Prescriptive Analytics For Cyber Security - 1160 Words

Prescriptive Analytics for Cyber Security Anomaly Detection Algorithm Status and Future Steps Xinle (Liam) Wang E295, MEng in IEOR University of California, Berkeley Introduction: Our capstone project team is working on Prescriptive Analytics for Cyber Security. The project mainly consists of two parts – building a predictive anomaly detection algorithm that detects suspicious cyber anomalies based on multiple cyber datasets, and implementing a prescriptive model which optimizes the output from anomaly detection and recommend the best course of action. We have been closely working with Mr. Eric Chasin from Innvo Solutions LLC, and Prof. Anil Aswani from IEOR department, to together achieve our goal of creating an integrated system or model that would automatically detect and prescribe actions for cyber anomalies. First, Chris led our group in learning to integrate different cyber data sources into ElasticSearch, which is a big data analytics platform, using tools such as Amazon Web Services and Logstash. After getting familiar with the data, Siddarth, Aldre and I together summarized time-window based features from the datasets that are helpful in anomaly detection, and Kenneth led the group in preprocessing the data with Python to extract the features we have discussed. At the current stage, Aldre and I are working simultaneously on anomaly detection algorithms for the suspicious network flow patterns. Specifically, Aldre has been working on TransductiveShow MoreRelatedBig Dat A New Buzzword3725 Words   |  15 Pagestechnology. Companies like Google and eBay were a couple of the first firms to implement big data. They never had legacy systems to integrate big data into because they began with big data. â€Å"Big data could stand alone, big data analytics could be the only focus of analy tics, and big data technology architectures could be the only architecture† (Davenport, and Dyche, â€Å"Big Data in Big Companies†). Even though big data was implemented from the get-go with firms such as Google, LinkedIn, and eBay, etcRead MoreComparative Education13537 Words   |  55 Pagesof our curriculum is based on this difficulty to elaborate this meaningful. Furthermore, the curricular entry is envisaged here as one of the stages of the didactic transposition process: that the placement in text of teaching objects in an prescriptive aimed that has to organize the teaching activity, to the breadth of the production of these teaching objects in the framework of the class to elaborate some objects of study for pupils, objects of study that are going to determine activitiesRead MoreContemporary Issues in Management Accounting211377 Words   |  846 Pagesunderstanding the historical genesis of modern business and military strategy Keith Hoskin, Richard Macve, and John Stone 9. Modernizing government: the calculating self, hybridization, and performance measurement Liisa Kurunmaki and Peter Miller  ¨ 10. Analytics of costing system design Eva Labro 11. Understanding management control systems and strategy Kim Langfield-Smith v vii xi 1 20 42 69 92 117 146 166 198 217 243 x CONTENTS 12. Management accounting, operations, and network relations:Read MoreOne Significant Change That Has Occurred in the World Between 1900 and 2005. Explain the Impact This Change Has Made on Our Lives and Why It Is an Important Change.163893 Words   |  656 Pages a new strategy of upgrading the existing slums gained acceptance. Governments would retrofit slums with water and sewage lines and electric connections, and often create or reposition their street plans. Frequently, they also provided deeds or security of tenure. These improvements increased the physical quality of life of the residents while maintaining the basic social structure and organization of the slum. In some cities, these structural improvements were supplemented with social, health