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Big Data Analytics in Cyber Security: F-Secure’s View Alexey Kirichenko Research Collaboration Manager F-Secure Corporation

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Page 1: Big Data Analytics in Cyber Security: F-Secure’s Vie...Malware identification in the backend. Malware detection in the endpoint, behavior-based, near-real-time. Web content classification:

Big Data Analytics in CyberSecurity: F-Secure’s View

Alexey KirichenkoResearch Collaboration ManagerF-Secure Corporation

Page 2: Big Data Analytics in Cyber Security: F-Secure’s Vie...Malware identification in the backend. Malware detection in the endpoint, behavior-based, near-real-time. Web content classification:

INDEX

1. F-Secure’s Operations

2. Data Analytics: Where High Value Can Be

3. Opportunities and Foundations

4. AI Work Avenues, as of Today

5. Targets and Challenges

Page 3: Big Data Analytics in Cyber Security: F-Secure’s Vie...Malware identification in the backend. Malware detection in the endpoint, behavior-based, near-real-time. Web content classification:

SECTION 1

F-Secure’s Products and Services

Broad range: Prevention, Protection, Detection, Response, Recovery

In both corporate and consumer domains

Global operations, with ~ 3/4 of the revenues from Europe

Traditionally, focusing on endpoints, aiming at expanding

Page 4: Big Data Analytics in Cyber Security: F-Secure’s Vie...Malware identification in the backend. Malware detection in the endpoint, behavior-based, near-real-time. Web content classification:

CYBER SECURITYLIVES HERE

Since 1988

Key products for businesses

F-Secure Radar

Protection Service for BusinessBusiness Suite

Rapid Detection

Service

Cyber security services

Small businesses

Mid-market

Global enterprises

Endpoint Protection

Managed Detection & Response

VulnerabilityManagement

Cyber security Consultancy

Key products for consumers

F-Secure FREEDOME

F-Secure SAFE End point protection,

family protection

VPN & privacy

F-Secure SENSE

NEW

F-Secure KEY

Password management

Connected home,Internet of things

https://fscompass2.f-secure.com/display/CSSBL/F-Secure+Radar
Page 5: Big Data Analytics in Cyber Security: F-Secure’s Vie...Malware identification in the backend. Malware detection in the endpoint, behavior-based, near-real-time. Web content classification:

SECTION 2

Where Data Analysis Can Be Instrumental

Identify or detect malicious objects and activities: more and faster.

Reduce noise, decision mistakes, human expert effort.

Enable optimal ways of combining human expertise and automation.

Provide Business Intelligence.

Page 6: Big Data Analytics in Cyber Security: F-Secure’s Vie...Malware identification in the backend. Malware detection in the endpoint, behavior-based, near-real-time. Web content classification:

SECTION 3

Foundations: Data, Expertise, Technology

Our client SW and other operations bring highly relevant data.

Our cyber security experts, researchers, and consultants provide invaluable knowledge and insight.

We have a team fully focusing on data analytics for cyber security.

We are building a platform for data storage and processing, Data Lake: metadata handling, support for installation and use of task- and dataset-specific tools, enabling correlation, access control, cost efficiency, traceability, GDPR compliance.

Page 7: Big Data Analytics in Cyber Security: F-Secure’s Vie...Malware identification in the backend. Malware detection in the endpoint, behavior-based, near-real-time. Web content classification:

SECTION 4

Primary Applications Today

Intrusion detection, in particular, Rapid Detection Service:- detecting threats similar to known ones- detecting attack-relevant anomalies- reducing amounts of data to process in near-real-time- assisting security experts, in particular, via visualization

Malware identification in the backend.

Malware detection in the endpoint, behavior-based, near-real-time.

Web content classification: parental control and browsing protection.

Page 8: Big Data Analytics in Cyber Security: F-Secure’s Vie...Malware identification in the backend. Malware detection in the endpoint, behavior-based, near-real-time. Web content classification:

SECTION 5

Where Do We Want to Go Tomorrow?

Better tuning detection models for specific endpoint – user profiles

Assisted learning, utilization of expert feedback

Interpretability of detection, enabling effective response

Threat Intelligence

Page 9: Big Data Analytics in Cyber Security: F-Secure’s Vie...Malware identification in the backend. Malware detection in the endpoint, behavior-based, near-real-time. Web content classification:

THANK YOU


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