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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3078 Views

Introduction
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06:37

Conclusion remarks

Françoise Fogelman Soulié

Dec 04, 2007

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4992 Views

Lecture

Interviews

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06:50

Interview with Françoise Fogelman Soulié

Dec 04, 2007

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4436 Views

Interview
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02:58

Interview with Clive Best

Dec 04, 2007

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3543 Views

Interview

Lectures

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02:12:03

Mining Massive Data Sets

Françoise Fogelman Soulié

Nov 26, 2007

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10022 Views

Lecture
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01:01:56

Evolving Networks

Jean-Loup Guillaume

Sep 21, 2008

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3240 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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10252 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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4839 Views

Lecture
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01:34:26

Learning using Many Examples

Léon Bottou

Nov 26, 2007

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5088 Views

Lecture
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58:49

User logs processing using machine learning techniques

Thierry Artières

Nov 26, 2007

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5938 Views

Lecture
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02:16:26

Data stream management and mining

Georges Hebrail

Nov 26, 2007

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12078 Views

Lecture
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55:27

Summarizing Data Stream's History

Baptiste Csernel

Nov 26, 2007

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4384 Views

Lecture
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01:04:57

Large-Scale Semi-Supervised Learning

Jason Weston

Nov 26, 2007

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5802 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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4002 Views

Lecture
01:49:41

Diffusion and Cascading Behaviour in Networks

Jure Leskovec

Nov 28, 2007

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15213 Views

Lecture
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01:03:26

Mining Networks through Visual Analytics:

Guy Melancon

Nov 26, 2007

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4324 Views

Lecture
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01:58:53

Inference and Learning with Networked Data

Foster Provost

Jan 15, 2008

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4892 Views

Lecture
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33:52

Ontologies and Machine Learning

Marko Grobelnik,

Blaž Fortuna

Nov 26, 2007

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9747 Views

Lecture
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18:49

Ontogen Software Demo

Blaž Fortuna

Nov 26, 2007

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9098 Views

Lecture
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01:47:08

Web Spam Detection

Carlos Castillo,

Marcin Sydow

Nov 28, 2007

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10242 Views

Lecture
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48:34

Machine Learning for Intrusion Detection

Pavel Laskov

Nov 26, 2007

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17706 Views

Lecture
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01:09:09

Learning with structured data - structured outputs

Patrick Gallinari

Nov 26, 2007

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4570 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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4011 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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3326 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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4081 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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4843 Views

Lecture
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02:03:16

The "Real World" Web Search Problem

Eric Glover

Dec 03, 2007

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5969 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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10240 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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7858 Views

Lecture
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41:27

Website Privacy Preservation for Query Log Publishing

Barbara Poblete

Nov 29, 2007

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6080 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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10651 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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4031 Views

Lecture
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01:56:46

Feature selection, fundamentals and applications

Isabelle Guyon

Dec 03, 2007

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17066 Views

Lecture
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01:05:00

Geolocalisation in Cellular Telephone Networks

Bruce Denby

Dec 03, 2007

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6378 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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42023 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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10155 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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8598 Views

Lecture
01:29:48

Open Source Intelligence

Clive Best

Dec 03, 2007

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32662 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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5670 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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3530 Views

Lecture
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39:07

Security Applications of Web mining

Pinar Oezden Wennerberg

Dec 04, 2007

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6435 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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4230 Views

Lecture
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55:25

The Security of Mobile Agent Systems

Wiesiek Pawlowski

Jan 07, 2008

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4238 Views

Lecture