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A Variability-Driven Analysis Method for Automatic Extraction of Domain Behaviors [chapter]

Iris Reinhartz-Berger, Sameh Abbas
2020 Lecture Notes in Computer Science  
To address this gap, we propose a method for extracting domain knowledge in the form of domain behaviors, building on a previously developed framework for behavior-based variability analysis among class  ...  Machine learning techniques are applied for identifying clusters of operations that can potentially form domain behaviors.  ...  The behavior extraction is done through common static program analysis techniques.  ... 
doi:10.1007/978-3-030-49435-3_29 fatcat:2ctu5jre5bb4xhspnhfacq35mm

Semantics-aware detection of targeted attacks: a survey

Robert Luh, Stefan Marschalek, Manfred Kaiser, Helge Janicke, Sebastian Schrittwieser
2016 Journal in Computer Virology and Hacking Techniques  
However, few of these solutions have a particular focus on Advanced Persistent Threats or similarly sophisticated multi-stage attacks.  ...  Many researchers contribute to the fight against network intrusions or malicious software by proposing novel detection systems or analysis methods.  ...  path analysis, behavior extraction systems, as well as malware classification systems.  ... 
doi:10.1007/s11416-016-0273-3 fatcat:flhbpc4uwbandby2adxi62t64u

Cooperative Forensics Sharing

Fareed Zaffar, Gershon Kedem
2006 2006 1st Bio-Inspired Models of Network, Information and Computing Systems  
We describe a novel behavioral signature scheme to extract a generalized footprint for multi-modal threats.  ...  System performance analysis through tracebased simulations show significant benefits for sharing forensics across cooperating domains.  ...  We describe a novel behavioral signature scheme to extract a generalized footprint for multi-modal threats.  ... 
doi:10.1109/bimnics.2006.361814 fatcat:6cwxqlib55g27ne46a6tq6mj2a

Cooperative forensics sharing

Fareed Zaffar, Gershon Kedem
2006 Proceedings of the 1st international conference on Bio inspired models of network, information and computing systems - BIONETICS '06  
We describe a novel behavioral signature scheme to extract a generalized footprint for multi-modal threats.  ...  System performance analysis through tracebased simulations show significant benefits for sharing forensics across cooperating domains.  ...  We describe a novel behavioral signature scheme to extract a generalized footprint for multi-modal threats.  ... 
doi:10.1145/1315843.1315875 dblp:conf/bionetics/ZaffarK06 fatcat:gqgljqdpkzbpdfnkmambbni4uy

A Review on Bio-inspired Optimization Method for Supervised Feature Selection

Montha Petwan, Ku Ruhana Ku-Mahamud
2022 International Journal of Advanced Computer Science and Applications  
This review paper has also included the analysis of supervised feature selection on large dataset which showed that recent studies focus on metaheuristic methods because of their promising results.  ...  The exploration and exploitation mechanism that is based on the inspiration of living things to find a food source and the biological evolution in nature.  ...  Bio-inspired algorithms help to tackle the global optimization problem for selecting feature subsets in the classification area by extracting and exploiting the collective local and global behavior schemes  ... 
doi:10.14569/ijacsa.2022.0130516 fatcat:hjgishtf6ngk7iyainejme462a

EWD

Deepak Mathaikutty, Hiren Patel, Sandeep Shukla, Axel Jantsch
2007 ACM Transactions on Design Automation of Electronic Systems  
In summary, EWD is a metamodeling driven multitarget design environment with multi-MoC modeling capability. Software systems developed by us are codenamed after famous computer scientists.  ...  Through the GUI, a designer can explore domain polymorphism whereby a component's director can be replaced with another director, following a different MoC, without having to alter any other actors of  ...  Step 2.3.4 Extract the arguments of the constructor Step 2.4 Extract all domain interfaces Step 2.5 Table IX .  ... 
doi:10.1145/1255456.1255470 fatcat:slyovttwubekncu7xlfb77b7ly

Differential Relationships among Facets of Alexithymia and BDNF- and Dopamine-Related Polymorphisms

Nancy S. Koven, Leah H. Carr
2012 Neuroscience & Medicine  
Given the multidimensionality of the alexithymia construct and its overlap with the related constructs of emotional intelligence and mood awareness, we used principal components analysis to derive Clarity  ...  Dopamine-related genes had no association with alexithymia dimensions, nor did they interact with the C270T polymorphism to predict Clarity of Emotion.  ...  BDNF C270T Effects A multivariate analysis of variance (MANOVA) with C270T genotype as a grouping factor was conducted for the extracted PCA factors.  ... 
doi:10.4236/nm.2012.31002 fatcat:vzro5nf45fb4ffqpzt6kjvki3q

Toward Predicting Student's Academic Performance Using Artificial Neural Networks (ANNs)

Yahia Baashar, Gamal Alkawsi, Abdulsalam Mustafa, Ammar Ahmed Alkahtani, Yazan A. Alsariera, Abdulrazzaq Qasem Ali, Wahidah Hashim, Sieh Kiong Tiong
2022 Applied Sciences  
No pattern was detected regarding selecting the input variables as they are mainly based on the context of the study and the availability of data.  ...  The results indicated that ANN is always used in combination with data analysis and data mining methodologies, allowing studies to assess the effectiveness of their findings in evaluating academic achievement  ...  In addition, the authors would like to acknowledge the publication support through J510050002-IC-6 BOLDREFRESH2025-CENTRE OF EXCELLENCE from the iRMC of Universiti Tenaga Nasional.  ... 
doi:10.3390/app12031289 doaj:83943447923e48c891cdeec8de7e3ada fatcat:avluekewjzd5xellrzhr6mn5ey

Toward Refactoring of DMARF and GIPSY Case Studies -- a Team 4 SOEN6471-S14 Project Report [article]

Afshin Somani, Ahmad Al-Sheikh Hassan, Anurag Reddy Pedditi, Challa Sai Sukesh Reddy, Vijay Nag Ranga, Saravanan Iyyaswamy Srinivasan, Hongyo Lao, Zhu Zhili
2014 arXiv   pre-print
Such a quality can be achieved by a possible technique called Refactoring where the systems external behavior of the system is not changed.  ...  have been identified and possibly refactor them accordingly by applying appropriate refactoring methods and showcasing the respective tests to ensure that changes in the architecture does not change the behavior  ...  Extract Method to extract the switch statement and then Move Method to get it onto the class where the polymorphism is needed.  ... 
arXiv:1412.7534v1 fatcat:4keg6ahi4jf2xjg6m2plfznzeu

An Attempt to Identify Single Nucleotide Polymorphisms Contributing to Possible Relationships between Personality Traits and Oxytocin-Related Genes

Marit Haram, Martin Tesli, Ingrid Dieset, Nils Eiel Steen, Jan Ivar Røssberg, Srdjan Djurovic, Ole A. Andreassen, Ingrid Melle
2014 Neuropsychobiology  
Inspired by Sigmund Freud (1856 -1939 ) and C.G.  ...  Recently, the National Institute of Mental Health proposed a precision medicine model for psychiatry, i.e. the Research Domain Criteria project (RDoC) (Insel, 2014) .  ... 
doi:10.1159/000356965 pmid:24458227 fatcat:juvycn4izbglhc2xbyjvu6m2cy

The Multiple Facets of Software Diversity

Benoit Baudry, Martin Monperrus
2015 ACM Computing Surveys  
The execution differences allow some kind of analysis and reasoning on the program behavior.  ...  Gabel and Su [39] analyze uniqueness in source code through the analysis of 6000 programs covering 420 million lines of code.  ... 
doi:10.1145/2807593 fatcat:2fgpoch6ibajtnbajbdnsseb7u

An Extensible Type System for Component-Based Design [chapter]

Yuhong Xiong, Edward A. Lee
2000 Lecture Notes in Computer Science  
It supports polymorphic typing of components, and allows automatic lossless type conversion at run-time.  ...  We illustrate our framework using the Ptolemy II environment, and discuss the trade-offs in the design of behavioral type system. Professor Edward A.  ...  through type-based analysis.  ... 
doi:10.1007/3-540-46419-0_2 fatcat:y6xnujhogra2jbxz2jpjll52vu

Syntax-based transfer learning for the task of biomedical relation extraction

Joël Legrand, Yannick Toussaint, Chedy Raïssi, Adrien Coulet
2021 Journal of Biomedical Semantics  
Furthermore, we propose an analysis of the role that syntactic features may play in transfer learning for relation extraction.  ...  Also, our analysis illustrates the importance that syntax plays in transfer learning, underlying the importance in this domain to privilege approaches that embed syntactic features.  ...  Acknowledgements Authors acknowledge organizers and participants of the Ninth International Workshop on Health Text Mining and Information Analysis, LOUHI'2018, for their constructive feedback on the previous  ... 
doi:10.1186/s13326-021-00248-y pmid:34407869 pmcid:PMC8371836 fatcat:kgyy6qgydbhprl26pjnd2launu

Soft Computing Methods in Bioinformatics: A Comprehensive Review

Bekir KARLIK
2013 Mathematical and Computational Applications  
with multi-dimensional input variables is frequently encountered.  ...  There are many biological domains of bioinformatics where SCMs are applied for knowledge extraction of biological and medical problems of from data.  ...  to detect the patterns of multi-marker genotypes which can be observed when an associated susceptibility locus is present.  ... 
doi:10.3390/mca18030176 fatcat:uizrumg3ovcfhehbgi6hmxx5li

Syntax-based Transfer Learning for the Task of Biomedical Relation Extraction

Joël Legrand, Yannick Toussaint, Chedy Raïssi, Adrien Coulet
2018 Proceedings of the Ninth International Workshop on Health Text Mining and Information Analysis  
Furthermore, we propose an analysis of the role that syntactic features may play in TL for RE.  ...  In this paper, we experiment with TL for the task of Relation Extraction (RE) from biomedical texts, using the TreeLSTM model.  ...  Second, we propose a syntax-based analysis, using both quantitative criteria and qualitative observations, to better understand the role of syntactic features in the TL behavior. 2 Related work Deep  ... 
doi:10.18653/v1/w18-5617 dblp:conf/acl-louhi/LegrandTRC18 fatcat:darkxdyi3jfxtfdapuxe2hhlta
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