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		<id>https://airwiki.elet.polimi.it/api.php?action=feedcontributions&amp;feedformat=atom&amp;user=AhmedGhozia</id>
		<title>AIRWiki - User contributions [en]</title>
		<link rel="self" type="application/atom+xml" href="https://airwiki.elet.polimi.it/api.php?action=feedcontributions&amp;feedformat=atom&amp;user=AhmedGhozia"/>
		<link rel="alternate" type="text/html" href="https://airwiki.elet.polimi.it/index.php/Special:Contributions/AhmedGhozia"/>
		<updated>2026-04-12T02:42:14Z</updated>
		<subtitle>User contributions</subtitle>
		<generator>MediaWiki 1.25.6</generator>

	<entry>
		<id>https://airwiki.elet.polimi.it/index.php?title=User:AhmedGhozia&amp;diff=5137</id>
		<title>User:AhmedGhozia</title>
		<link rel="alternate" type="text/html" href="https://airwiki.elet.polimi.it/index.php?title=User:AhmedGhozia&amp;diff=5137"/>
				<updated>2009-02-06T13:45:01Z</updated>
		
		<summary type="html">&lt;p&gt;AhmedGhozia: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;{{UserProf&lt;br /&gt;
|firstname=Ahmed&lt;br /&gt;
|lastname=Ghozia&lt;br /&gt;
|email=ghozia(at)elet(dot)polimi(dot)it&lt;br /&gt;
|researchareas=Web Search&lt;br /&gt;
|photo=ghozia.jpg&lt;br /&gt;
}}&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
== Personal info! ==&lt;br /&gt;
Ahmed Ghozia was born in Minuf,Egypt, in 1981. He received his bachelor degree in electronic engineering from the computer science and engineering department, faculty of electronic engineering, Menoufia University in 2003.&lt;br /&gt;
&lt;br /&gt;
From December 2003 until December 2007,Ahmed worked as a teaching and research assistant in the computer science and engineering department, faculty of electronic engineering, Menoufia University. He teaching assisted different computer science and engineering courses.His research work was carried in the area of information retrieval and web search algorithms.&lt;br /&gt;
&lt;br /&gt;
Starting from January 2008, he is a PhD student in the Department of Electronics and Information of the Politecnico di Milano.&lt;br /&gt;
The argument of his minor research is: user equilibrium assignment methodologies in congested transportation networks.&lt;br /&gt;
The argument of his major research is: Multimedia Content Based Web Search Systems.&lt;br /&gt;
&lt;br /&gt;
== Links ==&lt;br /&gt;
&lt;br /&gt;
[http://www.dei.polimi.it/personale/dettaglio.php?id_persona=847&amp;amp;id_sezione=&amp;amp;lettera=G&amp;amp;idlang=ita DEI homepage]&lt;/div&gt;</summary>
		<author><name>AhmedGhozia</name></author>	</entry>

	<entry>
		<id>https://airwiki.elet.polimi.it/index.php?title=File:Ghozia.jpg&amp;diff=5136</id>
		<title>File:Ghozia.jpg</title>
		<link rel="alternate" type="text/html" href="https://airwiki.elet.polimi.it/index.php?title=File:Ghozia.jpg&amp;diff=5136"/>
				<updated>2009-02-06T13:44:37Z</updated>
		
		<summary type="html">&lt;p&gt;AhmedGhozia: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;/div&gt;</summary>
		<author><name>AhmedGhozia</name></author>	</entry>

	<entry>
		<id>https://airwiki.elet.polimi.it/index.php?title=User:AhmedGhozia&amp;diff=5135</id>
		<title>User:AhmedGhozia</title>
		<link rel="alternate" type="text/html" href="https://airwiki.elet.polimi.it/index.php?title=User:AhmedGhozia&amp;diff=5135"/>
				<updated>2009-02-06T13:42:29Z</updated>
		
		<summary type="html">&lt;p&gt;AhmedGhozia: New page: {{UserProf |firstname=Ahmed |lastname=Ghozia |email=ghozia(at)elet(dot)polimi(dot)it |researchareas=Web Search |photo=Ahmed Ghozia.jpg }}   == Personal info! == Ahmed Ghozia was born in Mi...&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;{{UserProf&lt;br /&gt;
|firstname=Ahmed&lt;br /&gt;
|lastname=Ghozia&lt;br /&gt;
|email=ghozia(at)elet(dot)polimi(dot)it&lt;br /&gt;
|researchareas=Web Search&lt;br /&gt;
|photo=Ahmed Ghozia.jpg&lt;br /&gt;
}}&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
== Personal info! ==&lt;br /&gt;
Ahmed Ghozia was born in Minuf,Egypt, in 1981. He received his bachelor degree in electronic engineering from the computer science and engineering department, faculty of electronic engineering, Menoufia University in 2003.&lt;br /&gt;
&lt;br /&gt;
From December 2003 until December 2007,Ahmed worked as a teaching and research assistant in the computer science and engineering department, faculty of electronic engineering, Menoufia University. He teaching assisted different computer science and engineering courses.His research work was carried in the area of information retrieval and web search algorithms.&lt;br /&gt;
&lt;br /&gt;
Starting from January 2008, he is a PhD student in the Department of Electronics and Information of the Politecnico di Milano.&lt;br /&gt;
The argument of his minor research is: user equilibrium assignment methodologies in congested transportation networks.&lt;br /&gt;
The argument of his major research is: Multimedia Content Based Web Search Systems.&lt;br /&gt;
&lt;br /&gt;
== Links ==&lt;br /&gt;
&lt;br /&gt;
[http://www.dei.polimi.it/personale/dettaglio.php?id_persona=847&amp;amp;id_sezione=&amp;amp;lettera=G&amp;amp;idlang=ita DEI homepage]&lt;/div&gt;</summary>
		<author><name>AhmedGhozia</name></author>	</entry>

	<entry>
		<id>https://airwiki.elet.polimi.it/index.php?title=User:SimoneTognetti&amp;diff=5134</id>
		<title>User:SimoneTognetti</title>
		<link rel="alternate" type="text/html" href="https://airwiki.elet.polimi.it/index.php?title=User:SimoneTognetti&amp;diff=5134"/>
				<updated>2009-02-06T13:42:03Z</updated>
		
		<summary type="html">&lt;p&gt;AhmedGhozia: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;{{UserProf&lt;br /&gt;
|firstname=Simone&lt;br /&gt;
|lastname=Tognetti&lt;br /&gt;
|email=tognetti(at)elet(dot)polimi(dot)it&lt;br /&gt;
|researchareas=Affective Computing&lt;br /&gt;
* [[Affective Computing]]&lt;br /&gt;
|photo=SimoX.jpg&lt;br /&gt;
}}&lt;br /&gt;
&lt;br /&gt;
== Personal info! ==&lt;br /&gt;
I was born in Chiaravalle (AN) in 1981, I got my Degree in Computer Engineering at the Politecnico di Milano (it was July 2006). My interests are: Reinforcement Learning, Unsupervised/Supervised Learning and Data analysis.&lt;br /&gt;
Actually, I am a PHD student for the Politecnico di Milano and I am working on &amp;quot;Affective computing&amp;quot;. The basic idea of this research is to introduce some affective process into totally cognitive intelligent systems. The main topic is the modeling of the interaction between humans and computers.&lt;br /&gt;
&lt;br /&gt;
== Links ==&lt;br /&gt;
&lt;br /&gt;
[http://www.dei.polimi.it/personale/dettaglio.php?id_persona=610&amp;amp;idlang=ita&amp;amp;ruolo=6 DEI homepage]&lt;/div&gt;</summary>
		<author><name>AhmedGhozia</name></author>	</entry>

	<entry>
		<id>https://airwiki.elet.polimi.it/index.php?title=File:Ahmed_Ghozia.jpg&amp;diff=5132</id>
		<title>File:Ahmed Ghozia.jpg</title>
		<link rel="alternate" type="text/html" href="https://airwiki.elet.polimi.it/index.php?title=File:Ahmed_Ghozia.jpg&amp;diff=5132"/>
				<updated>2009-02-05T15:10:14Z</updated>
		
		<summary type="html">&lt;p&gt;AhmedGhozia: uploaded a new version of &amp;quot;Image:Ahmed Ghozia.jpg&amp;quot;&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Ahmed Ghozia أحمد غزية&lt;/div&gt;</summary>
		<author><name>AhmedGhozia</name></author>	</entry>

	<entry>
		<id>https://airwiki.elet.polimi.it/index.php?title=File:Ahmed_Ghozia.jpg&amp;diff=5131</id>
		<title>File:Ahmed Ghozia.jpg</title>
		<link rel="alternate" type="text/html" href="https://airwiki.elet.polimi.it/index.php?title=File:Ahmed_Ghozia.jpg&amp;diff=5131"/>
				<updated>2009-02-05T10:43:56Z</updated>
		
		<summary type="html">&lt;p&gt;AhmedGhozia: uploaded a new version of &amp;quot;Image:Ahmed Ghozia.jpg&amp;quot;: Ahmed Ghozia أحمد غزية&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Ahmed Ghozia أحمد غزية&lt;/div&gt;</summary>
		<author><name>AhmedGhozia</name></author>	</entry>

	<entry>
		<id>https://airwiki.elet.polimi.it/index.php?title=File:Ahmed_Ghozia.jpg&amp;diff=5130</id>
		<title>File:Ahmed Ghozia.jpg</title>
		<link rel="alternate" type="text/html" href="https://airwiki.elet.polimi.it/index.php?title=File:Ahmed_Ghozia.jpg&amp;diff=5130"/>
				<updated>2009-02-05T10:37:48Z</updated>
		
		<summary type="html">&lt;p&gt;AhmedGhozia: Ahmed Ghozia أحمد غزية&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Ahmed Ghozia أحمد غزية&lt;/div&gt;</summary>
		<author><name>AhmedGhozia</name></author>	</entry>

	<entry>
		<id>https://airwiki.elet.polimi.it/index.php?title=MLC&amp;diff=5005</id>
		<title>MLC</title>
		<link rel="alternate" type="text/html" href="https://airwiki.elet.polimi.it/index.php?title=MLC&amp;diff=5005"/>
				<updated>2009-01-26T08:56:27Z</updated>
		
		<summary type="html">&lt;p&gt;AhmedGhozia: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;==== Supervised ====&lt;br /&gt;
----&lt;br /&gt;
&lt;br /&gt;
* + Machine learning introduction, paradigm, estimation ... [Matt]&lt;br /&gt;
&lt;br /&gt;
======Distributions of data======&lt;br /&gt;
* + Feature selection and projection (PCA, LDA, ICA, ...) [Rossella (?)+ Simone]&lt;br /&gt;
&lt;br /&gt;
====== Linear &amp;amp; other ======&lt;br /&gt;
* - Good old stuff: logistic regression, linear regression [Bernardo (?)]&lt;br /&gt;
* + LDA&lt;br /&gt;
&lt;br /&gt;
====== Rules======&lt;br /&gt;
* + Decision trees [Matt]&lt;br /&gt;
* ~ Decision rules [Matt + Andrea (?)]&lt;br /&gt;
* - Association rules [?]&lt;br /&gt;
&lt;br /&gt;
====== Bayes ====== &lt;br /&gt;
* + Bayesian classifiers [Matt]&lt;br /&gt;
&lt;br /&gt;
====== Non parametric methods ======&lt;br /&gt;
* - KNN &amp;amp; friends, Locally weighted regression,&lt;br /&gt;
&lt;br /&gt;
====== ...? ======&lt;br /&gt;
~ SVM and Kernel methods [Matt (?) + Luigi (?) + (?)]&lt;br /&gt;
&lt;br /&gt;
==== Statistical Learning &amp;amp; Unsupervised ====&lt;br /&gt;
----&lt;br /&gt;
&lt;br /&gt;
====== Graphical models ======&lt;br /&gt;
&lt;br /&gt;
* + Markov Chains [Matt + Bernardo (?) +Simone] &lt;br /&gt;
* ~ Bayesian networks  [Matt + Luigi (?)]&lt;br /&gt;
* (Dynamic Bayesian Networks)  + Hidden Markov Models [Matt + Simone (?)]&lt;br /&gt;
&lt;br /&gt;
====== Expectation &amp;amp; maximization ======&lt;br /&gt;
* Kernel based density estimation, ... [Rossella (?) + Luigi (?) + Simone]&lt;br /&gt;
* Clustering&lt;br /&gt;
		&lt;br /&gt;
==== Knowledge representation ====&lt;br /&gt;
----&lt;br /&gt;
&lt;br /&gt;
* - ontologies ...&lt;br /&gt;
	 &lt;br /&gt;
==== Text analysis ====&lt;br /&gt;
----&lt;br /&gt;
&lt;br /&gt;
*- text analysis, classification, relevance feedback, latent semantic [Ahmed]&lt;br /&gt;
	 &lt;br /&gt;
==== Image analysis ====&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
==== Unmapped:==== &lt;br /&gt;
* - Adaboost, boosting and bagging ... [?]&lt;br /&gt;
* ~ Cross-Validation, Bootstrapping, and model evaluation [Matt (?)]&lt;br /&gt;
&lt;br /&gt;
* + Clustering galore [Davide (?)]&lt;br /&gt;
indexing, ...&lt;/div&gt;</summary>
		<author><name>AhmedGhozia</name></author>	</entry>

	<entry>
		<id>https://airwiki.elet.polimi.it/index.php?title=MLC&amp;diff=5004</id>
		<title>MLC</title>
		<link rel="alternate" type="text/html" href="https://airwiki.elet.polimi.it/index.php?title=MLC&amp;diff=5004"/>
				<updated>2009-01-26T08:56:00Z</updated>
		
		<summary type="html">&lt;p&gt;AhmedGhozia: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;==== Supervised ====&lt;br /&gt;
----&lt;br /&gt;
&lt;br /&gt;
* + Machine learning introduction, paradigm, estimation ... [Matt]&lt;br /&gt;
&lt;br /&gt;
======Distributions of data======&lt;br /&gt;
* + Feature selection and projection (PCA, LDA, ICA, ...) [Rossella (?)+ Simone]&lt;br /&gt;
&lt;br /&gt;
====== Linear &amp;amp; other ======&lt;br /&gt;
* - Good old stuff: logistic regression, linear regression [Bernardo (?)]&lt;br /&gt;
* + LDA&lt;br /&gt;
&lt;br /&gt;
====== Rules======&lt;br /&gt;
* + Decision trees [Matt]&lt;br /&gt;
* ~ Decision rules [Matt + Andrea (?)]&lt;br /&gt;
* - Association rules [?]&lt;br /&gt;
&lt;br /&gt;
====== Bayes ====== &lt;br /&gt;
* + Bayesian classifiers [Matt]&lt;br /&gt;
&lt;br /&gt;
====== Non parametric methods ======&lt;br /&gt;
* - KNN &amp;amp; friends, Locally weighted regression,&lt;br /&gt;
&lt;br /&gt;
====== ...? ======&lt;br /&gt;
~ SVM and Kernel methods [Matt (?) + Luigi (?) + (?)]&lt;br /&gt;
&lt;br /&gt;
==== Statistical Learning &amp;amp; Unsupervised ====&lt;br /&gt;
----&lt;br /&gt;
&lt;br /&gt;
====== Graphical models ======&lt;br /&gt;
&lt;br /&gt;
* + Markov Chains [Matt + Bernardo (?) +Simone] &lt;br /&gt;
* ~ Bayesian networks  [Matt + Luigi (?)]&lt;br /&gt;
* (Dynamic Bayesian Networks)  + Hidden Markov Models [Matt + Simone (?)]&lt;br /&gt;
&lt;br /&gt;
====== Expectation &amp;amp; maximization ======&lt;br /&gt;
* Kernel based density estimation, ... [Rossella (?) + Luigi (?) + Simone]&lt;br /&gt;
* Clustering&lt;br /&gt;
		&lt;br /&gt;
==== Knowledge representation ====&lt;br /&gt;
----&lt;br /&gt;
&lt;br /&gt;
* - ontologies ...&lt;br /&gt;
	 &lt;br /&gt;
==== Text analysis ====&lt;br /&gt;
----&lt;br /&gt;
&lt;br /&gt;
*- text analysis, classification, relevance feedback, latent semantic[Ahmed]&lt;br /&gt;
	 &lt;br /&gt;
==== Image analysis ====&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
==== Unmapped:==== &lt;br /&gt;
* - Adaboost, boosting and bagging ... [?]&lt;br /&gt;
* ~ Cross-Validation, Bootstrapping, and model evaluation [Matt (?)]&lt;br /&gt;
&lt;br /&gt;
* + Clustering galore [Davide (?)]&lt;br /&gt;
indexing, ...&lt;/div&gt;</summary>
		<author><name>AhmedGhozia</name></author>	</entry>

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