Menu
calendar icon Sep 9, 2007 videos icon 43 videos
NATO Advanced Study Institute on Mining Massive Data Sets for Security

NATO Advanced Study Institute on Mining Massive Data Sets for Security

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.

Opening and Closing session

video-img
07:33

Introduction to the Workshop

Clive Best

calendar icon Nov 26, 2007 3105 views

video-img
06:37

Conclusion remarks

Françoise Fogelman Soulié

calendar icon Dec 4, 2007 5012 views

Interviews

video-img
02:58

Interview with Clive Best

calendar icon Dec 4, 2007 3566 views

video-img
06:50

Interview with Françoise Fogelman Soulié

calendar icon Dec 4, 2007 4457 views

Lectures

video-img
01:10:25

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

Roman Yangarber

calendar icon Dec 3, 2007 5693 views

video-img
44:19

Plastic Card Fraud Detection using Peer Group Analysis

Dave Weston

calendar icon Dec 3, 2007 10215 views

video-img
02:03:16

The "Real World" Web Search Problem

Eric Glover

calendar icon Dec 3, 2007 6000 views

video-img
01:01:56

Evolving Networks

Jean-Loup Guillaume

calendar icon Sep 21, 2008 3277 views

video-img
39:07

Security Applications of Web mining

Pinar Oezden Wennerberg

calendar icon Dec 4, 2007 6458 views

video-img
58:09

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

James G. Shanahan

calendar icon Dec 3, 2007 8646 views

video-img
01:49:41

Diffusion and Cascading Behaviour in Networks

Jure Leskovec

calendar icon Nov 28, 2007 15304 views

video-img
53:08

Detecting Money Laundering Actions Using Data Mining and Expert Systems

Ekrem Duman

calendar icon Dec 3, 2007 10278 views

video-img
01:58:37

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

Aris Gionis

calendar icon Dec 3, 2007 7880 views

video-img
01:09:09

Learning with structured data - structured outputs

Patrick Gallinari

calendar icon Nov 26, 2007 4598 views

video-img
01:57:02

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

Naftali Tishby

calendar icon Nov 26, 2007 4897 views

video-img
01:04:23

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

Bruno Pouliquen

calendar icon Nov 26, 2007 4036 views

video-img
58:49

User logs processing using machine learning techniques

Thierry Artières

calendar icon Nov 26, 2007 5958 views

video-img
01:47:08

Web Spam Detection

Marcin Sydow,

Carlos Castillo

calendar icon Nov 28, 2007 10315 views

video-img
01:29:48

Open Source Intelligence

Clive Best

calendar icon Dec 3, 2007 33036 views

video-img
01:43:27

Statistical techniques for fraud detection, prevention, and evaluation

David Hand

calendar icon Dec 3, 2007 42099 views

video-img
41:27

Website Privacy Preservation for Query Log Publishing

Barbara Poblete

calendar icon Nov 29, 2007 6116 views

video-img
33:52

Ontologies and Machine Learning

Blaž Fortuna,

Marko Grobelnik

calendar icon Nov 26, 2007 9773 views

video-img
01:46:23

CiteSeerX & ChemXSeer: Lessons for Cyber-infrastructure and Web

Lee Giles

calendar icon Dec 4, 2007 4271 views

video-img
01:03:48

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

Hristo Tanev

calendar icon Dec 3, 2007 3550 views

video-img
48:34

Machine Learning for Intrusion Detection

Pavel Laskov

calendar icon Nov 26, 2007 17748 views

video-img
01:04:57

Large-Scale Semi-Supervised Learning

Jason Weston

calendar icon Nov 26, 2007 5854 views

video-img
18:49

Ontogen Software Demo

Blaž Fortuna

calendar icon Nov 26, 2007 9131 views

video-img
01:03:36

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

Mark Last

calendar icon Nov 26, 2007 4107 views

video-img
01:33:44

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

Léon Bottou

calendar icon Dec 3, 2007 10300 views

video-img
45:26

Recognition and Disambiguation of geographical references in text

Ralf Steinberger

calendar icon Nov 26, 2007 3343 views

video-img
59:08

Using linguistic information as features for text categorization

Arturo Montejo Ráez

calendar icon Nov 26, 2007 4877 views

video-img
02:09:14

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

Ronen Feldman

calendar icon Dec 3, 2007 10678 views

video-img
01:03:26

Mining Networks through Visual Analytics:

Guy Melancon

calendar icon Nov 26, 2007 4358 views

video-img
55:25

The Security of Mobile Agent Systems

Wiesiek Pawlowski

calendar icon Jan 7, 2008 4271 views

video-img
01:56:46

Feature selection, fundamentals and applications

Isabelle Guyon

calendar icon Dec 3, 2007 17125 views

video-img
01:34:26

Learning using Many Examples

Léon Bottou

calendar icon Nov 26, 2007 5111 views

video-img
01:58:53

Inference and Learning with Networked Data

Foster Provost

calendar icon Jan 15, 2008 4920 views

video-img
02:16:26

Data stream management and mining

Georges Hebrail

calendar icon Nov 26, 2007 12100 views

video-img
55:27

Summarizing Data Stream's History

Baptiste Csernel

calendar icon Nov 26, 2007 4406 views

video-img
01:05:00

Geolocalisation in Cellular Telephone Networks

Bruce Denby

calendar icon Dec 3, 2007 6406 views

video-img
01:04:45

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

Andrea Cerioli,

Domenico Perrotta

calendar icon Dec 3, 2007 4064 views

video-img
01:54:59

Emergent patterns in large social systems

Dennis M. Wilkinson

calendar icon Nov 26, 2007 4035 views

video-img
02:12:03

Mining Massive Data Sets

Françoise Fogelman Soulié

calendar icon Nov 26, 2007 10078 views

Except where otherwise noted, content on this site is licensed under a Creative Commons Attribution-NonCommercial-NoDerivs 4.0 International license.