NATO Advanced Study Institute on Mining Massive Data Sets for Security

NATO Advanced Study Institute on Mining Massive Data Sets for Security

43 Lectures · Sep 9, 2007

About

This Workshop brings together scientists and engineers interested in recent developments in exploiting Massive Data Sets. Emphasis is placed on available techniques and their application to security-critical applications. \ Today our world is awash in data and we live in an Information Society where every action leaves a trace, generating massive amounts of data. Recent scientific developments provide technologies to exploit these huge amounts of data and extract from it critical information. Used today in many commercial applications (marketing campaigns, user profiling and recommendations on e-commerce sites, web search,users communitiee...), these technologies can also be used for security-critical applications (fraud detection and money laundering, intrusions detection, intelligence gathering, terrorist networks detection, Web surveillance...).

It is the purpose of this workshop to review the various technologies available (data mining algorithms, social networks, crawling and indexing, text-mining, search engines, data streams) in the context of very large data sets.

The workshop will provide survey presentations & posters to help building a scientific community aware of security issues and techniques to solve them.

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Uploaded videos:

Opening and Closing session

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07:33

Introduction to the Workshop

Clive Best

Nov 26, 2007

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3082 Views

Introduction
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06:37

Conclusion remarks

Françoise Fogelman Soulié

Dec 04, 2007

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4996 Views

Lecture

Interviews

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06:50

Interview with Françoise Fogelman Soulié

Dec 04, 2007

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4440 Views

Interview
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02:58

Interview with Clive Best

Dec 04, 2007

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3551 Views

Interview

Lectures

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02:12:03

Mining Massive Data Sets

Françoise Fogelman Soulié

Nov 26, 2007

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10028 Views

Lecture
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01:01:56

Evolving Networks

Jean-Loup Guillaume

Sep 21, 2008

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3246 Views

Lecture
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01:33:44

Foundations of Statistical Learning Theory : Empirical Infe-rence in high-diment...

Léon Bottou

Dec 03, 2007

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10258 Views

Lecture
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01:57:02

Information Theo-retic and Alge-braic Methods for Network Anomaly Detection

Naftali Tishby

Nov 26, 2007

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4857 Views

Lecture
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01:34:26

Learning using Many Examples

Léon Bottou

Nov 26, 2007

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5091 Views

Lecture
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58:49

User logs processing using machine learning techniques

Thierry Artières

Nov 26, 2007

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5941 Views

Lecture
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02:16:26

Data stream management and mining

Georges Hebrail

Nov 26, 2007

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12082 Views

Lecture
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55:27

Summarizing Data Stream's History

Baptiste Csernel

Nov 26, 2007

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4387 Views

Lecture
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01:04:57

Large-Scale Semi-Supervised Learning

Jason Weston

Nov 26, 2007

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5808 Views

Lecture
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01:54:59

Emergent patterns in large social systems

Dennis M. Wilkinson

Nov 26, 2007

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4006 Views

Lecture
01:49:41

Diffusion and Cascading Behaviour in Networks

Jure Leskovec

Nov 28, 2007

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15233 Views

Lecture
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01:03:26

Mining Networks through Visual Analytics:

Guy Melancon

Nov 26, 2007

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4327 Views

Lecture
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01:58:53

Inference and Learning with Networked Data

Foster Provost

Jan 15, 2008

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4894 Views

Lecture
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33:52

Ontologies and Machine Learning

Marko Grobelnik,

Blaž Fortuna

Nov 26, 2007

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9750 Views

Lecture
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18:49

Ontogen Software Demo

Blaž Fortuna

Nov 26, 2007

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9102 Views

Lecture
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01:47:08

Web Spam Detection

Carlos Castillo,

Marcin Sydow

Nov 28, 2007

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10252 Views

Lecture
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48:34

Machine Learning for Intrusion Detection

Pavel Laskov

Nov 26, 2007

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17711 Views

Lecture
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01:09:09

Learning with structured data - structured outputs

Patrick Gallinari

Nov 26, 2007

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4575 Views

Lecture
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01:04:23

Automatic detection and aggregation of name variants from large multi-lingual do...

Bruno Pouliquen

Nov 26, 2007

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4014 Views

Lecture
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45:26

Recognition and Disambiguation of geographical references in text

Ralf Steinberger

Nov 26, 2007

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3329 Views

Lecture
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01:03:36

Filtering Multi-Lingual Terrorist Content with Graph-Theoretic Classifi-cation T...

Mark Last

Nov 26, 2007

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4085 Views

Lecture
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59:08

Using linguistic information as features for text categorization

Arturo Montejo Ráez

Nov 26, 2007

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4847 Views

Lecture
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02:03:16

The "Real World" Web Search Problem

Eric Glover

Dec 03, 2007

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5974 Views

Lecture
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53:08

Detecting Money Laundering Actions Using Data Mining and Expert Systems

Ekrem Duman

Dec 03, 2007

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10243 Views

Lecture
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01:58:37

Approximation algorithms for k-anonymity and privacy preservation in query logs

Aris Gionis

Dec 03, 2007

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7861 Views

Lecture
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41:27

Website Privacy Preservation for Query Log Publishing

Barbara Poblete

Nov 29, 2007

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6083 Views

Lecture
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02:09:14

Link Analysis and Text Mining : Current State of the Art and Applications for Co...

Ronen Feldman

Dec 03, 2007

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10656 Views

Lecture
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01:04:45

Fitting mixtures of regression lines with the forward search: application to clu...

Andrea Cerioli,

Domenico Perrotta

Dec 03, 2007

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4038 Views

Lecture
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01:56:46

Feature selection, fundamentals and applications

Isabelle Guyon

Dec 03, 2007

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17071 Views

Lecture
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01:05:00

Geolocalisation in Cellular Telephone Networks

Bruce Denby

Dec 03, 2007

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6386 Views

Lecture
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01:43:27

Statistical techniques for fraud detection, prevention, and evaluation

David Hand

Dec 03, 2007

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42037 Views

Lecture
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44:19

Plastic Card Fraud Detection using Peer Group Analysis

Dave Weston

Dec 03, 2007

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10162 Views

Lecture
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58:09

Modeling rare events: online advertisement targeting using machine learning and ...

James G. Shanahan

Dec 03, 2007

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8602 Views

Lecture
01:29:48

Open Source Intelligence

Clive Best

Dec 03, 2007

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32701 Views

Lecture
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01:10:25

Combining Information Retrieval and Information Extraction for Medical Intellige...

Roman Yangarber

Dec 03, 2007

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5676 Views

Lecture
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01:03:48

Learning to Extract Security-related Event Information from Large News Collectio...

Hristo Tanev

Dec 03, 2007

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3533 Views

Lecture
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39:07

Security Applications of Web mining

Pinar Oezden Wennerberg

Dec 04, 2007

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6439 Views

Lecture
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01:46:23

CiteSeerX & ChemXSeer: Lessons for Cyber-infrastructure and Web

Lee Giles

Dec 04, 2007

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4236 Views

Lecture
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55:25

The Security of Mobile Agent Systems

Wiesiek Pawlowski

Jan 07, 2008

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4242 Views

Lecture