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Cooperative Diversity of Spectrum Sensing for Cognitive Radio Systems

Dongliang Duan, Liuqing Yang, Jose C. Principe
2010 IEEE Transactions on Signal Processing  
Hence, we consider both false alarm and missed detection probabilities individually and jointly via the average error probability.  ...  We first notice that, in a spectrum sensing problem, diversity should reflect both the false alarm and missed detection behaviors since they respectively capture the efficiency and reliability of the overall  ...  and the missed detection diversity.  ... 
doi:10.1109/tsp.2010.2044612 fatcat:qst5ehr4qbdefizloa7lzgdjze

Local and Global Information Exchange for Enhancing Object Detection and Tracking

Jinseok Lee
2012 KSII Transactions on Internet and Information Systems  
Local and global information exchange allows a missed local object's position to recover.  ...  However, the exchange of the information may degrade the detection and tracking performance by incorrectly recovering the local object position, which propagated by false object detection.  ...  Given the local information detected, our proposed combination system exchanged the local and global information between the two cameras, which corrected the missing and false detection, as shown in Fig  ... 
doi:10.3837/tiis.2012.05.009 fatcat:pd36ct5lt5hkvj3otlyshvpyfm

Using Trust to Establish Cooperative Spectrum Sensing Framework

Guanghua Zhang, Renshuang Ding, Lijing Huang
2011 Procedia Engineering  
Simulation results show that while applied to concrete models the proposed framework has lower missed detection probability under a certain false alarm probability.  ...  framework is put forward for establishing the trust value of each user in view of local sensing differences, sensing location factors, control channel conditions, which can accurately weigh a single user's information  ...  Sensing information fusion based on trust In soft fusion sensing information reported to the CR base station includes CR users' decision statistics, detected spectrum locations and CR users' locations.  ... 
doi:10.1016/j.proeng.2011.08.252 fatcat:fqj65fcohne5jnvuyztzeqmfpa

Optimal Hard Decision Fusion Rule for Centralized and Decentralized Cooperative Spectrum Sensing in Cognitive Radio Networks

Ashish Rauniyar, Jae Min Jang, Soo Young Shin
2015 Journal of Advances in Computer Networks  
Basically, there exist two kinds of detection errors (i.e., miss-detection error and false-alarm error) in spectrum sensing, which degrade the sensing performance severely.  ...  Aiming to minimize the probability of total detection errors, we first dissect different hard decision fusion rule and we establish that "Half-Voting (HV)" rule is the optimal fusion rule applied to the  ...  ACKNOWLEDGMENT We thank MSIP (Ministry of Science, ICT and Future Planning), Korea, under the "Creative ICT Convergence Human Resource Development Program" support program and "Global IT Talent" support  ... 
doi:10.7763/jacn.2015.v3.168 fatcat:d4ycjyar4rdsvfn6splo6ptgqa

Study the One-bit Hard Combination Scheme on Cognitive Radio Users

Md. Shamim Hossain, Mohammad Mamunur Rashid, Md. Nazrul Islam, Md. Abdullah-Al-Mashud, Md. Nurul Islam
2012 International Journal of Computer Network and Information Security  
Simulation result shows that the probability of missed detection is decreasing for both conventional hard combination and 1-bit hard combination scheme with OR rule correspondingly with increasing the  ...  This is also shown that the probability of missed detection is decreased even though CR user is increased. Here missed detection probability is decreased when the number of user increases.  ...  In order to realize the cooperative detection among CR users, the spectrum sensing and signal detection information over individual users should be sent to a fusion center for further process and the fusion  ... 
doi:10.5815/ijcnis.2013.02.07 fatcat:xkgmg6ymrra33pmjqlp6c4mjo4

Implicit-storing and redundant-encoding-of-attribute information in error-correction-codes

Yiannakis Sazeides, Emre Özer, Danny Kershaw, Panagiota Nikolaou, Marios Kleanthous, Jaume Abella
2013 Proceedings of the 46th Annual IEEE/ACM International Symposium on Microarchitecture - MICRO-46  
& Correct Detect even & Unrecoverable Detect odd & Correct Correct Decision YES YES YES NO (miss correction)  ...  from checker that assumes missing bit is X' Detect odd & Correct Detect even & Unrecoverabl e Detect odd & Unrecoverable Detect odd & Correct Decoder Decision No error Detect odd  ... 
doi:10.1145/2540708.2540723 dblp:conf/micro/SazeidesOKNKA13 fatcat:vjn5qyrh4zhtrcqwq3dz7lz2vq

A Tool for the Analysis of DMN Decision Tables

Ülari Laurson, Fabrizio Maria Maggi
2016 International Conference on Business Process Management  
This paper presents an opensource DMN editor to tackle three analysis tasks: detection of overlapping rules, detection of missing rules and simplification of decision tables via rule merging.  ...  The Decision Model and Notation (DMN) is a standard notation to specify decision logic in business applications. A central construct in DMN is a decision table.  ...  The two correctness checking tasks are the detection of overlapping rules and the detection of missing rules.  ... 
dblp:conf/bpm/LaursonM16 fatcat:vjdiedecnbg6poqihomx2yrbte

Analyzing Intelligence on WMD Attacks Using Threaded Event-Based Simulation [chapter]

Qi Fang, Peng Liu, John Yen, Jonathan Morgan, Donald Shemanski, Frank Ritter
2011 IFIP Advances in Information and Communication Technology  
It facilitates the automation of reasoning and the detection of inconsistent data, which provides more reliable information for analysis.  ...  In particular, the approach enables intelligence analysts to find, display and understand data relationships by connecting the dots of data to create network of information.  ...  detecting causal relationships and missing information.  ... 
doi:10.1007/978-3-642-24864-1_14 fatcat:543hjvknn5cnppeq5nvmg6yamy

Trajectory based database management for intelligent surveillance system with heterogeneous sensors

Jung-Min Oh, Nammee Moon, Sangjin Hong
2015 Multimedia tools and applications  
Moreover, when the global object number changes because of imperfect detection and tracking, the system maintains consistency information between global object numbers for the same object by comparing  ...  They contain global object number and identification as the common information of the same object. The global object number is uniquely assigned for each track object.  ...  The decision process gives the path connectivity information including an object, the probable paths about the missing data and the time range surrounding the missing data, to the stitching process.  ... 
doi:10.1007/s11042-015-2725-z fatcat:3vtpmssj2ffp7hura7pxejzh4m

Performance of deterministic local sensing aggregation under interference

Amin Nahvi, Viktoria Fodor, Ioannis Glaropoulos
2010 Proceedings of the 5th International ICST Conference on Cognitive Radio Oriented Wireless Networks and Communications  
This loss however affects mainly transmissions with less significant information, and therefore low delay aggregation with efficient spatial time division multiplexing is possible.  ...  We propose a time division multiple access protocol to exchange sensing information among neighboring sensors, that is tunable in terms of sensing cooperation range and frequency reuse distance.  ...  The interference depends on the probability that a primary signal is not detected, called missed detection, and the reaction time of the WSN, including the sensing time and the time for sensing information  ... 
doi:10.4108/icst.crowncom2010.9210 dblp:conf/crowncom/NahviFG10 fatcat:g7ks6vkco5bmvoqsvkdowr5qmm

Credit Card Fraud Detection using Imbalance Resampling Method with Feature Selection

2021 International Journal of Advanced Trends in Computer Science and Engineering  
This study makes a major contribution to research on the detection of Credit Card fraud transactions through Machine Learning Algorithms suchas Decision Tree and Naive Bayes.  ...  The information gain method is applied for feature selection. The best algorithm founded in this paper is Decision Tree with 97% accuracy as compared to Naïve Bayes with 90%.  ...  Data Cleaning helps in filling the missing values smooth out noise and identifies outsider and exact unpredictability in the information. 2).  ... 
doi:10.30534/ijatcse/2021/811032021 fatcat:h5dlrabv35ajzoumyixrginifi

Adaptive sensor fusion with nets of binary threshold elements

Kam, Naim, Labonski, Guez
1989 International Joint Conference on Neural Networks  
for tasks such as target detection and tracking, diversity in communications and threat classification.  ...  Distributed detection and estimation, and sensor fusion, are at present topics of intensive research due to the variety of systems which employ different sensing devices at geographically separated sites  ...  probability of missed detection and the probability of false alarm. 11-57 2) What is the performance that the fully-informed decision maker achieves?  ... 
doi:10.1109/ijcnn.1989.118678 fatcat:c5puyco6wbbwnjlhjn5dmaoehq

A Decision System for Aircraft Faults Diagnosis Based on Classification Trees and PCA [chapter]

ZeFeng Wang, Jean-Luc Zarader, Sylvain Argentieri, Karim Youssef
2013 Advances in Intelligent Systems and Computing  
High correct faults detection rates and low missed detection and false alarm rates are obtained.  ...  The system relies on decision trees, being easier to interpret, quicker to learn than other data-driven methods, and able to work even with missing pieces of information.  ...  While the missed detection and false alarm ratios rise with the loss of sensors information, the performances of the system remain sufficiently accurate. VI.  ... 
doi:10.1007/978-3-642-33926-4_38 fatcat:nptcj5wvinclrbmdh4fxqtnlbi

Characterization of decision commitment rule alterations during an auditory change detection task

Bridgette Johnson, Rebeka Verma, Manying Sun, Timothy D. Hanks
2017 Journal of Neurophysiology  
The task design allows us to estimate the temporal weighting of sensory information for the decisions, and we find that different stopping rules did not result in systematic differences in that weighting  ...  In many situations, these stopping rules establish a balance between premature decisions and late decisions.  ...  ACKNOWLEDGMENTS We thank Jochen Ditterich, Rashed Harun, and Adam Goldring for comments on the manuscript. We thank Adil Abbuthalha for assistance with building equipment.  ... 
doi:10.1152/jn.00071.2017 pmid:28794191 fatcat:ow6qowmlevdhrapixovvmdnht4

Human Detection Using Color and Depth Information by Kinect Based on the Fusion Method of Decision Template

Yang Shi, Xiucheng Dong, Decai Shi, Qiuyan Yang
2016 Innovative Computing Information and Control Express Letters, Part B: Applications  
The detection effect has improved and the false detection and the miss rate were reduced.  ...  As it is hard to fulfill the people detection tasks in complex environment using a common camera, this paper presents a Multi-Features human detection method based on color and depth image provided by  ...  The authors also gratefully acknowledge the helpful comments and suggestions of the reviewers, which have improved the presentation.  ... 
doi:10.24507/icicelb.07.07.1567 fatcat:q4slzpi4h5ccvkwd7q2im5stcm
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