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	<title><![CDATA[spam filtering Resources | ZDNet]]></title>
	<link><![CDATA[http://updates.zdnet.com/tags/spam+filtering.html]]></link>
	<description><![CDATA[White papers, case studies, technical articles, and blog posts relating to spam filtering]]></description>
	<s:counts start="0" returned="20" found="39" />
	<language>en-us</language>
	<item>
		<title><![CDATA[Clyton 2.1 (Windows)]]></title>
		<link><![CDATA[http://downloads.zdnet.com/abstract.aspx?docid=1008331]]></link>
		<description><![CDATA[Clyton is an email client with advanced security and spam filtering features. The spam filter is highly configurable and supports DNS blacklist checking DNSBL. Expect 85% of spam to be eliminated with the default configuration. Email that is suspicious but not obviously spam can be quarantined for 24 hours and...]]></description>
		<s:doctype><![CDATA[Software downloads]]></s:doctype>
		<pubDate>Tue, 09 Jun 2009 00:00:00 -0700</pubDate>
		<category domain="http://updates.zdnet.com/tags/spam+filtering.html"><![CDATA[Spam Filtering]]></category>
		<category domain="http://updates.zdnet.com/tags/microsoft+windows.html"><![CDATA[Microsoft Windows]]></category>
		<category domain="http://updates.zdnet.com/tags/gammadyne.html"><![CDATA[Gammadyne]]></category>
		<category domain="http://updates.zdnet.com/tags/clyton.html"><![CDATA[Clyton]]></category>
		<category domain="http://updates.zdnet.com/tags/e-mail.html"><![CDATA[E-mail]]></category>
		<category domain="http://updates.zdnet.com/tags/spam.html"><![CDATA[Spam]]></category>
		<category domain="http://updates.zdnet.com/tags/security.html"><![CDATA[Security]]></category>
		<category domain="http://updates.zdnet.com/tags/viruses+and+worms.html"><![CDATA[Viruses And Worms]]></category>
		<category domain="http://updates.zdnet.com/tags/online+communications.html"><![CDATA[Online Communications]]></category>
		<category domain="http://updates.zdnet.com/tags/spam+and+phishing.html"><![CDATA[Spam And Phishing]]></category>
	</item>
	<item>
		<title><![CDATA[Web Spam Filtering in Internet Archives]]></title>
		<link><![CDATA[http://whitepapers.zdnet.com/abstract.aspx?docid=1021915]]></link>
		<description><![CDATA[While Web spam is targeted for the high commercial value of top-ranked search-engine results, Web archives observe quality deterioration and resource waste as a side effect. So far Web spam filtering technologies are rarely used by Web archivists but planned in the future as indicated in a survey with responses...]]></description>
		<s:doctype><![CDATA[White papers]]></s:doctype>
		<pubDate>Tue, 21 Apr 2009 00:00:00 -0700</pubDate>
		<category domain="http://updates.zdnet.com/tags/web.html"><![CDATA[Web]]></category>
		<category domain="http://updates.zdnet.com/tags/spam+filtering.html"><![CDATA[Spam Filtering]]></category>
		<category domain="http://updates.zdnet.com/tags/channel+management.html"><![CDATA[Channel Management]]></category>
		<category domain="http://updates.zdnet.com/tags/internet.html"><![CDATA[Internet]]></category>
		<category domain="http://updates.zdnet.com/tags/marketing.html"><![CDATA[Marketing]]></category>
	</item>
	<item>
		<title><![CDATA[Improved Spam Filtering by Extraction of Information From Text Embedded Image e-Mail]]></title>
		<link><![CDATA[http://whitepapers.zdnet.com/abstract.aspx?docid=1021885]]></link>
		<description><![CDATA[The increase of image spam, a kind of spam in which the text message is embedded into an attached image to defeat spam filtering techniques, is becoming an increasingly major problem.. For nearly a decade, content based filtering using text classification or machine learning has been a major trend of...]]></description>
		<s:doctype><![CDATA[White papers]]></s:doctype>
		<pubDate>Thu, 12 Mar 2009 00:00:00 -0700</pubDate>
		<category domain="http://updates.zdnet.com/tags/technique.html"><![CDATA[Technique]]></category>
		<category domain="http://updates.zdnet.com/tags/spam+filtering.html"><![CDATA[Spam Filtering]]></category>
		<category domain="http://updates.zdnet.com/tags/association+for+computing+machinery.html"><![CDATA[Association For Computing Machinery]]></category>
		<category domain="http://updates.zdnet.com/tags/ontology.html"><![CDATA[Ontology]]></category>
		<category domain="http://updates.zdnet.com/tags/productivity.html"><![CDATA[Productivity]]></category>
		<category domain="http://updates.zdnet.com/tags/e-mail.html"><![CDATA[E-mail]]></category>
		<category domain="http://updates.zdnet.com/tags/spam.html"><![CDATA[Spam]]></category>
		<category domain="http://updates.zdnet.com/tags/strategy.html"><![CDATA[Strategy]]></category>
		<category domain="http://updates.zdnet.com/tags/viruses+and+worms.html"><![CDATA[Viruses And Worms]]></category>
		<category domain="http://updates.zdnet.com/tags/security.html"><![CDATA[Security]]></category>
		<category domain="http://updates.zdnet.com/tags/online+communications.html"><![CDATA[Online Communications]]></category>
		<category domain="http://updates.zdnet.com/tags/spam+and+phishing.html"><![CDATA[Spam And Phishing]]></category>
		<category domain="http://updates.zdnet.com/tags/management.html"><![CDATA[Management]]></category>
	</item>
	<item>
		<title><![CDATA[Hardware fault tolerance in a virtual environment]]></title>
		<link><![CDATA[http://talkback.zdnet.com/5208-12695-0.html?forumID=1&threadID=61828&messageID=1139101&start=0]]></link>
		<description><![CDATA[Hardware fault tolerance in a virtual environmentApplies to other areas as well spam filteringApplies to other areas as well - I am reminded of spam filtering. Many systems may boast "90%" or "99%" accuracy, but when you factor in the deluge of spam being sent, that may still mean several...]]></description>
		<s:doctype><![CDATA[Discussion threads]]></s:doctype>
		<pubDate>Tue, 10 Mar 2009 15:28:00 -0700</pubDate>
		<category domain="http://updates.zdnet.com/tags/digital+signatures.html"><![CDATA[Digital signatures]]></category>
		<category domain="http://updates.zdnet.com/tags/authentication%252fencryption.html"><![CDATA[Authentication/Encryption]]></category>
		<category domain="http://updates.zdnet.com/tags/digital+security.html"><![CDATA[Digital security]]></category>
		<category domain="http://updates.zdnet.com/tags/spam.html"><![CDATA[Spam]]></category>
		<category domain="http://updates.zdnet.com/tags/security.html"><![CDATA[SECURITY]]></category>
		<category domain="http://updates.zdnet.com/tags/hardware.html"><![CDATA[hardware]]></category>
		<category domain="http://updates.zdnet.com/tags/digital+signature.html"><![CDATA[digital signature]]></category>
		<category domain="http://updates.zdnet.com/tags/fault-tolerance.html"><![CDATA[fault-tolerance]]></category>
		<category domain="http://updates.zdnet.com/tags/spam+filtering.html"><![CDATA[spam filtering]]></category>
		<category domain="http://updates.zdnet.com/tags/bot.html"><![CDATA[bot]]></category>
		<category domain="http://updates.zdnet.com/tags/virtual+environment.html"><![CDATA[virtual environment]]></category>
	</item>
	<item>
		<title><![CDATA[Application of Refined LSA and MD5 Algorithms in Spam Filtering]]></title>
		<link><![CDATA[http://whitepapers.zdnet.com/abstract.aspx?docid=1021661]]></link>
		<description><![CDATA[The paper proposes a spam filtering method that uses integrated and refined Latent Semantic Analysis LSA and Message-Digest Algorithm 5 (MD5) algorithms to address a series of universal problems in spam filtering, including remarkably lowered filtering precision and notably unbalanced filtering efficiency as a result of lack of latent semantic...]]></description>
		<s:doctype><![CDATA[White papers]]></s:doctype>
		<pubDate>Sun, 01 Mar 2009 00:00:00 -0800</pubDate>
		<category domain="http://updates.zdnet.com/tags/algorithm.html"><![CDATA[Algorithm]]></category>
		<category domain="http://updates.zdnet.com/tags/spam+filtering.html"><![CDATA[Spam Filtering]]></category>
		<category domain="http://updates.zdnet.com/tags/academy+publisher.html"><![CDATA[Academy Publisher]]></category>
		<category domain="http://updates.zdnet.com/tags/spam.html"><![CDATA[Spam]]></category>
		<category domain="http://updates.zdnet.com/tags/engineering.html"><![CDATA[Engineering]]></category>
		<category domain="http://updates.zdnet.com/tags/viruses+and+worms.html"><![CDATA[Viruses And Worms]]></category>
		<category domain="http://updates.zdnet.com/tags/security.html"><![CDATA[Security]]></category>
		<category domain="http://updates.zdnet.com/tags/spam+and+phishing.html"><![CDATA[Spam And Phishing]]></category>
	</item>
	<item>
		<title><![CDATA[Spam Filtering Using a Markov Random Field Model With Variable Weighting Schemas]]></title>
		<link><![CDATA[http://whitepapers.zdnet.com/abstract.aspx?docid=1021591]]></link>
		<description><![CDATA[This paper presents a Markov Random Field model based approach to filter spam. Their approach examines the importance of the neighborhood relationship MRF cliques among words in an email message for the purpose of spam classification. They propose and test several different theoretical bases for weighting schemes among corresponding neighborhood...]]></description>
		<s:doctype><![CDATA[White papers]]></s:doctype>
		<pubDate>Thu, 01 Jan 2009 00:00:00 -0800</pubDate>
		<category domain="http://updates.zdnet.com/tags/spam+filtering.html"><![CDATA[Spam Filtering]]></category>
		<category domain="http://updates.zdnet.com/tags/university+of+california.html"><![CDATA[University Of California]]></category>
		<category domain="http://updates.zdnet.com/tags/e-mail.html"><![CDATA[E-mail]]></category>
		<category domain="http://updates.zdnet.com/tags/spam.html"><![CDATA[Spam]]></category>
		<category domain="http://updates.zdnet.com/tags/construction.html"><![CDATA[Construction]]></category>
		<category domain="http://updates.zdnet.com/tags/viruses+and+worms.html"><![CDATA[Viruses And Worms]]></category>
		<category domain="http://updates.zdnet.com/tags/security.html"><![CDATA[Security]]></category>
		<category domain="http://updates.zdnet.com/tags/online+communications.html"><![CDATA[Online Communications]]></category>
		<category domain="http://updates.zdnet.com/tags/spam+and+phishing.html"><![CDATA[Spam And Phishing]]></category>
	</item>
	<item>
		<title><![CDATA[Spam Filtering With Several Novel Bayesian Classifiers]]></title>
		<link><![CDATA[http://whitepapers.zdnet.com/abstract.aspx?docid=1021601]]></link>
		<description><![CDATA[This paper presents spam filtering with three novel bayesian classification methods: Aggregating One-Dependence Estimators AODE, Hidden Naïve Bayes HNB, Locally Weighted learning with Naïve Bayes LWNB. Other four traditional classifiers: Naïve Bayes, k Nearest Neighbor kNN, Support Vector Machine SVM, C4.5 are also performed for comparison. Four feature selection methods:...]]></description>
		<s:doctype><![CDATA[White papers]]></s:doctype>
		<pubDate>Tue, 11 Nov 2008 00:00:00 -0800</pubDate>
		<category domain="http://updates.zdnet.com/tags/spam+filtering.html"><![CDATA[Spam Filtering]]></category>
		<category domain="http://updates.zdnet.com/tags/bayesian.html"><![CDATA[Bayesian]]></category>
		<category domain="http://updates.zdnet.com/tags/spam.html"><![CDATA[Spam]]></category>
		<category domain="http://updates.zdnet.com/tags/viruses+and+worms.html"><![CDATA[Viruses And Worms]]></category>
		<category domain="http://updates.zdnet.com/tags/security.html"><![CDATA[Security]]></category>
		<category domain="http://updates.zdnet.com/tags/spam+and+phishing.html"><![CDATA[Spam And Phishing]]></category>
	</item>
	<item>
		<title><![CDATA[Artificial Immune System for Collaborative Spam Filtering]]></title>
		<link><![CDATA[http://whitepapers.zdnet.com/abstract.aspx?docid=1022013]]></link>
		<description><![CDATA[Artificial Immune Systems AIS use the concepts and algorithms inspired by the theory of how the human immune system works. This paper presents the design and initial evaluation of a new artificial immune system for collaborative spam filtering. Collaborative spam filtering allows for the detection of not-previously-seen spam content, by...]]></description>
		<s:doctype><![CDATA[White papers]]></s:doctype>
		<pubDate>Mon, 10 Nov 2008 00:00:00 -0800</pubDate>
		<category domain="http://updates.zdnet.com/tags/spam+filtering.html"><![CDATA[Spam Filtering]]></category>
		<category domain="http://updates.zdnet.com/tags/spam.html"><![CDATA[Spam]]></category>
		<category domain="http://updates.zdnet.com/tags/viruses+and+worms.html"><![CDATA[Viruses And Worms]]></category>
		<category domain="http://updates.zdnet.com/tags/security.html"><![CDATA[Security]]></category>
		<category domain="http://updates.zdnet.com/tags/spam+and+phishing.html"><![CDATA[Spam And Phishing]]></category>
	</item>
	<item>
		<title><![CDATA[Deep Belief Networks for Spam Filtering]]></title>
		<link><![CDATA[http://whitepapers.zdnet.com/abstract.aspx?docid=1021921]]></link>
		<description><![CDATA[This paper proposes a novel approach for spam filtering based on the use of Deep Belief Networks DBNs. In contrast to conventional feedfoward neural networks having one or two hidden layers, DBNs are feedforward neural networks with many hidden layers. Until recently it was not clear how to initialize the...]]></description>
		<s:doctype><![CDATA[White papers]]></s:doctype>
		<pubDate>Mon, 06 Oct 2008 00:00:00 -0700</pubDate>
		<category domain="http://updates.zdnet.com/tags/network.html"><![CDATA[Network]]></category>
		<category domain="http://updates.zdnet.com/tags/spam+filtering.html"><![CDATA[Spam Filtering]]></category>
		<category domain="http://updates.zdnet.com/tags/neural+network.html"><![CDATA[Neural Network]]></category>
		<category domain="http://updates.zdnet.com/tags/university+of+ioannina.html"><![CDATA[University Of Ioannina]]></category>
		<category domain="http://updates.zdnet.com/tags/spam.html"><![CDATA[Spam]]></category>
		<category domain="http://updates.zdnet.com/tags/viruses+and+worms.html"><![CDATA[Viruses And Worms]]></category>
		<category domain="http://updates.zdnet.com/tags/security.html"><![CDATA[Security]]></category>
		<category domain="http://updates.zdnet.com/tags/spam+and+phishing.html"><![CDATA[Spam And Phishing]]></category>
	</item>
	<item>
		<title><![CDATA[Red Condor's Vx Technology]]></title>
		<link><![CDATA[http://whitepapers.zdnet.com/abstract.aspx?docid=945965]]></link>
		<description><![CDATA[Red Condor's Vx Technology is the industry's first email security that integrates a local network appliance with hosted service. By combining the spam-filtering capability of Red Condor's Message Assurance Gateway MAG network appliances with the company's nationwide network of data centers, resources are always available to prevent spam attacks from...]]></description>
		<s:doctype><![CDATA[White papers]]></s:doctype>
		<pubDate>Fri, 03 Oct 2008 00:00:00 -0700</pubDate>
		<category domain="http://updates.zdnet.com/tags/network.html"><![CDATA[Network]]></category>
		<category domain="http://updates.zdnet.com/tags/spam+filtering.html"><![CDATA[Spam Filtering]]></category>
		<category domain="http://updates.zdnet.com/tags/network+appliance.html"><![CDATA[Network Appliance]]></category>
		<category domain="http://updates.zdnet.com/tags/red+condor.html"><![CDATA[Red Condor]]></category>
		<category domain="http://updates.zdnet.com/tags/e-mail.html"><![CDATA[E-mail]]></category>
		<category domain="http://updates.zdnet.com/tags/spam.html"><![CDATA[Spam]]></category>
		<category domain="http://updates.zdnet.com/tags/data+centers.html"><![CDATA[Data Centers]]></category>
		<category domain="http://updates.zdnet.com/tags/networking.html"><![CDATA[Networking]]></category>
		<category domain="http://updates.zdnet.com/tags/viruses+and+worms.html"><![CDATA[Viruses And Worms]]></category>
		<category domain="http://updates.zdnet.com/tags/security.html"><![CDATA[Security]]></category>
		<category domain="http://updates.zdnet.com/tags/online+communications.html"><![CDATA[Online Communications]]></category>
		<category domain="http://updates.zdnet.com/tags/spam+and+phishing.html"><![CDATA[Spam And Phishing]]></category>
		<category domain="http://updates.zdnet.com/tags/storage.html"><![CDATA[Storage]]></category>
		<category domain="http://updates.zdnet.com/tags/hardware.html"><![CDATA[Hardware]]></category>
		<category domain="http://updates.zdnet.com/tags/data+management.html"><![CDATA[Data Management]]></category>
	</item>
	<item>
		<title><![CDATA[How do I ... Enable Spambayes filtering in Thunderbird for Windows?]]></title>
		<link><![CDATA[http://whitepapers.zdnet.com/abstract.aspx?docid=385080]]></link>
		<description><![CDATA[The Thunderbird e-mail client is an outstanding piece of cross-platform, open source software. But one area where Thunderbird can use a little improvement is its Spam protection. Spambayes is a Bayesian spam filtering system written in Python, which classifies junk mail into three classifications: Spam, Ham, and Unsure. Jack Wallen...]]></description>
		<s:doctype><![CDATA[Download resources]]></s:doctype>
		<pubDate>Tue, 09 Sep 2008 00:00:00 -0700</pubDate>
		<category domain="http://updates.zdnet.com/tags/spam+filtering.html"><![CDATA[Spam Filtering]]></category>
		<category domain="http://updates.zdnet.com/tags/mozilla+thunderbird.html"><![CDATA[Mozilla Thunderbird]]></category>
		<category domain="http://updates.zdnet.com/tags/microsoft+windows.html"><![CDATA[Microsoft Windows]]></category>
		<category domain="http://updates.zdnet.com/tags/jack+wallen.html"><![CDATA[Jack Wallen]]></category>
		<category domain="http://updates.zdnet.com/tags/spambayes.html"><![CDATA[Spambayes]]></category>
		<category domain="http://updates.zdnet.com/tags/thunderbird+e-mail+client.html"><![CDATA[Thunderbird E-mail Client]]></category>
		<category domain="http://updates.zdnet.com/tags/e-mail+clients.html"><![CDATA[E-mail Clients]]></category>
		<category domain="http://updates.zdnet.com/tags/software.html"><![CDATA[Software]]></category>
	</item>
	<item>
		<title><![CDATA[Web Spam: A Survey With Vision for the Archivist]]></title>
		<link><![CDATA[http://whitepapers.zdnet.com/abstract.aspx?docid=1020859]]></link>
		<description><![CDATA[While Web archive quality is endangered by Web spam, a side effect of the high commercial value of top-ranked search-engine results, so far Web spam filtering technologies are rarely used by Web archivists. This paper makes the first attempt to disseminate existing methodology and envision a solution for Web archives...]]></description>
		<s:doctype><![CDATA[White papers]]></s:doctype>
		<pubDate>Fri, 15 Aug 2008 00:00:00 -0700</pubDate>
		<category domain="http://updates.zdnet.com/tags/web.html"><![CDATA[Web]]></category>
		<category domain="http://updates.zdnet.com/tags/spam+filtering.html"><![CDATA[Spam Filtering]]></category>
		<category domain="http://updates.zdnet.com/tags/vision.html"><![CDATA[Vision]]></category>
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		<category domain="http://updates.zdnet.com/tags/channel+management.html"><![CDATA[Channel Management]]></category>
		<category domain="http://updates.zdnet.com/tags/spam.html"><![CDATA[Spam]]></category>
		<category domain="http://updates.zdnet.com/tags/cyberthreats.html"><![CDATA[Cyberthreats]]></category>
		<category domain="http://updates.zdnet.com/tags/marketing.html"><![CDATA[Marketing]]></category>
		<category domain="http://updates.zdnet.com/tags/security.html"><![CDATA[Security]]></category>
		<category domain="http://updates.zdnet.com/tags/spam+and+phishing.html"><![CDATA[Spam And Phishing]]></category>
	</item>
	<item>
		<title><![CDATA[Manufacturing Company Increases Productivity Using Hosted Spam Filtering]]></title>
		<link><![CDATA[http://whitepapers.zdnet.com/abstract.aspx?docid=398993]]></link>
		<description><![CDATA[The Shindaiwa Corporation manufactures machinery for the agricultural, construction, and steel industries. With numerous business dealings outside of Japan, Shindaiwa experienced a dramatic increase in the amount of unwanted incoming e-mail messages. Employees began to complain that spam was reducing their productivity. To address this growing problem, Shindaiwa installed Microsoft...]]></description>
		<s:doctype><![CDATA[Case studies]]></s:doctype>
		<pubDate>Fri, 01 Aug 2008 00:00:00 -0700</pubDate>
		<category domain="http://updates.zdnet.com/tags/spam+filtering.html"><![CDATA[Spam Filtering]]></category>
		<category domain="http://updates.zdnet.com/tags/microsoft+exchange+server.html"><![CDATA[Microsoft Exchange Server]]></category>
		<category domain="http://updates.zdnet.com/tags/microsoft+corp..html"><![CDATA[Microsoft Corp.]]></category>
		<category domain="http://updates.zdnet.com/tags/e-mail.html"><![CDATA[E-mail]]></category>
		<category domain="http://updates.zdnet.com/tags/e-mail+servers.html"><![CDATA[E-mail Servers]]></category>
		<category domain="http://updates.zdnet.com/tags/groupware.html"><![CDATA[Groupware]]></category>
		<category domain="http://updates.zdnet.com/tags/manufacturing.html"><![CDATA[Manufacturing]]></category>
		<category domain="http://updates.zdnet.com/tags/security.html"><![CDATA[Security]]></category>
		<category domain="http://updates.zdnet.com/tags/viruses+and+worms.html"><![CDATA[Viruses And Worms]]></category>
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		<category domain="http://rss.financialcontent.com/stocksymbol">MSFT</category>
		<category domain="tickers">MSFT</category>
	</item>
	<item>
		<title><![CDATA[eMail2Pop 3.33 (Windows)]]></title>
		<link><![CDATA[http://downloads.zdnet.com/abstract.aspx?docid=832647]]></link>
		<description><![CDATA[eMail2Pop functions as a POP3 and SMTP standard mail interface and spam filtering solution for AOL Mail and Google Gmail accounts. eMail2Pop allows AOL and Gmail users to retrieve their e-mail from their favorite e-mail client (such as Microsoft Outlook, Eudora, Incredimail, Act, The Bat) instead of using proprietary mail...]]></description>
		<s:doctype><![CDATA[Software downloads]]></s:doctype>
		<pubDate>Tue, 29 Jul 2008 00:00:00 -0700</pubDate>
		<category domain="http://updates.zdnet.com/tags/google+gmail.html"><![CDATA[Google Gmail]]></category>
		<category domain="http://updates.zdnet.com/tags/america+online+inc..html"><![CDATA[America Online Inc.]]></category>
		<category domain="http://updates.zdnet.com/tags/spam+filtering.html"><![CDATA[Spam Filtering]]></category>
		<category domain="http://updates.zdnet.com/tags/microsoft+windows.html"><![CDATA[Microsoft Windows]]></category>
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		<category domain="http://updates.zdnet.com/tags/email2pop+3.33.html"><![CDATA[eMail2Pop 3.33]]></category>
		<category domain="http://updates.zdnet.com/tags/e-mail.html"><![CDATA[E-mail]]></category>
		<category domain="http://updates.zdnet.com/tags/e-mail+providers.html"><![CDATA[E-mail Providers]]></category>
		<category domain="http://updates.zdnet.com/tags/spam.html"><![CDATA[Spam]]></category>
		<category domain="http://updates.zdnet.com/tags/cloud+computing.html"><![CDATA[Cloud Computing]]></category>
		<category domain="http://updates.zdnet.com/tags/viruses+and+worms.html"><![CDATA[Viruses And Worms]]></category>
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		<category domain="http://updates.zdnet.com/tags/spam+and+phishing.html"><![CDATA[Spam And Phishing]]></category>
	</item>
	<item>
		<title><![CDATA[A Trust Based System for Enhanced Spam Filtering]]></title>
		<link><![CDATA[http://whitepapers.zdnet.com/abstract.aspx?docid=389983]]></link>
		<description><![CDATA[The effectiveness of current anti-spam systems is limited by the ability of spammers to adapt to filtering techniques and the lack of incentive for mail servers to filter outgoing spam. A new approach, based on decentralised trust management, is described in this paper. An architecture and protocol, called TOPAS (Trust...]]></description>
		<s:doctype><![CDATA[White papers]]></s:doctype>
		<pubDate>Thu, 01 May 2008 00:00:00 -0700</pubDate>
		<category domain="http://updates.zdnet.com/tags/spam+filtering.html"><![CDATA[Spam Filtering]]></category>
		<category domain="http://updates.zdnet.com/tags/anti-spam.html"><![CDATA[Anti-spam]]></category>
		<category domain="http://updates.zdnet.com/tags/server.html"><![CDATA[Server]]></category>
		<category domain="http://updates.zdnet.com/tags/e-mail+server.html"><![CDATA[E-mail Server]]></category>
		<category domain="http://updates.zdnet.com/tags/academy+publisher.html"><![CDATA[Academy Publisher]]></category>
		<category domain="http://updates.zdnet.com/tags/e-mail+servers.html"><![CDATA[E-mail Servers]]></category>
		<category domain="http://updates.zdnet.com/tags/spam.html"><![CDATA[Spam]]></category>
		<category domain="http://updates.zdnet.com/tags/viruses+and+worms.html"><![CDATA[Viruses And Worms]]></category>
		<category domain="http://updates.zdnet.com/tags/enterprise+software.html"><![CDATA[Enterprise Software]]></category>
		<category domain="http://updates.zdnet.com/tags/software.html"><![CDATA[Software]]></category>
		<category domain="http://updates.zdnet.com/tags/security.html"><![CDATA[Security]]></category>
		<category domain="http://updates.zdnet.com/tags/spam+and+phishing.html"><![CDATA[Spam And Phishing]]></category>
	</item>
	<item>
		<title><![CDATA[A Survey of Learning-Based Techniques of Email Spam Filtering]]></title>
		<link><![CDATA[http://whitepapers.zdnet.com/abstract.aspx?docid=396333]]></link>
		<description><![CDATA[Email spam is one of the major problems of the today's Internet, bringing financial damage to companies and annoying individual users. Among the approaches developed to stop spam, filtering is an important and popular one. This paper gives an overview of the state of the art of machine learning applications...]]></description>
		<s:doctype><![CDATA[White papers]]></s:doctype>
		<pubDate>Fri, 11 Jan 2008 00:00:00 -0800</pubDate>
		<category domain="http://updates.zdnet.com/tags/technique.html"><![CDATA[Technique]]></category>
		<category domain="http://updates.zdnet.com/tags/university+of+trento.html"><![CDATA[University Of Trento]]></category>
		<category domain="http://updates.zdnet.com/tags/spam+filtering.html"><![CDATA[Spam Filtering]]></category>
		<category domain="http://updates.zdnet.com/tags/anti-spam.html"><![CDATA[Anti-spam]]></category>
		<category domain="http://updates.zdnet.com/tags/survey.html"><![CDATA[Survey]]></category>
		<category domain="http://updates.zdnet.com/tags/email+spam.html"><![CDATA[Email Spam]]></category>
		<category domain="http://updates.zdnet.com/tags/spam.html"><![CDATA[Spam]]></category>
		<category domain="http://updates.zdnet.com/tags/e-mail.html"><![CDATA[E-mail]]></category>
		<category domain="http://updates.zdnet.com/tags/viruses+and+worms.html"><![CDATA[Viruses And Worms]]></category>
		<category domain="http://updates.zdnet.com/tags/security.html"><![CDATA[Security]]></category>
		<category domain="http://updates.zdnet.com/tags/spam+and+phishing.html"><![CDATA[Spam And Phishing]]></category>
		<category domain="http://updates.zdnet.com/tags/online+communications.html"><![CDATA[Online Communications]]></category>
	</item>
	<item>
		<title><![CDATA["In Vivo" Spam Filtering: A Challenge Problem for Data Mining]]></title>
		<link><![CDATA[http://whitepapers.zdnet.com/abstract.aspx?docid=386576]]></link>
		<description><![CDATA[Spam, also known as Unsolicited Commercial Email UCE, is the bane of email communication. Many data mining researchers have addressed the problem of detecting spam, generally by treating it as a static text classification problem. True in vivo spam filtering has characteristics that make it a rich and challenging domain...]]></description>
		<s:doctype><![CDATA[White papers]]></s:doctype>
		<pubDate>Tue, 01 Jan 2008 00:00:00 -0800</pubDate>
		<category domain="http://updates.zdnet.com/tags/spam+filtering.html"><![CDATA[Spam Filtering]]></category>
		<category domain="http://updates.zdnet.com/tags/data+mining.html"><![CDATA[Data Mining]]></category>
		<category domain="http://updates.zdnet.com/tags/business+intelligence.html"><![CDATA[Business Intelligence]]></category>
		<category domain="http://updates.zdnet.com/tags/spam.html"><![CDATA[Spam]]></category>
		<category domain="http://updates.zdnet.com/tags/marketing+research.html"><![CDATA[Marketing Research]]></category>
		<category domain="http://updates.zdnet.com/tags/viruses+and+worms.html"><![CDATA[Viruses And Worms]]></category>
		<category domain="http://updates.zdnet.com/tags/databases.html"><![CDATA[Databases]]></category>
		<category domain="http://updates.zdnet.com/tags/security.html"><![CDATA[Security]]></category>
		<category domain="http://updates.zdnet.com/tags/enterprise+software.html"><![CDATA[Enterprise Software]]></category>
		<category domain="http://updates.zdnet.com/tags/software.html"><![CDATA[Software]]></category>
		<category domain="http://updates.zdnet.com/tags/data+management.html"><![CDATA[Data Management]]></category>
		<category domain="http://updates.zdnet.com/tags/spam+and+phishing.html"><![CDATA[Spam And Phishing]]></category>
		<category domain="http://updates.zdnet.com/tags/marketing.html"><![CDATA[Marketing]]></category>
	</item>
	<item>
		<title><![CDATA[Image Spam Filtering by Detection of Adversarial Obfuscated Text]]></title>
		<link><![CDATA[http://whitepapers.zdnet.com/abstract.aspx?docid=389954]]></link>
		<description><![CDATA[In recent years anti-spam filters have become necessary tools for Internet service providers to face up to the continuously growing spam phenomenon. Spam filtering is clearly a pattern recognition task in adversarial environment, as spammers are adversaries who continuously change the tricks used for evading classifiers (i.e., anti-spam filters). Many...]]></description>
		<s:doctype><![CDATA[White papers]]></s:doctype>
		<pubDate>Thu, 18 Oct 2007 00:00:00 -0700</pubDate>
		<category domain="http://updates.zdnet.com/tags/spam+filtering.html"><![CDATA[Spam Filtering]]></category>
		<category domain="http://updates.zdnet.com/tags/anti-spam.html"><![CDATA[Anti-spam]]></category>
		<category domain="http://updates.zdnet.com/tags/spammer.html"><![CDATA[Spammer]]></category>
		<category domain="http://updates.zdnet.com/tags/spam.html"><![CDATA[Spam]]></category>
		<category domain="http://updates.zdnet.com/tags/productivity.html"><![CDATA[Productivity]]></category>
		<category domain="http://updates.zdnet.com/tags/viruses+and+worms.html"><![CDATA[Viruses And Worms]]></category>
		<category domain="http://updates.zdnet.com/tags/security.html"><![CDATA[Security]]></category>
		<category domain="http://updates.zdnet.com/tags/spam+and+phishing.html"><![CDATA[Spam And Phishing]]></category>
	</item>
	<item>
		<title><![CDATA[Managed Service Is the Answer for Email Security in K-12 Education]]></title>
		<link><![CDATA[http://whitepapers.zdnet.com/abstract.aspx?docid=382467]]></link>
		<description><![CDATA[As one of 58 county offices of education in California, Sonoma County Office of Education SCOE is an educational service agency and strategic partner to the 43 school districts in Sonoma County and their 177 individual schools. SCOE wanted to provide a cost-effective spam-filtering solution to SCOE's districts with a...]]></description>
		<s:doctype><![CDATA[Case studies]]></s:doctype>
		<pubDate>Wed, 12 Sep 2007 00:00:00 -0700</pubDate>
		<category domain="http://updates.zdnet.com/tags/k-12.html"><![CDATA[K-12]]></category>
		<category domain="http://updates.zdnet.com/tags/education.html"><![CDATA[Education]]></category>
		<category domain="http://updates.zdnet.com/tags/spam+filtering.html"><![CDATA[Spam Filtering]]></category>
		<category domain="http://updates.zdnet.com/tags/e-mail+security.html"><![CDATA[E-mail Security]]></category>
		<category domain="http://updates.zdnet.com/tags/e-mail+server.html"><![CDATA[E-mail Server]]></category>
		<category domain="http://updates.zdnet.com/tags/red+condor.html"><![CDATA[Red Condor]]></category>
		<category domain="http://updates.zdnet.com/tags/e-mail.html"><![CDATA[E-mail]]></category>
		<category domain="http://updates.zdnet.com/tags/spam.html"><![CDATA[Spam]]></category>
		<category domain="http://updates.zdnet.com/tags/e-mail+servers.html"><![CDATA[E-mail Servers]]></category>
		<category domain="http://updates.zdnet.com/tags/viruses+and+worms.html"><![CDATA[Viruses And Worms]]></category>
		<category domain="http://updates.zdnet.com/tags/security.html"><![CDATA[Security]]></category>
		<category domain="http://updates.zdnet.com/tags/online+communications.html"><![CDATA[Online Communications]]></category>
		<category domain="http://updates.zdnet.com/tags/spam+and+phishing.html"><![CDATA[Spam And Phishing]]></category>
		<category domain="http://updates.zdnet.com/tags/enterprise+software.html"><![CDATA[Enterprise Software]]></category>
		<category domain="http://updates.zdnet.com/tags/software.html"><![CDATA[Software]]></category>
	</item>
	<item>
		<title><![CDATA[Asymmetric Gradient Boosting With Application to Spam Filtering]]></title>
		<link><![CDATA[http://whitepapers.zdnet.com/abstract.aspx?docid=1021881]]></link>
		<description><![CDATA[This paper proposes a new asymmetric boosting method, Boosting with Different Costs. Traditional boosting methods assume the same cost for misclassified instances from different classes, and in this way focus on good performance with respect to overall accuracy. Their method is more generic, and is designed to be more suitable...]]></description>
		<s:doctype><![CDATA[White papers]]></s:doctype>
		<pubDate>Fri, 03 Aug 2007 00:00:00 -0700</pubDate>
		<category domain="http://updates.zdnet.com/tags/method.html"><![CDATA[Method]]></category>
		<category domain="http://updates.zdnet.com/tags/carnegie-mellon+university.html"><![CDATA[Carnegie-Mellon University]]></category>
		<category domain="http://updates.zdnet.com/tags/spam+filtering.html"><![CDATA[Spam Filtering]]></category>
		<category domain="http://updates.zdnet.com/tags/e-mail.html"><![CDATA[E-mail]]></category>
		<category domain="http://updates.zdnet.com/tags/spam.html"><![CDATA[Spam]]></category>
		<category domain="http://updates.zdnet.com/tags/viruses+and+worms.html"><![CDATA[Viruses And Worms]]></category>
		<category domain="http://updates.zdnet.com/tags/security.html"><![CDATA[Security]]></category>
		<category domain="http://updates.zdnet.com/tags/online+communications.html"><![CDATA[Online Communications]]></category>
		<category domain="http://updates.zdnet.com/tags/spam+and+phishing.html"><![CDATA[Spam And Phishing]]></category>
	</item>
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