Fuzzy Anomaly Detection Based on Hybrid PSO-kMeans

Page 1 <img data-url='document/fuzzy-anomaly-detection-based-on-hybrid-pso-kmeans.html?page=1' data-page='1' class='cut-thumb lazyload' alt='Page 1: Fuzzy Anomaly Detection Based on Hybrid PSO-kMeans' loading='lazy' src='data:image/gif;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVR42mNk+P+/HgAFhAJ/wlseKgAAAABJRU5ErkJggg==' data-src='https://reader040.cupdf.com/reader040/viewer/2022031919/55c6caabbb61eb73268b4675/html5/thumbnails/1.jpg' width='140' height='200' /> A Fuzzy Anomaly Detection System

Based on Hybrid PSO-kMeans

Ali S. Bilal (bilal@ut.ac.ir)University of Tehran

Spring 2015

mailto:bilal@ut.ac.ir Page 2 <img data-url='document/fuzzy-anomaly-detection-based-on-hybrid-pso-kmeans.html?page=2' data-page='2' class='cut-thumb lazyload' alt='Page 2: Fuzzy Anomaly Detection Based on Hybrid PSO-kMeans' loading='lazy' src='data:image/gif;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVR42mNk+P+/HgAFhAJ/wlseKgAAAABJRU5ErkJggg==' data-src='https://reader040.cupdf.com/reader040/viewer/2022031919/55c6caabbb61eb73268b4675/html5/thumbnails/2.jpg' width='140' height='200' /> Content Centric Network (CCN)

Page 3 <img data-url='document/fuzzy-anomaly-detection-based-on-hybrid-pso-kmeans.html?page=3' data-page='3' class='cut-thumb lazyload' alt='Page 3: Fuzzy Anomaly Detection Based on Hybrid PSO-kMeans' loading='lazy' src='data:image/gif;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVR42mNk+P+/HgAFhAJ/wlseKgAAAABJRU5ErkJggg==' data-src='https://reader040.cupdf.com/reader040/viewer/2022031919/55c6caabbb61eb73268b4675/html5/thumbnails/3.jpg' width='140' height='200' /> Page 4 <img data-url='document/fuzzy-anomaly-detection-based-on-hybrid-pso-kmeans.html?page=4' data-page='4' class='cut-thumb lazyload' alt='Page 4: Fuzzy Anomaly Detection Based on Hybrid PSO-kMeans' loading='lazy' src='data:image/gif;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVR42mNk+P+/HgAFhAJ/wlseKgAAAABJRU5ErkJggg==' data-src='https://reader040.cupdf.com/reader040/viewer/2022031919/55c6caabbb61eb73268b4675/html5/thumbnails/4.jpg' width='140' height='200' /> Page 5 <img data-url='document/fuzzy-anomaly-detection-based-on-hybrid-pso-kmeans.html?page=5' data-page='5' class='cut-thumb lazyload' alt='Page 5: Fuzzy Anomaly Detection Based on Hybrid PSO-kMeans' loading='lazy' src='data:image/gif;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVR42mNk+P+/HgAFhAJ/wlseKgAAAABJRU5ErkJggg==' data-src='https://reader040.cupdf.com/reader040/viewer/2022031919/55c6caabbb61eb73268b4675/html5/thumbnails/5.jpg' width='140' height='200' /> Page 6 <img data-url='document/fuzzy-anomaly-detection-based-on-hybrid-pso-kmeans.html?page=6' data-page='6' class='cut-thumb lazyload' alt='Page 6: Fuzzy Anomaly Detection Based on Hybrid PSO-kMeans' loading='lazy' src='data:image/gif;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVR42mNk+P+/HgAFhAJ/wlseKgAAAABJRU5ErkJggg==' data-src='https://reader040.cupdf.com/reader040/viewer/2022031919/55c6caabbb61eb73268b4675/html5/thumbnails/6.jpg' width='140' height='200' /> Page 7 <img data-url='document/fuzzy-anomaly-detection-based-on-hybrid-pso-kmeans.html?page=7' data-page='7' class='cut-thumb lazyload' alt='Page 7: Fuzzy Anomaly Detection Based on Hybrid PSO-kMeans' loading='lazy' src='data:image/gif;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVR42mNk+P+/HgAFhAJ/wlseKgAAAABJRU5ErkJggg==' data-src='https://reader040.cupdf.com/reader040/viewer/2022031919/55c6caabbb61eb73268b4675/html5/thumbnails/7.jpg' width='140' height='200' /> Page 8 <img data-url='document/fuzzy-anomaly-detection-based-on-hybrid-pso-kmeans.html?page=8' data-page='8' class='cut-thumb lazyload' alt='Page 8: Fuzzy Anomaly Detection Based on Hybrid PSO-kMeans' loading='lazy' src='data:image/gif;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVR42mNk+P+/HgAFhAJ/wlseKgAAAABJRU5ErkJggg==' data-src='https://reader040.cupdf.com/reader040/viewer/2022031919/55c6caabbb61eb73268b4675/html5/thumbnails/8.jpg' width='140' height='200' /> Page 9 <img data-url='document/fuzzy-anomaly-detection-based-on-hybrid-pso-kmeans.html?page=9' data-page='9' class='cut-thumb lazyload' alt='Page 9: Fuzzy Anomaly Detection Based on Hybrid PSO-kMeans' loading='lazy' src='data:image/gif;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVR42mNk+P+/HgAFhAJ/wlseKgAAAABJRU5ErkJggg==' data-src='https://reader040.cupdf.com/reader040/viewer/2022031919/55c6caabbb61eb73268b4675/html5/thumbnails/9.jpg' width='140' height='200' /> Page 10 <img data-url='document/fuzzy-anomaly-detection-based-on-hybrid-pso-kmeans.html?page=10' data-page='10' class='cut-thumb lazyload' alt='Page 10: Fuzzy Anomaly Detection Based on Hybrid PSO-kMeans' loading='lazy' src='data:image/gif;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVR42mNk+P+/HgAFhAJ/wlseKgAAAABJRU5ErkJggg==' data-src='https://reader040.cupdf.com/reader040/viewer/2022031919/55c6caabbb61eb73268b4675/html5/thumbnails/10.jpg' width='140' height='200' /> Page 11 <img data-url='document/fuzzy-anomaly-detection-based-on-hybrid-pso-kmeans.html?page=11' data-page='11' class='cut-thumb lazyload' alt='Page 11: Fuzzy Anomaly Detection Based on Hybrid PSO-kMeans' loading='lazy' src='data:image/gif;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVR42mNk+P+/HgAFhAJ/wlseKgAAAABJRU5ErkJggg==' data-src='https://reader040.cupdf.com/reader040/viewer/2022031919/55c6caabbb61eb73268b4675/html5/thumbnails/11.jpg' width='140' height='200' /> Particle Swarm Optimization (PSO)

Page 12 <img data-url='document/fuzzy-anomaly-detection-based-on-hybrid-pso-kmeans.html?page=12' data-page='12' class='cut-thumb lazyload' alt='Page 12: Fuzzy Anomaly Detection Based on Hybrid PSO-kMeans' loading='lazy' src='data:image/gif;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVR42mNk+P+/HgAFhAJ/wlseKgAAAABJRU5ErkJggg==' data-src='https://reader040.cupdf.com/reader040/viewer/2022031919/55c6caabbb61eb73268b4675/html5/thumbnails/12.jpg' width='140' height='200' /> Page 13 <img data-url='document/fuzzy-anomaly-detection-based-on-hybrid-pso-kmeans.html?page=13' data-page='13' class='cut-thumb lazyload' alt='Page 13: Fuzzy Anomaly Detection Based on Hybrid PSO-kMeans' loading='lazy' src='data:image/gif;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVR42mNk+P+/HgAFhAJ/wlseKgAAAABJRU5ErkJggg==' data-src='https://reader040.cupdf.com/reader040/viewer/2022031919/55c6caabbb61eb73268b4675/html5/thumbnails/13.jpg' width='140' height='200' /> k-Means

Page 14 <img data-url='document/fuzzy-anomaly-detection-based-on-hybrid-pso-kmeans.html?page=14' data-page='14' class='cut-thumb lazyload' alt='Page 14: Fuzzy Anomaly Detection Based on Hybrid PSO-kMeans' loading='lazy' src='data:image/gif;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVR42mNk+P+/HgAFhAJ/wlseKgAAAABJRU5ErkJggg==' data-src='https://reader040.cupdf.com/reader040/viewer/2022031919/55c6caabbb61eb73268b4675/html5/thumbnails/14.jpg' width='140' height='200' /> Page 15 <img data-url='document/fuzzy-anomaly-detection-based-on-hybrid-pso-kmeans.html?page=15' data-page='15' class='cut-thumb lazyload' alt='Page 15: Fuzzy Anomaly Detection Based on Hybrid PSO-kMeans' loading='lazy' src='data:image/gif;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVR42mNk+P+/HgAFhAJ/wlseKgAAAABJRU5ErkJggg==' data-src='https://reader040.cupdf.com/reader040/viewer/2022031919/55c6caabbb61eb73268b4675/html5/thumbnails/15.jpg' width='140' height='200' /> Clustering Metrics

Page 16 <img data-url='document/fuzzy-anomaly-detection-based-on-hybrid-pso-kmeans.html?page=16' data-page='16' class='cut-thumb lazyload' alt='Page 16: Fuzzy Anomaly Detection Based on Hybrid PSO-kMeans' loading='lazy' src='data:image/gif;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVR42mNk+P+/HgAFhAJ/wlseKgAAAABJRU5ErkJggg==' data-src='https://reader040.cupdf.com/reader040/viewer/2022031919/55c6caabbb61eb73268b4675/html5/thumbnails/16.jpg' width='140' height='200' /> Page 17 <img data-url='document/fuzzy-anomaly-detection-based-on-hybrid-pso-kmeans.html?page=17' data-page='17' class='cut-thumb lazyload' alt='Page 17: Fuzzy Anomaly Detection Based on Hybrid PSO-kMeans' loading='lazy' src='data:image/gif;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVR42mNk+P+/HgAFhAJ/wlseKgAAAABJRU5ErkJggg==' data-src='https://reader040.cupdf.com/reader040/viewer/2022031919/55c6caabbb61eb73268b4675/html5/thumbnails/17.jpg' width='140' height='200' /> Hybrid PSO-kMeans

Page 18 <img data-url='document/fuzzy-anomaly-detection-based-on-hybrid-pso-kmeans.html?page=18' data-page='18' class='cut-thumb lazyload' alt='Page 18: Fuzzy Anomaly Detection Based on Hybrid PSO-kMeans' loading='lazy' src='data:image/gif;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVR42mNk+P+/HgAFhAJ/wlseKgAAAABJRU5ErkJggg==' data-src='https://reader040.cupdf.com/reader040/viewer/2022031919/55c6caabbb61eb73268b4675/html5/thumbnails/18.jpg' width='140' height='200' /> Page 19 <img data-url='document/fuzzy-anomaly-detection-based-on-hybrid-pso-kmeans.html?page=19' data-page='19' class='cut-thumb lazyload' alt='Page 19: Fuzzy Anomaly Detection Based on Hybrid PSO-kMeans' loading='lazy' src='data:image/gif;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVR42mNk+P+/HgAFhAJ/wlseKgAAAABJRU5ErkJggg==' data-src='https://reader040.cupdf.com/reader040/viewer/2022031919/55c6caabbb61eb73268b4675/html5/thumbnails/19.jpg' width='140' height='200' /> Page 20 <img data-url='document/fuzzy-anomaly-detection-based-on-hybrid-pso-kmeans.html?page=20' data-page='20' class='cut-thumb lazyload' alt='Page 20: Fuzzy Anomaly Detection Based on Hybrid PSO-kMeans' loading='lazy' src='data:image/gif;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVR42mNk+P+/HgAFhAJ/wlseKgAAAABJRU5ErkJggg==' data-src='https://reader040.cupdf.com/reader040/viewer/2022031919/55c6caabbb61eb73268b4675/html5/thumbnails/20.jpg' width='140' height='200' /> Page 21 <img data-url='document/fuzzy-anomaly-detection-based-on-hybrid-pso-kmeans.html?page=21' data-page='21' class='cut-thumb lazyload' alt='Page 21: Fuzzy Anomaly Detection Based on Hybrid PSO-kMeans' loading='lazy' src='data:image/gif;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVR42mNk+P+/HgAFhAJ/wlseKgAAAABJRU5ErkJggg==' data-src='https://reader040.cupdf.com/reader040/viewer/2022031919/55c6caabbb61eb73268b4675/html5/thumbnails/21.jpg' width='140' height='200' /> Page 22 <img data-url='document/fuzzy-anomaly-detection-based-on-hybrid-pso-kmeans.html?page=22' data-page='22' class='cut-thumb lazyload' alt='Page 22: Fuzzy Anomaly Detection Based on Hybrid PSO-kMeans' loading='lazy' src='data:image/gif;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVR42mNk+P+/HgAFhAJ/wlseKgAAAABJRU5ErkJggg==' data-src='https://reader040.cupdf.com/reader040/viewer/2022031919/55c6caabbb61eb73268b4675/html5/thumbnails/22.jpg' width='140' height='200' /> Page 23 <img data-url='document/fuzzy-anomaly-detection-based-on-hybrid-pso-kmeans.html?page=23' data-page='23' class='cut-thumb lazyload' alt='Page 23: Fuzzy Anomaly Detection Based on Hybrid PSO-kMeans' loading='lazy' src='data:image/gif;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVR42mNk+P+/HgAFhAJ/wlseKgAAAABJRU5ErkJggg==' data-src='https://reader040.cupdf.com/reader040/viewer/2022031919/55c6caabbb61eb73268b4675/html5/thumbnails/23.jpg' width='140' height='200' /> Page 24 <img data-url='document/fuzzy-anomaly-detection-based-on-hybrid-pso-kmeans.html?page=24' data-page='24' class='cut-thumb lazyload' alt='Page 24: Fuzzy Anomaly Detection Based on Hybrid PSO-kMeans' loading='lazy' src='data:image/gif;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVR42mNk+P+/HgAFhAJ/wlseKgAAAABJRU5ErkJggg==' data-src='https://reader040.cupdf.com/reader040/viewer/2022031919/55c6caabbb61eb73268b4675/html5/thumbnails/24.jpg' width='140' height='200' />

Fuzzy Anomaly Detection Based on Hybrid PSO-kMeans

Internet

hybrid psokmeans ali

fuzzy anomaly detection

university of tehran

content centric network

clustering metrics