medical domain for the retrieval of multimodal information (text and images).

Adversarial Information Retrieval in the Web [PDF: 8 pages, 126 KB]
Ricardo Baeza-Yates, Paolo Boldi, and José María-Gómez-Hidalgo
Abstract: The Web is the killer application of the Internet. Without doubt, such a useful application is destined to be the subject of abuse, as others like e-mail are. Spam has invaded the Search Engines, the Social Networks, and moreover, the Web is also abused by its users and not only the content providers. Adversarial Information Retrieval (AIR) deals with the classification of content (or use of content) regarding its abuse quality, and faces an adversary (the abuser), who is ever trying to mislead the classifier. Search Engine spam detection, Web content filtering, and others, are instances of AIR in the Web. In this work, we review a number of AIR problems in the Web, along with some proposed solutions. We pay special attention to link-based Search Engine spam detection, and to Web content filtering, as representatives of a range of proposed techniques to reach high effectiveness in controlling Web related abuse.

GERINDO: Managing and Retrieving Information in Large Document Collections [PDF: 8 pages, 473 KB]
Nivio Ziviani, Alberto H.F. Laender, Edleno Silva de Moura, Altigran Soares da Silva, Carlos A. Heuser, and Wagner Meira Jr.
Abstract: We present in this article a summary of some of the main results produced in the five years of the GERINDO research project. This project aims to address the increasing demand for software tools capable of dealing with information available in large document collections, such as the World Wide Web, and involves the participation of several researches from three Brazilian universities. The project efforts have been focused on a number of research topics on web information retrieval and management, such as information retrieval models, searching techniques, document categorization, semistructured data management, generation of agents for document collection, and efficiency issues. In addition to its specific research contributions, the project has stimulated the interaction among the researchers of the three universities and has promoted other collaborations with research groups from North America and Europe.

Research Directions in Terrier: a Search Engine for Advanced Retrieval on the Web [PDF: 8 pages, 315 KB]
Iadh Ounis, Christina Lioma, Craig Macdonald, and Vassilis Plachouras
Abstract: This paper describes the Terrier search engine, giving an overview of its architecture and main Information Retrieval (IR) features, and reviewing the cutting-edge research implemented in it, with a special focus on Web search. IR research is concerned with developing and evaluating search engines that retrieve relevant documents in response to a user query. Terrier is a highly flexible, efficient, effective and robust platform for IR research, readily deployable on large-scale collections of documents [10]. Terrier implements state-of-the-art theoretically-founded models for IR, ranging from formal disciplines, such as probability theory, statistics and natural language processing, to computational aspects of index compression and retrieval efficiency. The research put into Terrier constantly expands towards new branches of the wider IR field, making Terrier a strong, modular and state-of-the-art platform for developing and assessing new concepts and ideas.

Yahoo! Research Barcelona:  Web Retrieval and Mining [PDF: 2 pages, 107 KB]
The Yahoo! Research Team

Abstract: In mid-2005, Yahoo! Inc. began an ambitious program to create a world class industrial research lab focusing on how to deliver services over the web to a range of stakeholders, including advertisers, site owners, content publishers, and users. The resulting organization, Yahoo! Research, has embarked on a number of research directions. In early 2006, the first lab in Europe was launched in Barcelona. Within a year this lab has become well known in Europe and it is one of the largest groups on Web retrieval and mining in Europe. In this short paper, we report on the research directions of Yahoo! Research in general and of the Barcelona lab in particular, with a focus on the trends and problems we see as critical to our mission.


The Guest Editors

Ricardo Baeza-Yates is Director of the new Yahoo! Research laboratories in Barcelona and Latin America (Santiago, Chile). Before that he was professor and director of the Center for Web Research at the Computer Science department of the University of Chile, and also ICREA (Institució Catalana de Recerca i Estudis Avançats) Professor at the Department of Technology of the Universitat Pompeu Fabra in Barcelona, Spain. He holds a Ph.D. in Computer Science from the University of Waterloo, Canada. He is co-author of the book Modern Information Retrieval, published in 1999 by Addison-Wesley, as well as coauthor of the 2nd edition of the Handbook of Algorithms and Data Structures, Addison-Wesley, 1991; and co-editor of Information Retrieval: Algorithms and Data Structures, Prentice-Hall, 1992. Among other awards, he received the Organization of American States award for young researchers in exact sciences (1993). In 2003 he was the first computer scientist to be elected to the Chilean Academy of Sciences.<ricardo AT baeza DOT cl>. 

Paolo Boldi obtained his Ph.D. in Computer Science at the University of Milano, where he is currently Associate Professor at the Dipartimento di Scienze dell’Informazione. His research interests touched many different topics in theoretical and applied computer science, such as: domain theory, non-classical computability theory, distributed computability, anonymous networks, sense of direction, self-stabilizing systems. More recently, his works focused on problems related to the World-Wide Web, a field where his research has also produced software packages used by many people working in the same area. In particular, he contributed to write a highly efficient full-text IR engine (MG4J), and a graph compression tool (WebGraph) that is state-of-art as far as compression ratio is concerned. <boldi AT dsi DOT unimi DOT it>.

José-María Gómez-Hidalgo holds a Ph.D. in Mathematics, and has been a lecturer and researcher at the Universidad Complutense de Madrid (UCM) and the Universidad Europea de Madrid (UEM), for 10 years, where he is currently the Head of the Department of Computer Science. His main research interests include Natural Language Processing (NLP) and Machine Learning (ML), with applications in Information Access in newspapers and biomedicine, and Adversarial Information Retrieval with applications in spam filtering and pornography detection on the Web. He has taken part in around 10 research projects, heading some of them. José María has co-authored a number of research papers in the topics above, which can be accessed at his home page <http://www.esi.uem.es/~jmgomez/>. He is Program Committee member for CEAS (Conference on Email and Anti-Spam) 2007, the Spam Symposium 2007 and other conferences, and he has reviewed papers for JASIST (Journal of the American Society for Information Science and Technology), ECIR (European Conference on Information Retrieval), and others. He has also reviewed research project proposals for the European Commission. <jmgomez AT uem DOT es>.

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UPENET (UPGRADE European NETwork) [PDF: 24 pages, 605 KB]

From Novatica (ATI, Spain)
Informatics Profession
The Maturity  of  IT  Professionalism in Europe
Sean Brady

This paper has been selected for publication, in Spanish, by Novatica. Novatica, a founding member of UPENET, is a bimonthly journal published in Spanish by the Spanish CEPIS society ATI (Asociación de Técnicos de Informática – Association of Computer Professionals).

Abstract: This paper examines the maturity of IT Professionalism as implemented by European Computer Societies, reporting on the results of a survey conducted among several societies that belong to CEPIS (Council of European Professional Informatics Societies).


From Pro Dialog (PTI-PIPS, Poland)
Graphical Interfaces
Portable Declarative Format for Specifying Graphical User Interfaces 
Zbigniew Fry
źlewicz and Rafał Gierusz

This paper was first published, in English, by Pro Dialog (issue no. 22, 2007, pp. 15-26). Pro Dialog, a founding member of UPENET, is a biannual journal published jointly, in English or Polish, by the Polish CEPIS society PTI-PIPS (Polskie Towarzystwo Informatyczne – Polish Information Processing Society) and the Poznan University of Technology, Institute of Computing Science.

Abstract: This paper introduces a portable declarative format for specifying graphical user interfaces. A generic GUI description is developed in XML and then converted by means of XSLT. Thus the GUI is independent of the platform and the programming language. The hope is that in the future, GUIs will be developed by designers versed in graphics but not programming. An implementation for Java and C# is developed.


From Novatica (ATI, Spain)
Next-generation Web
Blogs: On the Cutting Edge of the Next-generation Web 
Antonio-Miguel Fumero-Reverón and Fernando Sáez-Vacas

This paper was first published, in Spanish, by Novatica (issue no. 183, September-October 2006, pp. 68-73). Novatica, a founding member of UPENET, is a bimonthly journal published in Spanish by the Spanish CEPIS society ATI (Asociación de Técnicos de Informática – Association of Computer Professionals).

Abstract: This article analyses a number of social and cultural aspects of the blog phenomenon with the methodological aid of a complexity model, the New Techno-social Environment (hereinafter also referred to by its Spanish acronym, NET, or Nuevo Entorno Tecnosocial) together with the socio-technical approach of the two blogologist authors. Both authors are researchers interested in the new reality of the Digital Universal Network (DUN). After a review of some basic definitions,the article moves on to highlight some key characteristics of an emerging blog culture and relates them to the properties of the NET. Then, after a brief practical parenthesis for people entering the blogosphere for the first time, we present some reflections on blogs as an evolution of virtual communities and on the changes experienced by the inhabitants of the infocity emerging from within the NET. The article concludes with a somewhat disturbing question; whether among these changes there might not be a gradual transformation of the structure and form of human intelligence.

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CEPIS NEWS [PDF: 2 page, 72 KB

Harmonise Project
Building up to the Final Report
François-Philippe Draguet
Additional information about this project whose aim is contributing to establish comparable data on ICT vocational training systems and various approaches to ICT qualification and ICT certification in the participating countries.

News & Events

European Funded Projects and News  Updates


Monograph: Next Generation Web Search

Presentation
The Future of Web Search [PDF: 3 pages, 89 KB]
(includes a set of
useful references about the matter)
Ricardo Baeza-Yates, Paolo Boldi, and José-María Gómez-Hidalgo - Guest Editors

Since the publication of the UPGRADE issue on "Information Retrieval and the Web" on June, 2002, the dimension of the Web, and the kind of information on the
Web and its usage, have clearly evolved, posing new challenges for their most prominent entry points, Search Engines.

Among such challenges are:

1. Advanced search modes. Text data retrieval (such as what is the capital of France) is one of the most popular search activities on the Web. However, there are other search activities with more ambitious and sophisticated goals, such as searching to learn or to investigate. As more and more users access the Web, it is increasingly necessary to provide support to ever more sophisticated search strategies.

2. Efficiency. Since their very beginning, Search Engines have been designed to return Web references to user queries in milliseconds. However, dealing with millions of
Web pages is not the same as achieving fast retrieval from thousands of billions of pages. For instance, according to Netcraft Surveys the number of Web servers has doubled in the last 18 months. Information on the Web is increasing faster than computing power, and algorithms have to be rethought to keep them affordable.

3. Semantic Web. Humans are capable of using the Web to carry out tasks such as finding the Finnish word for "car", to reserve a library book, or to search for the cheapest DVD and buy it. However, a computer cannot accomplish the same tasks without human direction because web pages are designed to be read by people, not machines. The Semantic Web is a vision of information that is understandable by computers, so that they can automate more of the tedium involved in finding, sharing and combining information on the web. At its core, the Semantic Web consists of a data model called Resource Description Framework (RDF), a variety of data interchange formats (e.g. RDF/XML, Tur
tle, etc.), and notations such as RDF Schema (RDFS) and the Web Ontology Language (OWL) that facilitate formaldescription of concepts, terms, and relationships within agiven domain. The Semantic Web will enable new forms ofWeb Search, simpler and more accurate than the present ones, and it needs to be built around the intelligent processingof current Web information, including Language and Multimedia Analysis.

4. Online Social Networks. One of the most important reasons for the growth of the number of Web servers and pages is the increasing popularity of online social networking services, such as Flickr, Blogger, Digg, MySpace, YouTube, Wikipedia, and many others. These sites allow Web users to publish and share easily and quickly all forms of information, including their personal thoughts, pictures, videos, interests and references, news items, etc. The digital expression of personal relationships particularly facilitates sharing, with features such as Friend of a Friend (FOAF), which allow users to share their network of personal relationships. Social Networking services foster the emergence of online dynamic communities that make social decisions about the quality of Web content, which will be the key to the next generation of search engines (just as link analysis was the key to the current generation).

5. Personalization and other forms of context. As computational power increases, it must be converted into more advanced search engine features. The exploitation of
information about user context (location, previous and recent searches, previous and recent clicks, etc.) may deliver more accurate information to the user as it can be tailored to his or her long and short search goals and information needs. Context awareness is also central to Web advertising, a field of ever-increasing importance that can exploit user information to identify targets in a more effective way.

6. Multimedia and multilingualism. The Web is still a community of diverse nationalities with different languages which have yet to be given more than limited support by search engines. Even very basic internationalization issues (such as the choice of charset and encoding) are still only covered in a very partial, unsatisfactory (and western-centric) way by current generation search engines. With only (increasingly effective) translation services as multi-language support tools, users are demanding cross-language features that allow them to cross the language barrier, retrieving results from queries in their mother tongue in many languages. The computational capabilities and the quality of multimedia analysis algorithms also allows better search interfaces and indexes, in which users pose queries in the form of pictures, audio files or even videos, in order to obtain multimedia material.

7. Web Spam. What is probably the Web’s most valuable asset, the possibility of making connections from pieces of information to persons, is increasingly being the subject of abuse. Just as email spam erupted on the scene some years ago, so some content providers are now abusing this valuable means of communication to obtain an illegal commercial advantage by preparing pages and links with the aim of getting an undeservedly high rank from a variety of popular user queries. Moreover, they hack dynamic websites (forums, social networks, etc.) in order to insert fake references and content which is ultimately targeted to delivering traffic and rank to their Web sites, and putting money in their pockets, in something which is sometimes disguised as Search Engine Optimization Web search engine operators, social networking services, etc. are required and committed to stopping, or at least reducing, this kind of abuse.

The authors invited to this special issue are prominent researchers and representatives of the search engine industry, and their papers cover most of these issues, providing the reader with a valuable overview of current and upcoming Web search engines techniques and functionalities.

The work by Gianna del Corso, Antonio Gullì and Francesco Romani focuses on the efficient computation of PageRank measures on an ever increasing Web graph. Only improvements such as those described in this paper will enable us to continue to use valuable link analysis techniques for Web site ranking.

Giuseppe Attardi describes some of the Natural Language analysis techniques which are at the core of advanced Semantic Web applications. Language Analysis makes it possible to build, maintain and exploit the resources needed by the Semantic Web (in particular, ontologies).

Personalization is covered by the work presented by Paolo Ferragina and Antonio Gullì, who describe how to obtain more personalized and accurate results by using an
advanced and effective Web result clustering engine, which goes by the name of Snaket.

Luis-Alfonso Ureña-López, Manuel-Carlos Díaz-Galiano, Arturo Montejo-Raez and Mª Teresa Martín-Valdivia present a list of experiments on content-based multilingual and multimedia (images and text) retrieval,which support new ways of querying search engines, with an emphasis on multimodality: mixed media queries involving text and sample images.

Ricardo Baeza-Yates, Paolo Boldi, and José-María Gómez-Hidalgo, have prepared an overview of the current problems and solutions to Web spam and other forms of
abuse, focusing on link analysis and Web content filtering.

Next up, two papers present major and effective research efforts in the field of Web and large-scale information retrieval.

On the one hand, Nivio Ziviani, Alberto H.F.Laender, Edleno Silva de Moura, Altigran Soares da Silva, Carlos A. Heuser, and Wagner Meira jr. present an overview of some of the Web search related results of Gerindo, one of the biggest and most prominent research projects on information retrieval in recent years.

On the other, Iadh Ounis, Christina Lioma, Craig Macdonald, and Vassilis Plachouras describe Terrier, a high performance framework and engine designed to allow researchers to look into new information retrieval models, efficient implementations, and many other relevant topics, easily deployable on large-scale document collections.

We close this special issue with a description of the direction of research activities carried out by Yahoo! Research.


Useful References on Web Search Engines

In addition to the references and sources mentioned in the articles of this issue, interested readers may like to take a look at the following Web sites, books, journals, and conference proceedings.

Books
  • S. Abiteboul, P. Buneman and D. Suciu. Data on the Web: from Relations to Semistructured Data and XML,Morgan Kauffman, 2000. ISBN: 155860622X.
  • M. Agosti and A. Smeaton (editors) Information Retrievaland Hypertext, Kluwer, 1996. ISBN: 079239710X.
  • R. Baeza-Yates and B. Ribeiro-Neto. Modern Information Retrieval, Addison-Wesley, 1999. ISBN: 020139829X. Web Site: <http://sunsite.dcc.uchile.cl/irbook/>.
  • S. Chakrabarti. Mining the Web: Analysis of Hypertext and Semi Structured Data. Morgan Kaufmann, 2003.
  • D.A. Grossman and O. Frieder. Information Retrieval: Algorithms and Heuristics. Springer, 2004. ISBN:1402030045.
  • Witten, A. Moffat and T. Bell. Managing Gigabytes,Morgan Kauffman, 1999 (second edition). ISBN: 1558605703.
Journals
  • ACM Transactions on Information Systems, <http://www.acm.org/pubs/tois/>.
  • ACM Transactions on Internet Technology, <http://www.acm.org/pubs/periodicals/toit/>.
  • European Journal of Information Systems, <http://www.palgrave-journals.com/ejis/index.html>.
  • Electronic Library, <http://www.emeraldinsight.com/info/journals/el/el.jsp>.
  • IEEE Intelligent Systems, <http://www.computer.org/portal/site/intelligent/>.
  • IEEE Internet Computing, <http://www.computer.org/portal/site/internet/>.
  • IEEE Transactions on Information Theory, <http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?puNumber=18>.
  • IEEE Transactions on Knowledge and DataEngineering, <www.computer.org/mc/tkde>.
  • Information Processing & Management, <http://ees.elsevier.com/ipm/>.
  • Information Retrieval Journal, <http://ees.elsevier.com/ipm/>.
  • Journal of the Association for Information Systems, <http://jais.aisnet.org/>.
  • SIGIR Forum, <http://www.acm.org/sigs/sigir/forum/>. 
  • SIGWEB Newsletter, <http://www.sigweb.org/>. 
  • VLDB Journal, <http://www.informatik.uni-trier.de/~ley/db/journals/vldb/index.html>.
  • World Wide Web, <http://vlib.org/>.
Conferences
  • ACM DocEng, <http://www.document engineering.org/>.
  • ACM JCDL, <http://www.acm.org/jcdl/>.
  • ACM SIGIR, <http://www.acm.org/sigir/>.
  • CIKM, <http://www.cs.umbc.edu/cikm/>.
  • CLEF, <http://www.clef-campaign.org/>.
  • ECIR, <http://irsg.bcs.org/ecir.php>.
  • RIAO, <http://www.riao.org/>.
  • SPIRE, <http://cn.net.au/>.
  • TREC, <http://trec.nist.gov/>.
Web Sites
  • Center for Web Research, <http://www.cwr.cl>.
  • Google Labs, <http://labs.google.com>.
  • José María Gómez home page, <http://www.esp.uem.es/jmgomez>.
  • MAVIR Research Program, <http://www.matir.net>.
  • Paolo Boldi home page, <http://boldi.dsi.unimi.it>.
  • Ricardo Baeza-Yates home page, <http://www. baeza.cl>.
  • Search Engine Watch, <http://www.searchenginewatch.com>.
  • Web Information Retrieval resources, <http://www.webir.org>.
  • World Wide Web Consortium, <http://w3c.org>.
  • Yahoo! Research, <http://research.yahoo.com>.
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Last updated on August 12th, 2007 by the Editorial Team of Upgrade

Copyright © CEPIS 2007. All rights reserved unless otherwise stated.