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Dynamic User Authentication Based on Mouse Movements Curves [chapter]

Zaher Hinbarji, Rami Albatal, Cathal Gurrin
2015 Lecture Notes in Computer Science  
In this paper we describe a behavioural biometric approach to authenticate users dynamically based on mouse movements only and using regular mouse devices.  ...  Unlike most of the previous approaches in this domain, we focus here on the properties of the curves generated from the consecutive mouse positions during typical mouse movements.  ...  Khaldoon Ghanem for their valuable support and constructive recommendations on this project.  ... 
doi:10.1007/978-3-319-14442-9_10 fatcat:nb2e2yvgqbgr7klcfvfn37th7i

User Authentication Through Mouse Dynamics

Chao Shen, Zhongmin Cai, Xiaohong Guan, Youtian Du, R. A. Maxion
2013 IEEE Transactions on Information Forensics and Security  
This paper presents a simple and efficient user authentication approach based on a fixed mouse-operation task.  ...  As an emerging behavioral biometric, mouse dynamics aims to address the authentication problem by verifying computer users on the basis of their mouse operating styles.  ...  [17] presented a web-based user authentication system based on mouse dynamics.  ... 
doi:10.1109/tifs.2012.2223677 fatcat:diqfrt3cwva2rkntfgxsoy4lxm

Mouse dynamics based user recognition using deep learning

Margit Antal, Norbert Fejér
2020 Acta Universitatis Sapientiae: Informatica  
AbstractBehavioural biometrics provides an extra layer of security for user authentication mechanisms. Among behavioural biometrics, mouse dynamics provides a non-intrusive layer of security.  ...  In this paper we propose a novel convolutional neural network for extracting the features from the time series of users' mouse movements.  ...  Conclusions In this study we proposed a novel 1D-CNN model for user authentication based on mouse dynamics.  ... 
doi:10.2478/ausi-2020-0003 fatcat:gozncogupbdptkijv7u3orydsi

An efficient user verification system via mouse movements

Nan Zheng, Aaron Paloski, Haining Wang
2011 Proceedings of the 18th ACM conference on Computer and communications security - CCS '11  
Mouse dynamics, with their unique patterns of mouse movements, is one such behavioral biometric.  ...  Biometric authentication verifies a user based on its inherent, unique characteristics-who you are.  ...  SVM Classifier We choose Support Vector Machines (SVMs) as our classifier to differentiate users based on their mouse movement dynamics.  ... 
doi:10.1145/2046707.2046725 dblp:conf/ccs/ZhengPW11 fatcat:4kgy74y4czc5ngmjsxwldu7y5a

Continuous authentication for mouse dynamics: A pattern-growth approach

Chao Shen, Zhongmin Cai, Xiaohong Guan
2012 IEEE/IFIP International Conference on Dependable Systems and Networks (DSN 2012)  
Mouse dynamics is the process of identifying individual users based on their mouse operating characteristics.  ...  to perform the task of continuous user authentication.  ...  Continuous Authentication Based on Mouse Dynamics Among the investigations of user authentication based on the mouse dynamics biometric, there are really two tasks of interest.  ... 
doi:10.1109/dsn.2012.6263955 dblp:conf/dsn/ShenCG12 fatcat:vymsrznrcre3vd24ad2dkz3kqe

Continuous Authentication Using Mouse Clickstream Data Analysis [chapter]

Sultan Almalki, Prosenjit Chatterjee, Kaushik Roy
2019 Lecture Notes in Computer Science  
Biometrics is used to authenticate an individual based on physiological or behavioral traits.  ...  Recent research on mouse dynamics has shown promising results in identifying users; however, it has not yet reached an acceptable level of accuracy.  ...  Nakkabi et al. (2010) [6] proposed a user authentication scheme based on mouse dynamics.  ... 
doi:10.1007/978-3-030-24900-7_6 fatcat:bcyiukllxvchno5sh3qvj6c2ry

User authentication through biometric sensors and decision fusion

Sayandeep Acharya, Alex Fridman, Patrick Brennan, Patrick Juola, Rachel Greenstadt, Moshe Kam
2013 2013 47th Annual Conference on Information Sciences and Systems (CISS)  
We test our approach on a real-world dataset collected from 10 office workers, who worked for a week in an office environment as we tracked their keyboard dynamics and mouse movements during interaction  ...  Continuous tracking of these devices provides an opportunity to verify the identity of a user, based on a profile of behavioral biometrics from the user's previous interaction with these devices.  ...  In §II, we discuss work on active authentication, multibiometric system, and the tracking of mouse movement and keyboard dynamics.  ... 
doi:10.1109/ciss.2013.6552271 dblp:conf/ciss/AcharyaFBJGK13 fatcat:v7okhkybdbgwnc32dj3wf4jazi

Poster

Chao Shen, Zhongmin Cai, Xiaohong Guan
2011 Proceedings of the 18th ACM conference on Computer and communications security - CCS '11  
Mouse dynamics is the process of verifying the identity of computer users on the basis of their mouse operating characteristics, which are derived from the movement and click events.  ...  In this work, we investigate the mouse dynamics of 26 subjects under a tightly-controlled environment.  ...  based on two basic types of mouse actions: click and movement.  ... 
doi:10.1145/2046707.2093510 fatcat:7l6qohlpuzd33bieyu43mscuoi

Mouse Authentication Without the Temporal Aspect – What Does a 2D-CNN Learn?

Penny Chong, Yi Xiang Marcus Tan, Juan Guarnizo, Yuval Elovici, Alexander Binder
2018 2018 IEEE Security and Privacy Workshops (SPW)  
Mouse dynamics as behavioral biometrics are under investigation for their effectiveness in computer security systems.  ...  In a final step, we analyze and visualize the learned features on single test curves using layer-wise relevance propagation (LRP).  ...  In this work we focus on mouse-based authentication.  ... 
doi:10.1109/spw.2018.00011 dblp:conf/sp/ChongTGEB18 fatcat:xljls4unizga5gkb75hmwijr7e

Mouse Interaction based Authentication System by Classifying the Distance Travelled by the Mouse

Saurabh Singh, K.V. Arya
2011 International Journal of Computer Applications  
In the proposed work, mouse interaction dynamics has been exploited for user authentication purpose. User's behavior on mouse is unique and can be taken as biometric property.  ...  Behavioral biometric based systems as a solution of authentication challenge are appealing because of various reasonsunlike other password based or physiological property based systems, there is no chance  ...  In this paper we are concentrating on mouse interaction based authentication which is a behavioral biometric system.  ... 
doi:10.5120/2181-2752 fatcat:j4giy4ep4jgshg67wwuwfpvlia

A broad review on non-intrusive active user authentication in biometrics

Princy Ann Thomas, K. Preetha Mathew
2021 Journal of Ambient Intelligence and Humanized Computing  
Traditionally, a one-time login based credential verification method was utilized for user authentication.  ...  Hence, the main motive of this review article is to analyze the advantage and disadvantages of authentication systems such as voice recognition, keystroke, and mouse dynamics.  ...  The verification system based on mouse movement curves are proposed by Hinbarji et al. (2015) . It collects the data from 10 user's mouse movements and is disintegrated into a collection of curves.  ... 
doi:10.1007/s12652-021-03301-x pmid:34109006 pmcid:PMC8177270 fatcat:kwfsgeg44nd55ktvsd5vfrreza

Intrusion Detection Using Mouse Dynamics [article]

Margit Antal, Elod Egyed-Zsigmond
2018 arXiv   pre-print
Both action- and set of actions-based evaluations were performed. Set of actions-based evaluation achieves 0.92 AUC on the test part of the data set.  ...  In contrast to keystroke dynamics, mouse data is not sensitive, therefore it is possible to collect negative mouse dynamics data and to use two-class classifiers for impostor detection.  ...  [15] used mouse movement curves as the basic modelling unit for user authentication.  ... 
arXiv:1810.04668v1 fatcat:xetdhnqixnhxbouxmympcoiz5e

Security Enhancement of Recall based Graphical Authentication System by using Biometric Features

Mohd. Aqil, Y.D.S. Arya, Gaurav Agarwal
2015 International Journal of Computer Applications  
In this paper we are presenting the novel approaches for security of pure recall based techniques with the help of biometric authentication i.e. stroke analysis and mouse movement.  ...  The motivation behind exploring a graphical password scheme is based on the remarkable ability of humans to recall pictures easily.  ...  For the mouse movement, there is also some work done as the term mouse dynamics. Mouse dynamics includes mouse movement, drag and drop, point and click etc.  ... 
doi:10.5120/ijca2015906611 fatcat:c2w4u2l6yzecxlsilraluesfty

User Authentication via Mouse Dynamics

2018 Iraqi Journal of Science  
In this paper, user authentication models via mouse dynamics to distinguish users into genuine and imposter are proposed.  ...  The behavioral biometric namely mouse dynamics is one means of achieving biometric authentication to safeguard against unauthorized access.  ...  Shen et al. in 2014 investigated the performance of anomaly detection algorithms based on mouse dynamics.  ... 
doi:10.24996/ijs.2018.59.2b.18 fatcat:isaoupv4nzd7nljyeaoqbb5unm

Adversarial Attacks on Remote User Authentication Using Behavioural Mouse Dynamics

Yi Xiang Marcus Tan, Alfonso Iacovazzi, Ivan Homoliak, Yuval Elovici, Alexander Binder
2019 2019 International Joint Conference on Neural Networks (IJCNN)  
Mouse dynamics is a potential means of authenticating users.  ...  Typically, the authentication process is based on classical machine learning techniques, but recently, deep learning techniques have been introduced for this purpose.  ...  Abstract-Mouse dynamics is a potential means of authenticating users.  ... 
doi:10.1109/ijcnn.2019.8852414 dblp:conf/ijcnn/TanIHEB19 fatcat:vqa5wo25lfg2bgerrfm6fnocae
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