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Arm the World with SPN based Security
Liwei Ren, Ph.D San Jose, California, Oct 2016
Copyright 2016 Trend Micro Inc. 2
My Background
I am a research scientist – Deep learning
– Data security, cloud security, IoT security
– Practical algorithms, data compression, stringology
Education – Ph.D in mathematics and MS in information science, University of Pittsburgh
– MS and BS in mathematics, Tsinghua University
Measurable contributions to the world – 1 startup Provilla™ that was acquired by Trend Micro™
– 27 US patents granted
– 16 invited talks at top universities and noted conferences (2012-2016)
– 10 published papers in mathematics
Copyright 2016 Trend Micro Inc. 3
Defense Systems in Wars
Trend Micro’s mission:
– to arm the digital world with advanced defense systems
Copyright 2016 Trend Micro Inc. 4
Defense Systems in Wars
Trend Micro’s mission:
– to arm the digital world with advanced defense systems
Copyright 2016 Trend Micro Inc. 5
Defense Systems in Wars • The most advanced defense system in the world today
• National Missile Defense (NMD)
Copyright 2016 Trend Micro Inc. 6
Defense Systems in Wars How about this architecture of defense ?
Copyright 2016 Trend Micro Inc. 7
SPN Security Architecture
SPN is a cloud based security architecture powered by – Cloud platform
– Big data infrastructure, analytics and machine learning capability
– Global threat intelligence
– Multiple security services of different focuses
Copyright 2016 Trend Micro Inc. 9
Smart Protection Network Security Architecture The evolution of SPN:
Copyright 2016 Trend Micro Inc. 10
Deep Learning and Cyber-security
• Deep learning is a machine learning technique based on deep neural network.
• Deep neural network (DNN) is an artificial neural network (ANN) with at least one hidden layer :
Copyright 2016 Trend Micro Inc. 11
Deep Learning and Cyber-security • Viewing deep neural networks (DNN) with a taxonomy
Copyright 2016 Trend Micro Inc. 12
Deep Learning and Cyber-security • Solving challenging problems with DNNs
Copyright 2016 Trend Micro Inc. 13
Deep Learning and Cyber-security We have many challenging problems in cybersecurity
Copyright 2016 Trend Micro Inc. 14
Summary
• We used the National Missile Defense (NMD) to analogically introduce our cloud based security architecture SPN
• A high level description of SPN with its major capabilities and security services
• A brief history of SPN
• Further advancing SPN with deep neural networks (DNN)