Big data analytics with applications in insider threat detection
Today's malware mutates randomly to avoid detection, but reactively adaptive malware is more intelligent, learning and adapting to new computer defenses on the fly. Using the same algorithms that antivirus software uses to detect viruses, reactively adaptive malware deploys those algorithms to...
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| Main Authors: | , , , |
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| Format: | Book |
| Language: | English |
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Boca Raton, FL
CRC Press
[2018]
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| 008 | 221104s2018 flua b 001 0 eng d | ||
| 020 | |a 9781498705479 | ||
| 020 | |z 9781315119458 (electronic bk.) | ||
| 020 | |z 9781498705486 (electronic bk.) | ||
| 039 | 9 | |a 202211041226 |b VLOAD |c 201910311412 |d azraai |y 201904161238 |z helmey | |
| 040 | |a UPNM |b eng |c UPNM |e rda | ||
| 090 | |a QA 76.9.A25 |b P384 2018 | ||
| 100 | 1 | |a Thuraisingham, Bhavani |e author | |
| 245 | 1 | 0 | |a Big data analytics with applications in insider threat detection |c Bhavani Thuraisingham, Mohammad Mehedy Masud, Pallabi Parveen, Latifur Khan |
| 264 | 1 | |a Boca Raton, FL |b CRC Press |c [2018] | |
| 264 | 4 | |c ©2018 | |
| 300 | |a xxxiv, 543 pages |b illustrations |c 26 cm | ||
| 336 | |a text |2 rdacontent | ||
| 337 | |a unmediated |2 rdamedia | ||
| 338 | |a volume |2 rdacarrier | ||
| 504 | |a Includes bibliographical references and index | ||
| 505 | 0 | |a Introduction -- Data security and privacy -- Data mining techniques -- Data mining for security applications -- Cloud computing and semantic web technologies -- Data mining and insider threat detection -- Big data management and analytics technologies -- Challenges for stream data classification -- Survey of stream data classification -- A multi-partition, multi-chunk ensemble for classifying concept-drifting data streams -- Classification and novel class detection in concept-drifting data streams -- Data stream classification with limited labeled training data -- Directions in data stream classification -- Insider threat detection as a stream mining problem -- Survey of insider threat and stream mining -- Ensemble-based insider threat detection -- Details of learning classes -- Experiments and results for nonsequence data -- Insider threat detection for sequence data -- Experiments and results for sequence data -- Scalability using big data technologies -- Stream mining and big data for insider threat detection -- Cloud query processing system for big data management -- Big data analytics for multipurpose social media applications -- Big data management and cloud for assured information sharing -- Big data management for secure information integration -- Big data analytics for malware detection -- A semantic web-based inference controller for provenance big data -- Confidentiality, privacy, and trust for big data systems -- Unified framework for secure big data management and analytics -- Big data, security, and the internet of things -- Big data analytics for malware detection in smartphones -- Toward a case study in healthcare for big data analytics and security -- Toward an experimental infrastructure and education program for BDMA and BDSP -- Directions for BDSP and BDMA -- Summary and directions | |
| 520 | |a Today's malware mutates randomly to avoid detection, but reactively adaptive malware is more intelligent, learning and adapting to new computer defenses on the fly. Using the same algorithms that antivirus software uses to detect viruses, reactively adaptive malware deploys those algorithms to outwit antivirus defenses and to go undetected. This book provides details of the tools, the types of malware the tools will detect, implementation of the tools in a cloud computing framework and the applications for insider threat detection. | ||
| 592 | |a 37583 |b 1/8/19 |c RM448.63 |h Bookline Services | ||
| 650 | 0 | |a Computer security |x Data processing | |
| 650 | 0 | |a Malware (Computer software) | |
| 650 | 0 | |a Big data | |
| 650 | 0 | |a Computer crimes |x investigation | |
| 650 | 0 | |a Computer networks |x access control | |
| 700 | 1 | |a Parveen, Pallabi |e author | |
| 700 | 1 | |a Masud, Mohammad Mehedy |e author | |
| 700 | 1 | |a Khan, Latifur |e author | |
| 999 | |a vtls000063767 |c 52891 |d 52891 | ||