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醉染图书基于数据分析的网络安全9787564177300
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Preface
Part Ⅰ. Data
1. Organizing Data: Vantage, Domain, Action, and Validity
Domain
Vantage
Choosing Vantage
Actions: What a Sensor Does with Data
Validity and Action
Internal Validity
External Validity
Construct Validity
Statistical Validity
Attacker and Attack Issues
Further Reading
2. Vantage: Understanding Sensor Placement in Networks
The Basics of Network Layering
Network Layers and Vantage
Network Layers and Addressing
MAC Addresses
IPv4 Format and Addresses
IPv6 Format and Addresses
Validity Challenges from Middlebox Network Data
Further Reading
3. Sensors in the Network Domain
Packet and Frame Formats
Rolling Buffers
Limiting the Data Captured from Each Packet
Filtering Specific Types of Packets
What If Its Not Ethernet?
NetFlow
NetFlow v5 Formats and Fields
NetFlow Generation and Collection
Data Collection via S
Classifying Ss
S as Classifier
Improving S Performance
Enhancing S Detection
Configuring Snort
Enhancing S Response
Prefetching Data
Middlebox Logs and Their Impact
VPN Logs
Proxy Logs
NAT Logs
Further Reading
4. Data in the Service Domain
What and Why
Logfiles as the Basis for Service Data
Accessing and Manipulating Logfiles
The Contents of Logfiles
……
Michael Collins是位于华盛顿的网络安全与数据分析公司RedJack有限责任公司的首席科学家。他主要关注于网络设备和流量分析,特别是大规模流量数据集的分析。
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