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Machine Learning for Detecting Data Exfiltration

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/978-0-387-09823-4_45openalex-snapshot
Data Mining for Imbalanced Datasets: An Overview
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A Systematic Review Analysis of Root Exploitation for Mobile Botnet Detection
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Analytics for Network Security: A Survey and Taxonomy
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Network and System Security
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The Enron Corpus: A New Dataset for Email Classification Research
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Collecting Performance Data with PAPI-C
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Batch-Incremental versus Instance-Incremental Learning in Dynamic and Evolving Data
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The N-intertwined SIS epidemic network model
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Decision trees: a recent overview
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A comprehensive study on APT attacks and countermeasures for future networks and communications: challenges and solutions
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A survey on feature selection methods
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A survey of network-based intrusion detection data sets
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A review of machine learning approaches to Spam filtering
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Quantifying the resilience of machine learning classifiers used for cyber security
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A survey of phishing attacks: Their types, vectors and technical approaches
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Adversarial attacks against intrusion detection systems: Taxonomy, solutions and open issues
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A survey on data leakage prevention systems
inferredcites →https://doi.org/10.1016/j.jnca.2017.02.001openalex-snapshot
Security and privacy challenges in mobile cloud computing: Survey and way ahead
inferredcites →https://doi.org/10.1016/j.jnca.2017.10.016openalex-snapshot
Data exfiltration: A review of external attack vectors and countermeasures
inferredcites →https://doi.org/10.1016/j.jss.2016.07.005openalex-snapshot
A survey on feature drift adaptation: Definition, benchmark, challenges and future directions
inferredcites →https://doi.org/10.1016/j.jss.2019.01.051openalex-snapshot
Architectural Tactics for Big Data Cybersecurity Analytics Systems: A Review
inferredcites →https://doi.org/10.1016/j.patcog.2018.07.023openalex-snapshot
Wild patterns: Ten years after the rise of adversarial machine learning
inferredcites →https://doi.org/10.1016/j.procs.2015.08.220openalex-snapshot
Survey on Anomaly Detection using Data Mining Techniques
inferredcites →https://doi.org/10.1016/s0925-2312(00)00324-6openalex-snapshot
Reinforcement Learning: An Introduction
inferredcites →https://doi.org/10.1016/s1361-3723(18)30040-xopenalex-snapshot
2018 Data Breach Investigations Report: the year of ransomware
inferredcites →https://doi.org/10.1016/s1389-1286(99)00112-7openalex-snapshot
Bro: a system for detecting network intruders in real-time
inferredcites →https://doi.org/10.1023/a:1007465528199openalex-snapshot
Bayesian Network Classifiers
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Intelligent rule‐based phishing websites classification
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inferredcites →https://doi.org/10.1109/access.2017.2685629openalex-snapshot
Continuous Integration, Delivery and Deployment: A Systematic Review on Approaches, Tools, Challenges and Practices
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Limits of Static Analysis for Malware Detection
inferredcites →https://doi.org/10.1109/aina.2013.157openalex-snapshot
Network Attack Analysis and the Behaviour Engine
inferredcites →https://doi.org/10.1109/comst.2015.2494502openalex-snapshot
A Survey of Data Mining and Machine Learning Methods for Cyber Security Intrusion Detection
inferredcites →https://doi.org/10.1109/comst.2018.2800740openalex-snapshot
Detecting and Preventing Cyber Insider Threats: A Survey
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Walowdac - Analysis of a Peer-to-Peer Botnet
inferredcites →https://doi.org/10.1109/eisic.2017.21openalex-snapshot
Adversarial Machine Learning in Malware Detection: Arms Race between Evasion Attack and Defense
inferredcites →https://doi.org/10.1109/icaict.2014.7035946openalex-snapshot
Big Data: Big Promises for Information Security
inferredcites →https://doi.org/10.1109/mci.2018.2840738openalex-snapshot
Recent Trends in Deep Learning Based Natural Language Processing [Review Article]
inferredcites →https://doi.org/10.1109/milcis.2015.7348942openalex-snapshot
UNSW-NB15: a comprehensive data set for network intrusion detection systems (UNSW-NB15 network data set)
inferredcites →https://doi.org/10.1109/mipro.2015.7160458openalex-snapshot
A review of feature selection methods with applications
inferredcites →https://doi.org/10.1109/ms.2018.3571224openalex-snapshot
Software Engineering for Machine-Learning Applications: The Road Ahead
inferredcites →https://doi.org/10.1109/msp.2013.138openalex-snapshot
Big Data Analytics for Security
inferredcites →https://doi.org/10.1109/nbis.2012.139openalex-snapshot
Anomaly Teletraffic Intrusion Detection Systems on Hadoop-Based Platforms: A Survey of Some Problems and Solutions
inferredcites →https://doi.org/10.1109/surv.2013.052213.00046openalex-snapshot
Network Anomaly Detection: Methods, Systems and Tools
inferredcites →https://doi.org/10.1109/tencon.2008.4766847openalex-snapshot
Network intrusion detection using feature selection and Decision tree classifier
inferredcites →https://doi.org/10.1109/tkde.2020.2987299openalex-snapshot
Using Randomness to Improve Robustness of Tree-Based Models Against Evasion Attacks
inferredcites →https://doi.org/10.1109/tse.2011.103openalex-snapshot
A Systematic Literature Review on Fault Prediction Performance in Software Engineering
inferredcites →https://doi.org/10.1109/tse.2017.2770124openalex-snapshot
A Systematic Literature Review and Meta-Analysis on Cross Project Defect Prediction
inferredcites →https://doi.org/10.1109/wccais.2014.6916624openalex-snapshot
Data Leakage/Loss Prevention Systems (DLP)
inferredcites →https://doi.org/10.1111/ecog.02881openalex-snapshot
Cross‐validation strategies for data with temporal, spatial, hierarchical, or phylogenetic structure
inferredcites →https://doi.org/10.1111/j.1467-9868.2010.00740.xopenalex-snapshot
Stability Selection
inferredcites →https://doi.org/10.1145/2500892openalex-snapshot
Trends in computer science research
inferredcites →https://doi.org/10.1145/2584679openalex-snapshot
Exposure
inferredcites →https://doi.org/10.1145/2601248.2601268openalex-snapshot
Guidelines for snowballing in systematic literature studies and a replication in software engineering
inferredcites →https://doi.org/10.1145/2665943.2665948openalex-snapshot
IMUX
inferredcites →https://doi.org/10.1145/3023872openalex-snapshot
A Survey of Timing Channels and Countermeasures
inferredcites →https://doi.org/10.1145/3073559openalex-snapshot
A Survey on Malware Detection Using Data Mining Techniques
inferredcites →https://doi.org/10.1145/3128572.3140450openalex-snapshot
Mitigating Poisoning Attacks on Machine Learning Models
inferredcites →https://doi.org/10.1145/3133956.3134077openalex-snapshot
Machine Learning Models that Remember Too Much
inferredcites →https://doi.org/10.1145/3232116.3232152openalex-snapshot
An Improved TF-IDF algorithm based on word frequency distribution information and category distribution information
inferredcites →https://doi.org/10.1145/3303771openalex-snapshot
Insight Into Insiders and IT
inferredcites →https://doi.org/10.1145/3305268openalex-snapshot
A Multi-Vocal Review of Security Orchestration
inferredcites →https://doi.org/10.1145/3319535.3363267openalex-snapshot
Data Quality for Security Challenges
inferredcites →https://doi.org/10.1145/3375708.3380313openalex-snapshot
Diverse Datasets and a Customizable Benchmarking Framework for Phishing
inferredcites →https://doi.org/10.1145/382912.382923openalex-snapshot
Testing Intrusion detection systems
inferredcites →https://doi.org/10.1145/950191.950192openalex-snapshot
Clustering intrusion detection alarms to support root cause analysis
inferredcites →https://doi.org/10.1145/98784.98817openalex-snapshot
Combining structural and statistical features in a machine learning technique for texture classification
inferredcites →https://doi.org/10.1162/neco.1997.9.8.1735openalex-snapshot
Long Short-Term Memory
inferredcites →https://doi.org/10.1186/s40537-019-0229-9openalex-snapshot
Big data analytics: a link between knowledge management capabilities and superior cyber protection
inferredcites →https://doi.org/10.1191/1478088706qp063oaopenalex-snapshot
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inferredcites →https://doi.org/10.21437/interspeech.2010-343openalex-snapshot
Recurrent neural network based language model
inferredcites →https://doi.org/10.2514/6.2005-7002openalex-snapshot
A Survey of Data-Driven Prognostics
inferredcites →https://doi.org/10.4310/sii.2009.v2.n3.a8openalex-snapshot
Multi-class AdaBoost
inferredcites →https://doi.org/10.5120/2400-3193openalex-snapshot
Improved KMean Clustering with Steepest Ascent 'Gradient' Method for Image Retrieval
inferredcites →https://doi.org/10.5121/ijnsa.2017.9502openalex-snapshot
A Comparative Study of the Approach Provided for Preventing the Data Leakage

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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