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Network Infusion to Infer Information Sources in Networks [article]

Soheil Feizi, Muriel Medard, Gerald Quon, Manolis Kellis, Ken Duffy
2016 arXiv   pre-print
In this paper we introduce a method called Network Infusion (NI) that has been designed to circumvent these issues, making source inference practical for large, complex real world networks.  ...  The key idea is that to infer the source node in the network, full characterization of diffusion dynamics, in many cases, may not be necessary.  ...  We review this prior work more extensively in Section 2.3. arXiv:1606.07383v1 [cs.SI] 23 Jun 2016 Fig. 1 : Network Infusion (NI) aims to identify source node(s) by reversing information propagation in  ... 
arXiv:1606.07383v1 fatcat:vw2arhsiajhgxkckpwv3f5as6a

Network Infusion to Infer Information Sources in Networks

Soheil Feizi, Muriel Medard, Gerald Quon, Manolis Kellis, Ken Duffy
2018 IEEE Transactions on Network Science and Engineering  
NI aims to identify source node(s) by reversing information propagation in the network.  ...  We show that, the inferred infusion hubs are biologically relevant and often not identifiable using the raw p-values. Figure 1: Network Infusion framework.  ...  In applications with underlying dynamic diffusion processes (e.g., an infection spread in an epidemic network), we wish to infer source nodes in the network by merely observing the information spread at  ... 
doi:10.1109/tnse.2018.2854218 fatcat:2quwhmi2lja6tn6cwmrr6vwoe4

Data Passing with High Security through Non Infected Nodes in Networks

K. Malarvizhi, Prof. P. Parthasarathy, Dr. S. Shankar
2019 Zenodo  
In this paper introduce a method called Network Infusion NI that has been designed to circumvent these issues, making source inference practical for large, complex real world networks.  ...  The key idea is that to infer the source node in the network, full characterization of diffusion dynamics, in many cases, may not be necessary.  ...  Network Infusion (NI) aims to identify source node(s) by reversing information propagation in the network.  ... 
doi:10.5281/zenodo.3589623 fatcat:5oq4irducbehzoig4pcv6wrv7m

CrysP: Multi-Faceted Activity-Infused Presence in Emerging Social Networks [chapter]

Saguna, Arkady Zaslavsky, Dipanjan Chakraborty
2010 Lecture Notes in Computer Science  
CrysP functions on the basis of the activity-infused multi-faceted presence information. This information is derived from user's involvement in multiple activities at any point in time.  ...  We propose and develop the CrysP System (CrysPSys) to determine CrysP from the user and his/her environmental context information (mainly relating to user activity, moods/emotions and cognition/thoughts  ...  of information related to the user people in that network are interested to see.  ... 
doi:10.1007/978-3-642-14891-0_5 fatcat:62kuku65dbdqvmporvmx2lpgme

2019 Index IEEE Transactions on Network Science and Engineering Vol. 6

2019 IEEE Transactions on Network Science and Engineering  
., +, TNSE July-Sept. 2019 391-401 Network Infusion to Infer Information Sources in Networks.  ...  Chen, L., +, TNSE July-Sept. 2019 488-500 Minimization Network Infusion to Infer Information Sources in Networks.  ... 
doi:10.1109/tnse.2020.2964975 fatcat:mb5jt4io7jfbdiso323jgi7hlm

Compensate Voltage Sags in Series Transformers of Dynamic Voltage Restorers for Preventing Saturation

S. Muqthiar Ali, P. B. Chennaiah, S. Arifulla
2015 Indian Journal of Science and Technology  
In extension method, the Adaptive Network based Fuzzy Inference System (ANFIS) is used to reduces the voltage sag in the power system network.  ...  In RLS Method we have to use 4-leg voltage source inverter and it can be slow process to compensate the voltage sag occur in the power system.  ...  (d) Corrected voltages applied to the load.idea of basing the fuzzy logic inference procedure on a feed forward network structure] proposed an Adaptive Network based Fuzzy Inference System (ANFIS) or semantically  ... 
doi:10.17485/ijst/2015/v8i30/78767 fatcat:xcsvkef5yngwdm3xhyei5bf7fq

A java compatible virtual machine for wireless sensor nodes

Niels Brouwers, Peter Corke, Koen Langendoen
2008 Proceedings of the 6th ACM conference on Embedded network sensor systems - SenSys '08  
Handles have links to direct predecessors and successors and store inferred type information.  ...  Instead this information is inferred from byte code analysis so that even when a variable is declared int it may still be optimised to the short type.  ... 
doi:10.1145/1460412.1460456 dblp:conf/sensys/BrouwersCL08 fatcat:62twqjyngbcevjs3yfw3w5xx64

U-Infuse: Democratization of Customizable AI for Object Detection [article]

Andrew Shepley, Greg Falzon, Christopher Lawson, Paul Meek, Paul Kwan
2020 bioRxiv   pre-print
U-Infuse is a free and open-source software solution that supports both multiclass and single class training and inference, allowing ecologists to access state of the art AI on their own device, customised  ...  Image data is one of the primary sources of ecological data used in biodiversity conservation and management worldwide.  ...  Detailed information about these models are provided in Table 1 .  ... 
doi:10.1101/2020.10.02.323329 fatcat:ehdx2af5dnaphp5qjrx7jrr6dm

Quantification of Transcriptome Responses of the Rumen Epithelium to Butyrate Infusion using RNA-seq Technology

Ransom L. Baldwin, Sitao Wu, Weizhong Li, Congjun Li, Brian J. Bequette, Robert W. Li
2012 Gene Regulation and Systems Biology  
An algorithm for the reconstruction of accurate cellular networks (ARACNE) inferred regulatory gene networks with 113,738 direct interactions in the butyrateepithelium interactome using a combined cutoff  ...  of an error tolerance (ε = 0.10) and a stringent P-value threshold of mutual information (5.0 × 10 −11 ).  ...  Mention of trade names or commercial products in this publication is solely for the purpose of providing specific information and does not imply recommendation or endorsement by the U.S.  ... 
doi:10.4137/grsb.s9687 pmid:22654504 pmcid:PMC3362330 fatcat:y4dpncswerhiliiem3p4luidl4

HA-CCN: Hierarchical Attention-based Crowd Counting Network

Vishwanath A. Sindagi, Vishal M. Patel
2019 IEEE Transactions on Image Processing  
SAM enhances low-level features in the network by infusing spatial segmentation information, whereas the GAM focuses on enhancing channel-wise information in the higher level layers.  ...  In this paper, we present Hierarchical Attention-based Crowd Counting Network (HA-CCN) that employs attention mechanisms at various levels to selectively enhance the features of the network.  ...  By infusing segmentation information into the counting network, we are able to suppress background regions.  ... 
doi:10.1109/tip.2019.2928634 fatcat:77rugkw4b5fwxpknbq2p4r3zqi

A Proposed AODV Black hole Detection Model using the Fuzzy Inference Method in MANET Topology

2021 International Journal of Emerging Trends in Engineering Research  
Hence the study proposed a model that integrates the Fuzzy Inference Method (FIM)on the existing AODV security measures in order to strengthen further its detection metrics.  ...  However, some of the proposed models in this direction have paid less attention to how fuzzy systems could be integrated in Adhoc On-Demand Distance Vector (AODV)protocol, to further guide its detection  ...  (FIM) infused with the AODV protocol.  ... 
doi:10.30534/ijeter/2021/13962021 fatcat:yzxpushkuzevtau43gotasje4m

Depth Infused Binaural Audio Generation using Hierarchical Cross-Modal Attention [article]

Kranti Kumar Parida, Siddharth Srivastava, Neeraj Matiyali, Gaurav Sharma
2021 arXiv   pre-print
In this work, we argue that the depth map of the scene can act as a proxy for encoding distance information of objects in the scene and show that adding depth features along with image features improves  ...  In order to overcome this drawback, prior works have tried to uplift the mono recorded audio to binaural audio as a post processing step conditioning on the visual input.  ...  infer the spatial properties (eg. position of the sound source) from the sound.  ... 
arXiv:2108.04906v1 fatcat:bo6kd7yj7ffeppctjuob2ph7tu

Infusing Social Networks With Culture

Eunice E. Santos, Eugene Santos, Long Pan, John T. Wilkinson, Jeremy E. Thompson, John Korah
2014 IEEE Transactions on Systems, Man & Cybernetics. Systems  
infuse them into SNs in order to obtain more realistic and complete analyses.  ...  Index Terms-Bayesian knowledge bases (BKBs), culturally infused social network (CISN), culture, social network analysis (SNA).  ...  ACKNOWLEDGMENT The authors would like to thank the anonymous reviewers for their help in improving this paper.  ... 
doi:10.1109/tsmc.2013.2238922 fatcat:xckqoy2acjag7cn6tmq4l2qckm

Research on fault diagnosis system of hall for workshop of meta-synthetic engineering based on information fusion

Guang Yang, Shuofeng Yu, Shouwen Wen
2017 EURASIP Journal on Information Security  
By this method, a new approach to multi-sensor information fusion synthesis fault diagnosis has been found.  ...  By analyzing multi-sensor information fusion system and hall for workshop of meta-synthetic engineering (HWME) essentially, a universal information fusion system of HWME based on multi-sensor is put forward  ...  This suggests a new way to set up the HWME fault diagnosis system based on information infusion.  ... 
doi:10.1186/s13635-017-0070-7 fatcat:rzqhuoyf2ndy7jpe67fnv6iypm

Sabrina: Modeling and Visualization of Economy Data with Incremental Domain Knowledge [article]

Alessio Arleo, Christos Tsigkanos, Chao Jia, Roger A. Leite, Ilir Murturi, Manfred Klaffenboeck, Schahram Dustdar, Michael Wimmer, Silvia Miksch, Johannes Sorger
2019 arXiv   pre-print
In this paper, we present Sabrina, a financial data analysis and visualization approach that incorporates a pipeline for the generation of firm-to-firm financial transaction networks.  ...  There is plenty of data available, but it is scattered across heterogeneous sources (newspapers, open data, etc.), which makes it difficult for financial analysts to understand the big picture.  ...  Domain knowledge can be infused incrementally into the basic model, to include further angles or updated information.  ... 
arXiv:1908.07479v1 fatcat:pgelx4jtm5gvzbsc3vf54p25xm
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