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A Survey on Windows-based Ransomware Taxonomy and Detection Mechanisms

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What this work says

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

inferredcites →https://doi.org/10.1002/cpe.4337openalex-snapshot
Ransomware prevention technique using key backup
inferredcites →https://doi.org/10.1007/978-3-030-24907-6_2openalex-snapshot
Ransomware Attack Protection: A Cryptographic Approach
inferredcites →https://doi.org/10.1007/978-3-030-36056-6_12openalex-snapshot
Android Ransomware Detection Based on Dynamic Obtained Features
inferredcites →https://doi.org/10.1007/978-3-319-20550-2_1openalex-snapshot
Cutting the Gordian Knot: A Look Under the Hood of Ransomware Attacks
inferredcites →https://doi.org/10.1007/978-3-319-26362-5_18openalex-snapshot
HelDroid: Dissecting and Detecting Mobile Ransomware
inferredcites →https://doi.org/10.1007/978-3-319-48965-0_32openalex-snapshot
An Efficient Approach to Detect TorrentLocker Ransomware in Computer Systems
inferredcites →https://doi.org/10.1007/978-3-319-69155-8_13openalex-snapshot
Network Behavioral Analysis for Zero-Day Malware Detection – A Case Study
inferredcites →https://doi.org/10.1007/978-3-319-70290-2_12openalex-snapshot
Data Aware Defense (DaD): Towards a Generic and Practical Ransomware Countermeasure
inferredcites →https://doi.org/10.1007/978-3-319-73951-9openalex-snapshot
Cyber Threat Intelligence
inferredcites →https://doi.org/10.1007/978-3-642-41278-3_74openalex-snapshot
Distance Weighted Cosine Similarity Measure for Text Classification
inferredcites →https://doi.org/10.1007/978-981-13-1921-1openalex-snapshot
Smart Intelligent Computing and Applications
inferredcites →https://doi.org/10.1007/978-981-15-5619-7openalex-snapshot
Data Management, Analytics and Innovation
inferredcites →https://doi.org/10.1007/s12652-017-0558-5openalex-snapshot
Detecting crypto-ransomware in IoT networks based on energy consumption footprint
inferredcites →https://doi.org/10.1016/j.compeleceng.2017.10.012openalex-snapshot
Software-defined networking-based crypto ransomware detection using HTTP traffic characteristics
inferredcites →https://doi.org/10.1016/j.compeleceng.2019.03.012openalex-snapshot
Ransomware detection and mitigation using software-defined networking: The case of WannaCry
inferredcites →https://doi.org/10.1016/j.compeleceng.2019.07.014openalex-snapshot
Ransomware protection using the moving target defense perspective
inferredcites →https://doi.org/10.1016/j.cose.2018.01.001openalex-snapshot
Ransomware threat success factors, taxonomy, and countermeasures: A survey and research directions
inferredcites →https://doi.org/10.1016/j.future.2019.06.005openalex-snapshot
Crypto-ransomware early detection model using novel incremental bagging with enhanced semi-random subspace selection
inferredcites →https://doi.org/10.1016/j.icte.2017.12.007openalex-snapshot
Multi-stage crypto ransomware attacks: A new emerging cyber threat to critical infrastructure and industrial control systems
inferredcites →https://doi.org/10.1016/j.jisa.2018.02.008openalex-snapshot
Ransomware behavioural analysis on windows platforms
inferredcites →https://doi.org/10.1109/access.2019.2907485openalex-snapshot
A Multi-Classifier Network-Based Crypto Ransomware Detection System: A Case Study of Locky Ransomware
inferredcites →https://doi.org/10.1109/access.2019.2931136openalex-snapshot
Machine Learning Based File Entropy Analysis for Ransomware Detection in Backup Systems
inferredcites →https://doi.org/10.1109/access.2019.2945839openalex-snapshot
A Survey on Detection Techniques for Cryptographic Ransomware
inferredcites →https://doi.org/10.1109/ccc.2016.14openalex-snapshot
Detecting Ransomware with Honeypot Techniques
inferredcites →https://doi.org/10.1109/compcomm.2016.7924925openalex-snapshot
A novel method for recovery from Crypto Ransomware infections
inferredcites →https://doi.org/10.1109/confluence.2019.8776926openalex-snapshot
RansomWare and Internet of Things: A New Security Nightmare
inferredcites →https://doi.org/10.1109/dasc/picom/datacom/cyberscitec.2018.00124openalex-snapshot
A New Static-Based Framework for Ransomware Detection
inferredcites →https://doi.org/10.1109/dsc.2018.00040openalex-snapshot
RansomTracer: Exploiting Cyber Deception for Ransomware Tracing
inferredcites →https://doi.org/10.1109/ecrime.2017.7945049openalex-snapshot
Blockchain explorer: An analytical process and investigation environment for bitcoin
inferredcites →https://doi.org/10.1109/fuzz-ieee.2019.8858803openalex-snapshot
Cyberthreat Hunting - Part 1: Triaging Ransomware using Fuzzy Hashing, Import Hashing and YARA Rules
inferredcites →https://doi.org/10.1109/fuzz-ieee.2019.8858825openalex-snapshot
Cyberthreat Hunting - Part 2: Tracking Ransomware Threat Actors using Fuzzy Hashing and Fuzzy C-Means Clustering
inferredcites →https://doi.org/10.1109/icacci.2017.8125850openalex-snapshot
Evaluating shallow and deep networks for ransomware detection and classification
inferredcites →https://doi.org/10.1109/icassp.2019.8682899openalex-snapshot
Attention in Recurrent Neural Networks for Ransomware Detection
inferredcites →https://doi.org/10.1109/icdcs40173.2017openalex-snapshot
2017 IEEE 37th International Conference on Distributed Computing Systems (ICDCS)
inferredcites →https://doi.org/10.1109/icse-companion.2019.00092openalex-snapshot
FastDroid: Efficient Taint Analysis for Android Applications
inferredcites →https://doi.org/10.1109/iscisc.2015.7387902openalex-snapshot
Connection-monitor & connection-breaker: A novel approach for prevention and detection of high survivable ransomwares
inferredcites →https://doi.org/10.1109/isdfs.2018.8355317openalex-snapshot
A novel approach to ransomware: Designing a safe zone system
inferredcites →https://doi.org/10.1109/isi.2017.8004894openalex-snapshot
Reasoning crypto ransomware infection vectors with Bayesian networks
inferredcites →https://doi.org/10.1109/mobisecserv.2017.7886569openalex-snapshot
Knowing the ransomware and building defense against it - specific to healthcare institutes
inferredcites →https://doi.org/10.1109/msp.2016.76openalex-snapshot
A Taxonomy of Domain-Generation Algorithms
inferredcites →https://doi.org/10.1109/sp.2018.00047openalex-snapshot
Tracking Ransomware End-to-end
inferredcites →https://doi.org/10.1109/spw.2018.00033openalex-snapshot
Forensic Analysis of Ransomware Families Using Static and Dynamic Analysis
inferredcites →https://doi.org/10.1109/tcss.2019.2924650openalex-snapshot
Dynamic Distributed Secure Storage Against Ransomware
inferredcites →https://doi.org/10.1145/2619091openalex-snapshot
TaintDroid
inferredcites →https://doi.org/10.1145/2976749.2989051openalex-snapshot
POSTER
inferredcites →https://doi.org/10.1145/3019612openalex-snapshot
Proceedings of the Symposium on Applied Computing
inferredcites →https://doi.org/10.1145/3052973.3053035openalex-snapshot
PayBreak
inferredcites →https://doi.org/10.1145/3129676.3129704openalex-snapshot
Automatic Ransomware Detection and Analysis Based on Dynamic API Calls Flow Graph
inferredcites →https://doi.org/10.1145/3129676.3129713openalex-snapshot
How to Make Efficient Decoy Files for Ransomware Detection?
inferredcites →https://doi.org/10.1145/3180465.3180467openalex-snapshot
Machine Learning-Based Detection of Ransomware Using SDN
inferredcites →https://doi.org/10.1145/3229710.3229726openalex-snapshot
Detecting Ransomware using Support Vector Machines
inferredcites →https://doi.org/10.1145/3230833.3234691openalex-snapshot
Ransomware's Early Mitigation Mechanisms
inferredcites →https://doi.org/10.12948/issn14531305/23.2.2019.05openalex-snapshot
A Comparative Assessment of Obfuscated Ransomware Detection Methods
inferredcites →https://doi.org/10.15199/48.2015.11.48openalex-snapshot
Network activity analysis of CryptoWall ransomware
inferredcites →https://doi.org/10.17485/ijst/2016/v9i14/82936openalex-snapshot
Ransomware Digital Extortion: A Rising New Age Threat
inferredcites →https://doi.org/10.23919/icact.2019.8702049openalex-snapshot
Analyzing WannaCry Ransomware Considering the Weapons and Exploits
inferredcites →https://doi.org/10.24251/hicss.2018.443openalex-snapshot
Breaking Bad: De-Anonymising Entity Types on the Bitcoin Blockchain Using Supervised Machine Learning
inferredcites →https://doi.org/10.30880/ijie.2018.10.06.011openalex-snapshot
Zero-Day Aware Decision Fusion-Based Model for Crypto-Ransomware Early Detection
inferredcites →https://doi.org/10.33260/zictjournal.v1i1.19openalex-snapshot
Demystifying Ransomware Attacks: Reverse Engineering and Dynamic Malware Analysis of WannaCry for Network and Information Security
inferredcites →https://doi.org/10.5120/ijca2017913666openalex-snapshot
Evolving Threat Agents: Ransomware and their Variants
inferredcites →https://doi.org/10.5281/zenodo.3252962openalex-snapshot
Static Malware Analysis to Identify Ransomware Properties

What points at this work

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

inferred← citeshttps://doi.org/10.1002/9781394206483.ch8openalex-snapshot
Using and Extending These Models
inferred← citeshttps://doi.org/10.1007/978-3-031-41181-6_33openalex-snapshot
Federated Learning Approach for Distributed Ransomware Analysis
inferred← citeshttps://doi.org/10.1007/978-3-031-45124-9_11openalex-snapshot
Ransomware Taxonomy and Detection Techniques Based on Machine Learning: A Review
inferred← citeshttps://doi.org/10.1007/978-3-032-23347-9_4openalex-snapshot
A Survey on Linux Cloud Ransomware
inferred← citeshttps://doi.org/10.1007/978-3-032-23450-6_23openalex-snapshot
Insights into Ransomware Detection based on Semantic Understanding
inferred← citeshttps://doi.org/10.1007/978-981-97-2839-8_17openalex-snapshot
Early Detection of Crypto-Ransomware Pre-encryption Phases: A Review
inferred← citeshttps://doi.org/10.1007/978-981-99-3315-0_35openalex-snapshot
A Survey on Human Behavioral Cybersecurity Risk During and Post Pandemic World
inferred← citeshttps://doi.org/10.1007/s10922-025-09978-1openalex-snapshot
Feature Fusion-Based Ensemble Approach for Robust Malware Detection with Reduced False Positives
inferred← citeshttps://doi.org/10.1007/s11416-021-00414-xopenalex-snapshot
A novel approach for ransomware detection based on PE header using graph embedding
inferred← citeshttps://doi.org/10.1007/s11416-024-00539-9openalex-snapshot
RansomGuard: a framework for proactive detection and mitigation of cryptographic windows ransomware
inferred← citeshttps://doi.org/10.1007/s11416-026-00653-wopenalex-snapshot
Similarity-driven graph convolutional networks for ransomware detection
inferred← citeshttps://doi.org/10.1007/s42979-024-03454-4openalex-snapshot
Feature Selection Using Particle Swarm Optimization and Ensemble-Based Machine Learning Models for Ransomware Detection
inferred← citeshttps://doi.org/10.1007/s42979-025-03765-0openalex-snapshot
Exploring the Landscape of IoT Ransomware Prediction Through Machine Learning Techniques: A Comprehensive Survey
inferred← citeshttps://doi.org/10.1016/j.comnet.2023.110138openalex-snapshot
Ransomware early detection: A survey
inferred← citeshttps://doi.org/10.1016/j.compeleceng.2026.110963openalex-snapshot
Comprehensive performance benchmarking and comparative analysis of active ransomware threats
inferred← citeshttps://doi.org/10.1016/j.cose.2023.103265openalex-snapshot
Improving ransomware detection based on portable executable header using xception convolutional neural network
inferred← citeshttps://doi.org/10.1016/j.cose.2023.103295openalex-snapshot
Data Flooding against Ransomware: Concepts and Implementations
inferred← citeshttps://doi.org/10.1016/j.cose.2023.103349openalex-snapshot
Cryptographic ransomware encryption detection: Survey
inferred← citeshttps://doi.org/10.1016/j.cose.2024.103849openalex-snapshot
Zero-Ran Sniff: A zero-day ransomware early detection method based on zero-shot learning
inferred← citeshttps://doi.org/10.1016/j.cose.2024.104202openalex-snapshot
RanSMAP: Open dataset of Ransomware Storage and Memory Access Patterns for creating deep learning based ransomware detectors
inferred← citeshttps://doi.org/10.1016/j.cose.2025.104806openalex-snapshot
Characterizing tactics, techniques, and procedures in the macOS threat landscape
inferred← citeshttps://doi.org/10.1016/j.cosrev.2025.100801openalex-snapshot
A conceptual framework to mitigate ransomware attacks on IoMT devices using threat intelligence: a systematic literature review
inferred← citeshttps://doi.org/10.1016/j.eswa.2023.120017openalex-snapshot
SwiftR: Cross-platform ransomware fingerprinting using hierarchical neural networks on hybrid features
inferred← citeshttps://doi.org/10.1016/j.fsidi.2023.301572openalex-snapshot
Evaluation of live forensic techniques, towards Salsa20-Based cryptographic ransomware mitigation
inferred← citeshttps://doi.org/10.1016/j.iotcps.2023.12.001openalex-snapshot
Ransomware on cyber-physical systems: Taxonomies, case studies, security gaps, and open challenges
inferred← citeshttps://doi.org/10.1016/j.jisa.2024.103716openalex-snapshot
A comprehensive analysis combining structural features for detection of new ransomware families
inferred← citeshttps://doi.org/10.1016/j.jisa.2025.104171openalex-snapshot
Exploring the ransomware ecosystem and the active defense concept: Review of attacks and defense
inferred← citeshttps://doi.org/10.1016/j.jnca.2023.103809openalex-snapshot
Securing the Industrial Internet of Things against ransomware attacks: A comprehensive analysis of the emerging threat landscape and detection mechanisms
inferred← citeshttps://doi.org/10.1016/j.jss.2023.111921openalex-snapshot
A systematic literature review on Windows malware detection: Techniques, research issues, and future directions
inferred← citeshttps://doi.org/10.1016/j.vehcom.2022.100552openalex-snapshot
Internet of drones security: Taxonomies, open issues, and future directions
inferred← citeshttps://doi.org/10.1038/s41598-025-31444-wopenalex-snapshot
A hierarchical deep learning framework with doubly regularized loss for robust malware detection and family categorization
inferred← citeshttps://doi.org/10.1109/access.2023.3328351openalex-snapshot
A Review of State-of-the-Art Malware Attack Trends and Defense Mechanisms
inferred← citeshttps://doi.org/10.1109/access.2024.3397921openalex-snapshot
Ransomware Detection Using Machine Learning: A Review, Research Limitations and Future Directions
inferred← citeshttps://doi.org/10.1109/access.2024.3461965openalex-snapshot
AI-Based Ransomware Detection: A Comprehensive Review
inferred← citeshttps://doi.org/10.1109/access.2025.3556187openalex-snapshot
A Survey of Ransomware Detection Methods
inferred← citeshttps://doi.org/10.1109/access.2025.3587698openalex-snapshot
Elastic Shifts: I/O Sequence Patterns of Ransomware and Detection Evasion
inferred← citeshttps://doi.org/10.1109/acdsa59508.2024.10467453openalex-snapshot
Combating the Escalating Threat of Ransomware Multi-Pronged Approach for Secure Organizations
inferred← citeshttps://doi.org/10.1109/acsac67867.2025.00037openalex-snapshot
False Promises of Passwordless: Defeating Windows Hello through TPM Misuses
inferred← citeshttps://doi.org/10.1109/blackseacom54372.2022.9858296openalex-snapshot
Ransomware Detection and Classification Strategies
inferred← citeshttps://doi.org/10.1109/ccict56684.2022.00107openalex-snapshot
Blockchain: Tool for Controlling Ransomware through Pre-Encryption and Post-Encryption Behavior
inferred← citeshttps://doi.org/10.1109/cns59707.2023.10288691openalex-snapshot
Analysis of Decoy Strategies for Detecting Ransomware
inferred← citeshttps://doi.org/10.1109/conit61985.2024.10626973openalex-snapshot
Windows Forensic Analysis and Detection of Ransomware Attacks Using Event Logs and Tools
inferred← citeshttps://doi.org/10.1109/csp62567.2024.00020openalex-snapshot
Ransomware Defense Empowered: Deep Learning for Real-Time Family Identification with a Proprietary Dataset
inferred← citeshttps://doi.org/10.1109/cyber-ai66431.2025.11233481openalex-snapshot
Efficient Hybrid Model for Ransomware Detection Using Machine Learning Techniques
inferred← citeshttps://doi.org/10.1109/dasc/picom/cbdcom/cy55231.2022.9927828openalex-snapshot
Change Point Detection with Machine Learning for Rapid Ransomware Detection
inferred← citeshttps://doi.org/10.1109/globecom54140.2023.10437540openalex-snapshot
FLDetect: An API-Based Ransomware Detection Using Federated Learning
inferred← citeshttps://doi.org/10.1109/honet59747.2023.10375023openalex-snapshot
Ransomware Detection Using Federated Learning with Imbalanced Datasets
inferred← citeshttps://doi.org/10.1109/icicis52592.2021.9694154openalex-snapshot
SALAM Ransomware Behavior Analysis Challenges and Decryption
inferred← citeshttps://doi.org/10.1109/icnc59896.2024.10556118openalex-snapshot
Cross-Temporal Detection of Novel Ransomware Campaigns: A Multi-Modal Alert Approach
inferred← citeshttps://doi.org/10.1109/icsc65596.2025.11140466openalex-snapshot
Analysis and Evaluation of ToN IoT Windows and Garage Door Datasets
inferred← citeshttps://doi.org/10.1109/icumt67815.2025.11268719openalex-snapshot
Unveiling Ransomware: Sequence Alignment and Deep Learning for Early Detection
inferred← citeshttps://doi.org/10.1109/isac364032.2025.11156492openalex-snapshot
Comparative Analysis of Supervised Machine Learning Models for Ransomware Detection
inferred← citeshttps://doi.org/10.1109/noms56928.2023.10154378openalex-snapshot
Data-Centric Machine Learning Approach for Early Ransomware Detection and Attribution
inferred← citeshttps://doi.org/10.1109/picet60765.2024.10716045openalex-snapshot
A Comprehensive Review on Windows Forensic Based Ransomware Detection and Analysis
inferred← citeshttps://doi.org/10.1109/southeastcon48659.2022.9764043openalex-snapshot
The Dangerous Combo: Fileless Malware and Cryptojacking
inferred← citeshttps://doi.org/10.1109/southeastcon52093.2024.10500068openalex-snapshot
The Pulse of Fileless Cryptojacking Attacks: Malicious PowerShell Scripts
inferred← citeshttps://doi.org/10.1109/tc.2022.3173149openalex-snapshot
DeepWare: Imaging Performance Counters with Deep Learning to Detect Ransomware
inferred← citeshttps://doi.org/10.1109/wf-pst65083.2025.00046openalex-snapshot
Mixture of Ransomware Experts (MoRE): An Ensemble-Based Attribution Approach
inferred← citeshttps://doi.org/10.1145/3548606.3563529openalex-snapshot
Poster
inferred← citeshttps://doi.org/10.1145/3576915.3616665openalex-snapshot
Travelling the Hypervisor and SSD: A Tag-Based Approach Against Crypto Ransomware with Fine-Grained Data Recovery
inferred← citeshttps://doi.org/10.1145/3597503.3639090openalex-snapshot
An Empirical Study of Data Disruption by Ransomware Attacks
inferred← citeshttps://doi.org/10.1145/3638240openalex-snapshot
A Survey of Recent Advances in Deep Learning Models for Detecting Malware in Desktop and Mobile Platforms
inferred← citeshttps://doi.org/10.1145/3655693.3661321openalex-snapshot
A Threat-Led Approach to Mitigating Ransomware Attacks: Insights from a Comprehensive Analysis of the Ransomware Ecosystem
inferred← citeshttps://doi.org/10.1145/3675741.3675743openalex-snapshot
Accelerating Ransomware Defenses with Computational Storage Drive-Based API Call Sequence Classification
inferred← citeshttps://doi.org/10.1145/3691340openalex-snapshot
Ransomware Reloaded: Re-examining Its Trend, Research and Mitigation in the Era of Data Exfiltration
inferred← citeshttps://doi.org/10.1145/3708821.3733867openalex-snapshot
Minerva: A File-Based Ransomware Detector
inferred← citeshttps://doi.org/10.1145/3798092openalex-snapshot
Crypto-Ransomware and Their Defenses: In-Depth Behavioral Characterization, Discussion of Deployability, and New Insights
inferred← citeshttps://doi.org/10.1186/s42400-025-00428-8openalex-snapshot
Unveiling evasive ransomware and breaking through the predicament: a comprehensive review of evasion techniques and defense mechanisms
inferred← citeshttps://doi.org/10.33386/593dp.2025.1.2893openalex-snapshot
Delito de Ciberextorsicion: Un Análisis Jurídico, y Comparativo en País de Latinoamérica, Perú, Colombia y Ecuador
inferred← citeshttps://doi.org/10.3390/app14083520openalex-snapshot
Can Windows 11 Stop Well-Known Ransomware Variants? An Examination of Its Built-in Security Features
inferred← citeshttps://doi.org/10.3390/fi17040183openalex-snapshot
Securing Decentralized Ecosystems: A Comprehensive Systematic Review of Blockchain Vulnerabilities, Attacks, and Countermeasures and Mitigation Strategies
inferred← citeshttps://doi.org/10.3390/s22051837openalex-snapshot
A Survey of Crypto Ransomware Attack Detection Methodologies: An Evolving Outlook
inferred← citeshttps://doi.org/10.36227/techrxiv.17789735openalex-snapshot
Digital Immunity Module: Preventing Unwanted Encryption using Source Coding
inferred← citeshttps://doi.org/10.36227/techrxiv.17789735.v1openalex-snapshot
Digital Immunity Module: Preventing Unwanted Encryption using Source Coding
inferred← citeshttps://doi.org/10.4018/979-8-3693-2185-0.ch009openalex-snapshot
Advancements in Ransomware Detection and Prevention Techniques
inferred← citeshttps://doi.org/10.52436/1.jutif.2023.4.3.886openalex-snapshot
DECEPTION BASED TECHNIQUES AGAINST RANSOMWARES: A SYSTEMATIC REVIEW
inferred← citeshttps://doi.org/10.5753/reic.2025.6021openalex-snapshot
Zero-Day Ransomware Family Detection Based on Printable Character Analysis and Machine Learning
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