Information Systems Security

Name: Information Systems Security | 17th International Conference, ICISS 2021, Patna, India, December 16-20, 2021, Proceedings
Brand: Springer
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17th International Conference, ICISS 2021, Patna, India, December 16-20, 2021, Proceedings

Somanath Tripathy Rudrapatna K. Shyamasundar Rajiv Ranjan(Editor)

Springer (Publisher)

Published on 14. December 2021

XVIII, 237 pages

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978-3-030-92571-0 (ISBN)

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Content

Intro
Preface
Organization
Abstract of Keynote Talks
Multiagent Reasoning for Social Impact: Results from Deployments for Public Health and Conservation
Data Privacy Re-visited During Covid19
Modeling and Leveraging Attrition in Cyber Operations
Contents
Attack Detection
Identifying Tactics of Advanced Persistent Threats with Limited Attack Traces
1 Introduction
2 Background
2.1 MITRE ATT&CK Framework
2.2 Graph Embedding and GraphSAGE
3 Architecture and Approach
3.1 Data Collection
3.2 Graph Embedding Using GraphSAGE
4 Models
4.1 Online Metric Learning
4.2 SetConv: a New Approach for Learning from Imbalanced Data
5 Experiments
5.1 Experiment Setting
5.2 Result
6 Related Works
7 Conclusion and Future Work
References
WiP: Slow Rate HTTP Attack Detection with Behavioral Parameters
1 Introduction
2 Related Work
3 Proposed Slow Rate Attack Detection Method
3.1 Attack Indicators
3.2 How Different Parameters are Related?
3.3 Slow Rate Attack Detection
4 Experiments
4.1 Experiment in a Testbed (Experiment-1)
4.2 Experiment with Real Web Server (Experiment-2)
5 Conclusion
References
Multi Layer Detection Framework for Spear-Phishing Attacks
1 Introduction
2 Characteristics of Spear Phishing Email
2.1 Reflects Sense of Urgency
2.2 Impersonation
2.3 Malicious URLs and Attachments
2.4 Credential Harvesting and Lateral Movement
3 Related Work
4 Proposed Solution
5 Detection Engines
5.1 Impersonation Analysis Engine
5.2 Sentiment Analysis Engine
5.3 Content Analysis Engine
6 Aggregation Module
7 Dynamic Analysis Engine
8 Experiments and Results
8.1 Case I- Email ID 547
8.2 Case II-Security and Email ID 529
8.3 Case III - Email ID 347
8.4 Case IV - Email ID 448
9 Conclusion and Future Work
References
Vulnerability Analysis and Detection Using Graph Neural Networks for Android Operating System
1 Introduction
2 Literature Review
3 Proposed Methodology
3.1 Vulnerability Code Extraction
3.2 Intermediate Graph Representation
3.3 Feature Extraction
3.4 Graph Neural Network
3.5 Proposed GNN Architecture for Vulnerability Detection
4 Results and Discussion
4.1 Intermediate Graph Representation
4.2 Graph Data Extraction
4.3 Performance Evaluation of GNN
5 Conclusion and Future Work
References
Malware Identification
Origin Information Assisted Hybrid Analysis to Detect APT Malware
1 Introduction
2 Related Work
3 Attack Flow of APT-Based Attacks
4 Proposed Methodology
4.1 How Does the PUI Get Installed on the System?
4.2 How to Get the PUI's Origin Information
4.3 Feature Engineering
4.4 Dataset Construction
5 Experiments and Performance Analysis
5.1 Experimental Setup
5.2 Data-Acquisition Process: Acquiring Features
5.3 Experimental Details
5.4 Model Training
5.5 Discussion
6 Conclusion and Future Work
A Appendix
A.1 List of Sources: Benign Executable Samples
A.2 List of Sources: APT Malware Executable Samples
References
Raising MIPS Binaries to LLVM IR
1 Introduction
1.1 Brief About McSema and Remill
1.2 Benefits of Raising the Binaries to Intermediate Representation
2 Related Work
3 Methodology
3.1 Recovery
3.2 CFG Verification
3.3 Lifting
4 Challenges
4.1 Handling Branch Delay Slots
4.2 Handling Instruction Cross References
4.3 Handling Synchronisation Interface
4.4 Handling Instruction Decoding
5 Evaluation
5.1 Evaluation of Recompilation Lift Mode
5.2 Evaluation of Analysis Lift Mode
6 Conclusion and Future Plan
References
Data Security in Distributed Systems
Automated Identification of Social Media Bots Using Deepfake Text Detection
1 Introduction
2 NLP for Bot Detection
2.1 Challenges of NLP for Bot Detection
2.2 Dataset
3 Related Work
4 Methodology
4.1 BERT
4.2 BiLSTM
4.3 VLAD
4.4 Classifier
5 Experiments and Results
6 Conclusion and Future Directions
References
Landcoin: A Practical Protocol for Transfer-of-Asset
1 Introduction
2 Background and Motivation
3 Architecture of Landcoin Protocol
3.1 From a Transfer-of-Value to a Transfer-of-Asset System
3.2 From Permissionless to Permissioned Setup
3.3 Steps and Requirements of Workflow for Land Management
3.4 Mainchain: Parameters and Construction
3.5 Sidechain: Placeholder for Private Information
3.6 Protocol Stakeholders, Their Roles, and Transaction Types
4 Summary of Guarantees
5 Implementation Details
6 Conclusion
References
WiP: A Distributed Approach for Statistical Disclosure Control Technologies
1 Introduction
2 On SDC Deployment
2.1 Roles
2.2 Fulfilling the Data Anonymizer Role
3 Distributed SDC Tool
3.1 Functionalities
3.2 Proof-of-Concept Prototype
3.3 Research Directions
4 Conclusion
References
Applied Cryptography
A Verifiable Lossless Multiple Secret Images Sharing Scheme
1 Introduction
1.1 Motivation Towards Multiple Secret Images Sharing (MSIS)
1.2 Related Works
1.3 Limitations
1.4 Our Contributions
2 Preliminaries
3 Proposed Scheme
3.1 Shares Generation
3.2 Secret Images Reconstruction
4 Theoretical Analysis
5 Comparison and Experimental Results
5.1 Comparison
5.2 Experimental Results
6 Conclusion
References
Experimental Verification of Estimated Block Size of BKZ Algorithm Against LWE
1 Introduction
2 Preliminaries
2.1 Learning with Errors Problem
2.2 Lattices
2.3 Lattice Problem and Lattices Basis Reduction
3 Related Work
3.1 2016 Estimate ch11DBLP:confspsussspsAlkimDPS16
3.2 Experimental Analysis Against the 2016 Estimate
4 Proposed Method
5 Results and Discussion
5.1 Reliability of the 2016 Estimate
5.2 Observation in Smaller Block Sizes
5.3 Effect of the Second Intersection
6 Conclusion
References
WiP: Privacy Enabled Biometric Authentication Based on Proof of Decryption Techniques
1 Introduction
2 Related Work
3 Proposed Solution
3.1 Homomorphic HMAC
3.2 Biometric Authentication Using Verifiable Computing
3.3 Blinding Techniques
4 Experiments and Results
5 Conclusion and Future Work
References
WiP: QoS Based Recommendation System for Efficient Private Inference of CNN Using FHE
1 Introduction
2 Related Work
3 Proposed Method
3.1 Optimization Formulation for Pruning CNN
3.2 Pruning
3.3 Efficient Packing
3.4 Recommendation System for Private Inference
4 Results and Evaluation
4.1 Model Training and Pruning
4.2 Private Inference
5 Conclusion and Future Work
References
Improvement over Montgomery Modular Multiplication
1 Introduction
2 Overview of the Montgomery Modular Multiplicaton of ch14Mont85
3 Proposed Improvement
4 Conclusion
References
Faster Private Rating Update via Integer-Based Homomorphic Encryption
1 Introduction
2 Related Works
2.1 Arjan's Protocol
2.2 Lipmaa and Zhang's Protocol
3 Preliminaries
3.1 HE1N Encryption Scheme
3.2 Secure Bit Decomposition (SBD)
4 Proposed Protocol
4.1 Privacy Analysis
5 Performance Evaluation
5.1 Communication Cost
5.2 Computation Cost
5.3 Storage Cost
5.4 Experimental Results
6 Conclusion
A Secure Bit Decomposition (SBD)
References
Author Index

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Information Systems Security

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