Menu
NATO Advanced Study Institute on Mining Massive Data Sets for Security

NATO Advanced Study Institute on Mining Massive Data Sets for Security

43 Videos · 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.

Videos

Opening and Closing session

video-img
07:33

Introduction to the Workshop

Clive Best

calendar icon Nov 26, 2007 3099 views

video-img
06:37

Conclusion remarks

Françoise Fogelman Soulié

calendar icon Dec 4, 2007 5011 views

Interviews

video-img
02:58

Interview with Clive Best

calendar icon Dec 4, 2007 3563 views

video-img
06:50

Interview with Françoise Fogelman Soulié

calendar icon Dec 4, 2007 4453 views

Lectures

video-img
01:10:25

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

Roman Yangarber

calendar icon Dec 3, 2007 5690 views

video-img
44:19

Plastic Card Fraud Detection using Peer Group Analysis

Dave Weston

calendar icon Dec 3, 2007 10207 views

video-img
02:03:16

The "Real World" Web Search Problem

Eric Glover

calendar icon Dec 3, 2007 5998 views

video-img
01:01:56

Evolving Networks

Jean-Loup Guillaume

calendar icon Sep 21, 2008 3271 views

video-img
39:07

Security Applications of Web mining

Pinar Oezden Wennerberg

calendar icon Dec 4, 2007 6453 views

video-img
58:09

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

James G. Shanahan

calendar icon Dec 3, 2007 8644 views

video-img
01:49:41

Diffusion and Cascading Behaviour in Networks

Jure Leskovec

calendar icon Nov 28, 2007 15301 views

video-img
53:08

Detecting Money Laundering Actions Using Data Mining and Expert Systems

Ekrem Duman

calendar icon Dec 3, 2007 10269 views

video-img
01:58:37

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

Aris Gionis

calendar icon Dec 3, 2007 7876 views

video-img
01:09:09

Learning with structured data - structured outputs

Patrick Gallinari

calendar icon Nov 26, 2007 4596 views

video-img
01:57:02

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

Naftali Tishby

calendar icon Nov 26, 2007 4893 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 4033 views

video-img
58:49

User logs processing using machine learning techniques

Thierry Artières

calendar icon Nov 26, 2007 5954 views

video-img
01:47:08

Web Spam Detection

Marcin Sydow,

Carlos Castillo

calendar icon Nov 28, 2007 10305 views

video-img
01:29:48

Open Source Intelligence

Clive Best

calendar icon Dec 3, 2007 32980 views

video-img
01:43:27

Statistical techniques for fraud detection, prevention, and evaluation

David Hand

calendar icon Dec 3, 2007 42093 views

video-img
41:27

Website Privacy Preservation for Query Log Publishing

Barbara Poblete

calendar icon Nov 29, 2007 6114 views

video-img
33:52

Ontologies and Machine Learning

Blaž Fortuna,

Marko Grobelnik

calendar icon Nov 26, 2007 9771 views

video-img
01:46:23

CiteSeerX & ChemXSeer: Lessons for Cyber-infrastructure and Web

Lee Giles

calendar icon Dec 4, 2007 4268 views

video-img
01:03:48

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

Hristo Tanev

calendar icon Dec 3, 2007 3546 views

video-img
48:34

Machine Learning for Intrusion Detection

Pavel Laskov

calendar icon Nov 26, 2007 17744 views

video-img
01:04:57

Large-Scale Semi-Supervised Learning

Jason Weston

calendar icon Nov 26, 2007 5849 views

video-img
18:49

Ontogen Software Demo

Blaž Fortuna

calendar icon Nov 26, 2007 9129 views

video-img
01:03:36

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

Mark Last

calendar icon Nov 26, 2007 4102 views

video-img
01:33:44

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

Léon Bottou

calendar icon Dec 3, 2007 10297 views

video-img
45:26

Recognition and Disambiguation of geographical references in text

Ralf Steinberger

calendar icon Nov 26, 2007 3340 views

video-img
59:08

Using linguistic information as features for text categorization

Arturo Montejo Ráez

calendar icon Nov 26, 2007 4875 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 10676 views

video-img
01:03:26

Mining Networks through Visual Analytics:

Guy Melancon

calendar icon Nov 26, 2007 4349 views

video-img
55:25

The Security of Mobile Agent Systems

Wiesiek Pawlowski

calendar icon Jan 7, 2008 4267 views

video-img
01:56:46

Feature selection, fundamentals and applications

Isabelle Guyon

calendar icon Dec 3, 2007 17120 views

video-img
01:34:26

Learning using Many Examples

Léon Bottou

calendar icon Nov 26, 2007 5105 views

video-img
01:58:53

Inference and Learning with Networked Data

Foster Provost

calendar icon Jan 15, 2008 4916 views

video-img
02:16:26

Data stream management and mining

Georges Hebrail

calendar icon Nov 26, 2007 12097 views

video-img
55:27

Summarizing Data Stream's History

Baptiste Csernel

calendar icon Nov 26, 2007 4403 views

video-img
01:05:00

Geolocalisation in Cellular Telephone Networks

Bruce Denby

calendar icon Dec 3, 2007 6402 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 4055 views

video-img
01:54:59

Emergent patterns in large social systems

Dennis M. Wilkinson

calendar icon Nov 26, 2007 4031 views

video-img
02:12:03

Mining Massive Data Sets

Françoise Fogelman Soulié

calendar icon Nov 26, 2007 10065 views

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