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Density-Based LLE Algorithm for Network Forensics Data

Tao Peng, Xiaosu Chen, Huiyu Liu, Kai Chen
2011 International Journal of Modern Education and Computer Science  
In this paper, we reduce the forensic data with manifold learning, and test the result of the reduced data.  ...  In this paper, a schema is proposed to reduce the data of the forensics using manifold learning. Manifold learning is a popular recent approach to nonlinear dimensionality reduction.  ...  V FUTURE WORK Manifold learning is a good way to reduce the dimensional, especially, the manifold learning can maintain the topology of the data set, which can supply rich information for the data clustering  ... 
doi:10.5815/ijmecs.2011.01.08 fatcat:2diwnjsemrhx7bytgkaoekuzni

SPL EDICS

2018 IEEE Signal Processing Letters  
learning MLSAS-GRAPH Graphical and kernel methods MLSAS-MAN Manifold learning, applications of differential geometry and adaptive signal processing on manifolds MLSAS-SOC AUD-MAAE Modeling, analysis  ...  Communication, physical-layer security and information theoretic security IFS-FOR Multimedia forensics and content identifi cation IFS-HID Watermarking, steganography, and data hiding IFS-OTH Other Aspects  ... 
doi:10.1109/lsp.2018.2881801 fatcat:wisgrkixzvafxprstao5ve3jty

SPL EDICS

2018 IEEE Signal Processing Letters  
learning MLSAS-GRAPH Graphical and kernel methods MLSAS-MAN Manifold learning, applications of differential geometry and adaptive signal processing on manifolds MLSAS-SOC AUD-MAAE Modeling, analysis  ...  Communication, physical-layer security and information theoretic security IFS-FOR Multimedia forensics and content identifi cation IFS-HID Watermarking, steganography, and data hiding IFS-OTH Other Aspects  ... 
doi:10.1109/lsp.2018.2865651 fatcat:5o7o6m6u2fccnbdodp3ebwmayu

SPL EDICS

2018 IEEE Signal Processing Letters  
learning MLSAS-GRAPH Graphical and kernel methods MLSAS-MAN Manifold learning, applications of differential geometry and adaptive signal processing on manifolds MLSAS-SOC AUD-MAAE Modeling, analysis  ...  Communication, physical-layer security and information theoretic security IFS-FOR Multimedia forensics and content identifi cation IFS-HID Watermarking, steganography, and data hiding IFS-OTH Other Aspects  ... 
doi:10.1109/lsp.2018.2865871 fatcat:peknq746pzf57pm6je6ra6mqxu

SPL EDICS

2018 IEEE Signal Processing Letters  
learning MLSAS-GRAPH Graphical and kernel methods MLSAS-MAN Manifold learning, applications of differential geometry and adaptive signal processing on manifolds MLSAS-SOC AUD-MAAE Modeling, analysis  ...  Communication, physical-layer security and information theoretic security IFS-FOR Multimedia forensics and content identifi cation IFS-HID Watermarking, steganography, and data hiding IFS-OTH Other Aspects  ... 
doi:10.1109/lsp.2018.2880599 fatcat:s4e2ues5y5grvnjv43z2xvucpm

SPL EDICS

2017 IEEE Signal Processing Letters  
learning MLSAS-GRAPH Graphical and kernel methods MLSAS-MAN Manifold learning, applications of differential geometry and adaptive signal processing on manifolds MLSAS-SOC Social networks, social learning  ...  models and game theoretic analysis MLSAS-PATT Pattern recognition and classifi cation MLSAS-BIGD Big data methods and applications MLSAS-DEEP Deep learning  ...  SPL EDICS Editors' Information Classifi cation Scheme DSP: Digital and Multirate Signal Processing MSP-ML Multimedia learning and big data MSP-AAS Multimedia applications and systems COM: Signal Processing  ... 
doi:10.1109/lsp.2017.2774431 fatcat:5vyhgwgycbb5fcjwzx7m6n27ae

Page 4183 of Psychological Abstracts Vol. 86, Issue 10 [page]

1999 Psychological Abstracts  
—A new algorithm for learning in- variance manifolds is introduced that allows a neuron to learn a non-linear in- put—output function to extract invariant or rather slowly varying features from a vectorial  ...  (Inst for Advanced Studies, Berlin, Germa- ny) Learning invariance manifolds. Neurocomputing: An International Journal, 1999(Jun), Vol 26-27, 925-932.  ... 

A Survey on Age Estimation Techniques

Somy Soman, Amel Austine
2017 International Journal of Computer Applications  
In this paper, we compare some of the techniques used in the age estimation based on face images. The most commonly used database is FG-NET.  ...  Then the age manifold is learned to map the original face image data into a low-dimensional subspace. After learning the age manifold, each face image is projected onto the age manifold.  ...  The discriminative aging manifold is learned. It is done to map the original data into a low-dimensional subspace that is sufficiently discriminative.  ... 
doi:10.5120/ijca2017913176 fatcat:7notvezunzej5d3cr2fznv5hre

Artificial Intelligence in Forensics & Criminal Investigation in Indian Perspective

Dr. O. Gambhir Singh
2022 Zenodo  
Thus, in the coming days, AI technology will be very helpful for forensic scientists in a criminal investigations for a better legal administration.  ...  Now complicated forensic findings are better understood. It helps in the 3D crime scene reconstruction also.  ...  ARTIFICIAL INTELLIGENCE (AI) APPLICATIONS IN FORENSIC SCIENCE The application of AI in the field of forensic science is manifold.  ... 
doi:10.5281/zenodo.7008329 fatcat:ozzxsnklzbb3za43rikqzq5i2i

Uncovering Unknown Unknowns in Financial Services Big Data by Unsupervised Methodologies: Present and Future trends

Gil Shabat, David Segev, Amir Averbuch
2017 Knowledge Discovery and Data Mining  
Currently, unknown unknowns in high dimensional big data environments can go unnoticed for a long period of time.  ...  The failure to detect anomalies in critical infrastructure data can result in extensive financial, operational, reputational and life threatening consequences.  ...  fast forensic in post-processing algorithms.  ... 
dblp:conf/kdd/ShabatSA17 fatcat:2w6atpdtrndtxf6qo37ddcrstm

IEEE Signal Processing Letters EDICS

2013 IEEE Signal Processing Letters  
methods MLSAS-MAN Manifold learning, applications of Differential Geometry and adaptive signal processing on Manifolds MLSAS-SOC Social networks, Social Learning models and Game Theoretic analysis MLSAS-PATT  ...  and neural networks MLSAS-SPARSE Theory of sparse representations and compressed-sensing MLSAS-BAYES Bayesian learning; Particle filters; Information-theoretic learning MLSAS-GRAPH Graphical and kernel  ...  Imaging IMD-ARS-SRE Image & Video Storage and Retrieval IMD-ARS-SRV Image & Video Synthesis, Rendering, and Visualization IMD-ARS-FOR Image & Video Forensic Analysis EDU: Signal processing in education  ... 
doi:10.1109/lsp.2013.2277505 fatcat:sjbtrxc26nfc3mdrfg4qp4j2km

Developing New Approaches for Intrusion Detection in Converged Networks [chapter]

Juan C.
2011 VoIP Technologies  
The algorithms used in this approach model the normal traffic data as part of a manifold or subspace.  ...  of forensic data in order to provide data reduction and correlation.  ...  How to reference In order to correctly reference this scholarly work, feel free to copy and paste the following: Juan C. Pelaez (2011) .  ... 
doi:10.5772/13885 fatcat:jtuc2ttovfhafezsvvxjxfpndy

Unsupervised Audiovisual Synthesis via Exemplar Autoencoders [article]

Kangle Deng and Aayush Bansal and Deva Ramanan
2021 arXiv   pre-print
In contrast to existing methods, the proposed approach can be easily extended to an arbitrarily large number of speakers and styles using only 3 minutes of target audio-video data, without requiring any  ...  training data for the input speaker.  ...  Most related to us are denoising autoencoders (Vincent et al., 2008) , which learn to project noisy input data onto the underlying training data manifold.  ... 
arXiv:2001.04463v3 fatcat:ef7dbok5bjhn3or4bj5d45rtre

Prevention of Becoming the Database to a Crime Scene

Samiyeh KHOSRAVI
2018 Postmodern Openings  
Crime prevention has been one of the most fundamental issues in our society that has historically been implemented in various ways.  ...  Through the use of data mining and knowledge discovery techniques, one can analyses the roots tracing offenses, including theft for Iranian Police for legal purposes.  ...  Data mining is closest to people's behaviour when they start learning about the search for gold in the gold through the means of wonderful database.  ... 
doi:10.18662/po/21 fatcat:ulixfnqhgfd2tdgwcwvsjcksru

Deduplication Analysis of Products In Digital Marketing

P. Amudhavalli, N. Rajalakshmi, K.S. Sindhu
2018 Indonesian Journal of Electrical Engineering and Computer Science  
The Forensic Analysis is used to determine and analyze patterns of fraudulent activities on images.  ...  As the result of this project the customer can identify whether the received product is exactly what is given in the online purchase website.  ...  From the resulted forensic image the relationship among all the segments is ranked with the help of a manifold ranking technique.  ... 
doi:10.11591/ijeecs.v10.i1.pp392-399 fatcat:edienpytxfhrrj4ricg4pswigi
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