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Apache HBase建置高效能網路流量分析系統 97%

2014 以巨量資料技術 Apache HBase 建置高效能網路流量分析系統 葉祐欣 趨勢科技股份有限公司 evans_ye@trend.com.tw 摘要 近年來巨量資料與雲端運算的議題相當熱門,而在背後推動相關技術持續演進的關 鍵腳色,就是開放原始碼的巨量資料平台 Apache Hadoop。本文探討在巨量資料的浪潮 下,如何利用相關技術解決網路流量分析在效能方面的問題,並詳細介紹建置於 Hadoop 之上的 NoSQL 資料庫 Apache HBase 其具體的設計哲學與架構,透過深入了解 HBase 運 作模式後,提出一個應用於網路流量的即時分析與搜索系統,除了能夠協助資訊安全分 析師快速進行網路流量分析外,也能透過與其他資訊安全系統整合進行入侵、異常與回 溯式偵測,即時排除組織的資訊安全危害。 關鍵詞:資訊安全、網路流量、巨量資料、NoSQL、Apache HBase 壹、前言 過往案例顯示,許多遭到駭客入侵的組織多半是由於內部員工缺乏資訊安全警覺或 遭受進階持續威脅(Advance Persistent Threats, APT)[24]攻擊而點擊了惡意網站、釣魚 郵件遭植入惡意程式,進而成為了駭客的攻擊跳板。著名案例如 2009 年 Google 遭受的 極光行動攻擊(Auroa attack)[26]、2011 年 RSA Secure ID 攻擊[13]以及 2013 年的黑暗 首爾事件(Dark Seoul)[28]。由於組織對內部的安全控管往往較對外來得寬鬆,即認為 內網是安全的,故一旦某台位於組織內部網路的電腦遭到入侵,駭客往往較容易利用此 電腦向更多組織內部的電腦發起攻擊並散布惡意程式。由於遭到駭客入侵可能造成組織 巨大的資訊財產損害以及嚴重的信譽流失,因此這類入侵偵測與隔離排除的即時性成為 了一個重要課題。 資訊安全部門為了保障組織內部網路不受安全威脅,除了設置防火牆與安裝防毒軟 體達到第一線的入侵防護外,還需建置入侵偵測系統(Intrusion Detection Systems, IDS) 對於任何可疑的連線做進一步分析調查。一般的入侵偵測系統是透過設定一組規則來偵 測可能的入侵,然而由於攻擊手法日新月異,除了倚靠 IDS 的自動化入侵偵測外,資訊 安全分析師還必須針對每一次可能的入侵另做詳細的調查,以免有漏網之魚造成組織潛 在的安全危害。 本文提出一個基於開放原始碼巨量資料技術所打造的即時網路流量分析系統。資訊 安全分析師可以透過此系統快速搜尋歷史網路流量紀錄,針對遭受入侵之電腦的任何連 外紀錄做進一步分析調查,找到其餘潛在遭受入侵感染的電腦,對其實施數位安全鑑識 並排除相關病毒、木馬與後門,有效根除組織內部的資訊安全威脅。 Communications of the CCISA Vol.

https://www.pdf-archive.com/2015/01/13/apache-hbase/

13/01/2015 www.pdf-archive.com

Soumitri Latex Resume October (1) 83%

NATIONAL CENTER FOR SUPERCOMPUTING APPLICATIONS | SOFTWARE ENGINEERING INTERN LINKS Github:// svadali2 LinkedIn:// soumitrivadali Quora:// Vadali-Soumitri May 2016 – Aug 2016 | Champaign, IL • Developed Hadoop capabilities on OpenStack Mainframe, ran tests on Dr.

https://www.pdf-archive.com/2017/12/07/soumitri-latex-resume-october-1/

06/12/2017 www.pdf-archive.com

Paul Garcin Resume 82%

Solid basic knowledge of Linux/GNU by regular use Hadoop utilization Office Software :

https://www.pdf-archive.com/2014/10/08/paul-garcin-resume/

08/10/2014 www.pdf-archive.com

pdf 75%

Java, R, SQL, Spark, Scala, Hadoop.

https://www.pdf-archive.com/2016/02/09/untitled-pdf-document-1/

09/02/2016 www.pdf-archive.com

Problem-Book-Redacted 75%

54 54 55 55 56 58 58 58 59 C Hadoop C.1 When would I use Hadoop?

https://www.pdf-archive.com/2016/02/02/problem-book-redacted/

02/02/2016 www.pdf-archive.com

Resume 74%

Java, R, SQL, Spark, Scala, Hadoop.

https://www.pdf-archive.com/2016/02/09/resume/

09/02/2016 www.pdf-archive.com

Resume UTV1.0 60%

Solutions  Assisted with project management tasks  Extended Rockwell Automation’s cloud platform, VantagePoint, with an SVG  Exposed to emerging technologies like Apache Hadoop  Evaluated a vendor and wrote an executive summary for the CTO .

https://www.pdf-archive.com/2015/09/24/resume-utv1-0/

24/09/2015 www.pdf-archive.com

resume avinash 60%

- Hadoop, Map Reduce, Pig Latin, Elixir, Scala Jun 2009 - Nov 2014

https://www.pdf-archive.com/2015/11/18/resume-avinash/

18/11/2015 www.pdf-archive.com

PhD thesis writing services 60%

Using Matlab, Manet,V NET,NS2, NS3,C++, Opnet, Hadoop, Cloudism, Java, Labview , other latest software - language.

https://www.pdf-archive.com/2016/03/21/phd-thesis-writing-services-pdf/

21/03/2016 www.pdf-archive.com

Sample Job Description 60%

Sample Job Description The Data Infrastructure Team at ____ is responsible for the health and performance of our entire data transport pipeline (events/logs, metrics, etc.) and the long term storage and availability of that data via Hadoop and other tools.

https://www.pdf-archive.com/2016/05/13/sample-job-description/

13/05/2016 www.pdf-archive.com

Resume 60%

Boxford, MA 01921 (978)-697-3562 jerardi@cs.uml.edu TECHNICAL SKILLS EXPERT ◼​ ◼​ ◼​ ◼​ ◼​ ​Python ​Django, Flask ​JavaScript/jQuery ​C/C++ ​SQL PROFICIENT COMPETENT PHP, Laravel ◼​ ​Java ◼​ ​Git systems ◼​ ​ReactJS ◼​ ◼​ ◼​ ◼​ ◼​ ​AngularJS ​Express, NodeJS ​Scheme/Racket ​Hadoop, Mongo EDUCATION UNIVERSITY OF MASSACHUSETTS—LOWELL​ ​–​ Lowell, MA Bachelor of Science in Computer Science ▪ Dec 2017 GPA 3.15 Relevant Coursework:

https://www.pdf-archive.com/2017/02/03/resume/

03/02/2017 www.pdf-archive.com

Resume 58%

  Travon M. Speller  EDUCATION  Howard University, ​Washington, DC — ​B.S. in Systems and  Computer Science - May 2017  -  GPA:  3.26/4 (Major)    EXPERIENCE  Howard University, ​Washington, DC — ​Undergraduate T.A.  August 2016 - Present  Teaching assistant, Computer Science, responsible for providing  supplemental material to a class of 30+ students four hours weekly. Also  assist Dr. Keeling with weekly labs/lectures.  WatchMeCode, ​Washington, DC​ ​— ​Instructor  (Voluntary)  August 2016 - Present  Mentor local high school students interested in computer science. Teach  how to code using JavaScript and Python and basic computer science  concepts.   Howard University, ​Washington, DC​ ​— ​Bootcamper (Tutor)  August 2016 - Present  Assist students with computer science concepts and algorithms for six  hours weekly. Reiterate concepts students learned in class and provide  SKILLS  Programming languages:  3+​ years of experience with  Java, C/C++, Python, Bash,  HTML, and CSS  2+​ years of experience with  C#, MIPS, JavaScript, and  AngularJS  1​ year of experience with  LISP, Prolog, and SNOBOL4    Technologies/Environments:   4+ ​years of experience with  Microsoft Office, Unix, and  Git  3+​ years of experience with  Visual Studio, Eclipse, and  Virtualbox  2+​ years of experience with  Xamarin Studio, Lingo, and  Tableau  interview prep.  1​ year of experience with  Hadoop and Mapreduce  Google, ​Mountain View, California — ​Edge Participant  AWARDS  January 2014 - August 2014  One of fifteen students selected from across the country in this  pre-professional career and skill development program. Edge reinforced CS  fundamentals, beginner C/C++, and Python skills. Received mentorship  from Google engineers. Participated in two two-week-long campus visits.  Collaborated with participants to build and present web-apps.  PROJECTS  Quail ​— #​HUHacks hackathon project  Quail randomly makes topics to chat about based on recent activities and  pulls random users in a group chat.  The chats are automatically deleted  after 24 hours.  I worked on the UI and used C# to make it multi platform.  goDJ ​— Senior​ Project  Senior project created to make it easier for DJ’s and party promoters to  connect and was made with Node.Js and HTML.  My job was to set up a  MySQL database and link it to the webapp.      533 Gresham Place NW  Washington, DC 20001   (757) 676-2961  travonspeller@gmail.com  www.travonspeller.com    National Society of  Collegiate Scholars  Member – 2014 - Current    HU Legacy Scholarship -  2013 – Current    Access Scholarship - 2013  - Current    1​st​ Place at #HUHacks  Hackathon at Howard  University - 2016    1​st​ Place at CodeCon Hosted  by Bloomberg at Howard  University - 2015    Top 20 in Microsoft Codess  Hunt - 2015    Club Optimist Leadership  Award – 2013 

https://www.pdf-archive.com/2017/09/23/resume/

23/09/2017 www.pdf-archive.com

anoynmous-resume 58%

Predix-Enabled Toy Train ● ● ● ● Worked with four other MSU Computer Science seniors to designed a Bachmann N-scale toy train-set to demonstrate the power of GE’s Predix Used microcontrollers and sensors to locate and control all trains on the train-set Implemented a website to visualize and interact with the data collected Produced a video about the delivered product Voice Analyzer ● ● ● Applied machine learning and data techniques to classify gender, age, and dialect of a human sound recording Collected and processed around 15,000 sound clips of human voice by using python (librosa, numpy, pandas, matplotlib) Dealt with missing and vague data and used sampling techniques to get better data distribution LANGUAGES Python, C/C++, Matlab, Java, Javascript, SQl, NoSQL, Hive, Pig, HTML, CSS TOOLS Linux/Unix, Hadoop (MapReduce), Spark, Frameworks (Django, Cakephp, Angularjs, React/Redux), jQuery, Twitter Bootstrap, AWS, Docker, Vim, Version Control (git, svn) CLUBS MSU Data Science, MSU ACM

https://www.pdf-archive.com/2017/09/26/anoynmous-resume/

26/09/2017 www.pdf-archive.com

Report-1 58%

  Collaborative dashboard  Tech Digest 2017  Briefings, notes, events      Technology Events    ● Signal, Twilio’s conference for developers, held on Pier 27  ● FutureTech Congress ended its two-day event devoted to innovations  in the fintech, insurtech and big data industries  ● DevOps Enterprise Summit, June 5 – 6, 2017, London  ● Tech Events May 2017  ● New-Tech 2017 Israel’s hitech & electronics trade fair, May 23-24 2017,  Tel Aviv          ● Lean Startup Summit London, June 13-14 2017, London Stock Exchange  and Here East  ● Viva Technology 2017 Startup Connect, June 15-17 2017, Hall 1, Porte  de Versailles, Paris  ● The Israel Mobile Summit 2017, June 6-7, Tel Aviv  ● ChipEx 2017, the annual conference of the Israeli Microelectronics  Industry, May 9-10 2017, Tel Aviv  ● NEXT Tel Aviv, May 10, 2017    Technology Markets    Apache Spark Market   Browser as a Service Market  Context Brokering Market  Data Warehouse Acceleration Market   Data Warehouse Market  Deception Cybersecurity Market  Deep Packet Inspection (DPI): U.S. Government Market  DevOps & Microservice Ecosystem Market  Electromagnetic Railgun Market  Global Biofuel Production Forecast   Global Cloud Computing Market  Government Cloud Computing Markets  Hadoop Market  High Energy Military Laser Market  Human Resources (HR) Software Market   2        Human Resources (HR) Software For Healthcare, Market Forecast  NewSQL Market    Additive Manufacturing?  NoSQL Market  Quantum Computing Market  Smartphone As Universal Personal Computing Platform, Market Scenario   Software Defined Digital Camera Market  U.S. Federal Cloud Computing Market  U.S. Federal Cybersecurity Market  3        U.S. Federal Government Mass Media Market  U.S. Federal IT Business Continuity and Disaster Recovery Market  U.S. Federal IT Market Forecast  U.S. IT Business Continuity and Disaster Recovery Market  U.S. Federal Government Mobility Market  U.S.-Mexico Border Protection Market  U.S. Military Unmanned Aerial Vehicles (UAV) Market  UK Human Resources (HR) Software Market   Ultracapacitor Market  Virtual Conference & Trade Show Market  Worldwide Defense High Performance Computing (HPC) Market  Worldwide High Performance Computing (HPC) Market  Zika Virus Preparedness Market  Tech Notes    ● India reports its first cases of the Zika virus  ● Appian going public  ● Get Your Free Pass to Viva Technology 2017 Startup Connect in Paris  ● Proprietary Interchangeable Lens Digital Camera Market to Lose $11  Billion  ● Google, IBM, and Lyft announce Istio  4        ● CDN provider Fastly raises $50 million  ● IBM Builds Its Most Powerful Universal Quantum Computing  Processors  ● The Scream: Your Computer has been compromised  ● Impressions from Google Cloud NEXT Tel Aviv  ● Quantum computing: disappearance of cryptography as we know it  today  Tech Digest 2017 is designed and maintained by ​Technologies.org​. ​Event listings are  provided by ​TechnologyConference.com​ and ​EventCalendar.net​. Case studies are provided  by ​Market Research Association​.  Photo credits: ​Posters.org​.  5   

https://www.pdf-archive.com/2017/05/31/report-1/

31/05/2017 www.pdf-archive.com

Portfolio CR 57%

PostgreSQL, Knime, R OTHER COMPETENCES ✓ Logistique ✓ Supply chain management ✓ Demand forecasting CERTIFICATIONS ✓ Machine Learning by Stanford University (Coursera) 2016 COURSES ✓ 2016 Python (Coursera) ✓ 2015 Hadoop (B&D University) ✓ 2015 R Programming (Coursera) ✓ 2015 SPSS Modeler (IBM) ✓ 2015 Data Science (EPF) LANGUAGES PANZANI Data Scientist consultant Study of seasonality of Panzani product for each specific grocery brand Data collection and preparation.

https://www.pdf-archive.com/2017/07/25/portfolio-cr/

24/07/2017 www.pdf-archive.com

Event Digest 57%

Event Digest  Carrier Network Virtualization, December 5 – 8, Crowne Plaza, Palo Alto, CA  Virtual Private Network Workshop VPNW 2016, October 24-26 2016, Munich  SPARK SUMMIT EUROPE 2016, OCTOBER 25 – 27, 2016 BRUSSELS  DevOps MasterClass, November 14-15, 2016, Stockholm  AnDevCon, the Android Developer Conference, November 29 – December 1 2016, San Francisco  Strata + Hadoop World, Big Data Conference, May 22 – 25, 2017, London, UK  HUMINT 2016, HR Technology Workshop, October 3-5, 2016, London   Upcoming Android Conferences Microsoft Tech Summit, December 7-8 2016, Tel-Aviv    InPho® Venture Summit, October 6-7 2016, Bordeaux (Aquitaine), France Velocity Conference, November 7-10 2016, Amsterdam The Internet of Things Conference (IoTCon), March 13-17 2017, Munich      HostingCon Europe 2016, October 11-12 2016, Amsterdam CeBIT Conference dconomy16 was officially opened this morning MIT Technology Review at Google:

https://www.pdf-archive.com/2016/11/01/event-digest/

01/11/2016 www.pdf-archive.com

Resume 56%

Ubuntu, HTML/CSS, MySQL, Android, Apache Hadoop, Amazon EC2, Apache Spark, PHP, Django Other Skills:

https://www.pdf-archive.com/2018/02/26/resume/

26/02/2018 www.pdf-archive.com

OrgChartReport 1493689891206 416 55%

Technologies Applications Enterprise Applications AccuCode, Achievers, Nexus Software, Oracle Applications, TELCOR Collaboration Avaya Modular Messaging, CA Clarity PPM, Cisco WebEx, Google Apps, IBM Notes (formerly Lotus Notes), IBM WebSphere MQ (MQSeries), Java Message Service (JMS), Microsoft Exchange, Microsoft Lync, Microsoft Outlook, Microsoft SharePoint Page 3 of 10 Copyright © DiscoverOrg LLC, 2017 Quest Diagnostics Clinical Laboratories 3 Giralda Farms Madison, NJ 07940 US www.questdiagnostics.com (201) 393-5000 CRM / Marketing Automation Apttus, Chango Business Intelligence/Big Data Apache Hadoop, Cisco Tidal Enterprise Scheduler, Google Analytics, IBM Cognos Business Intelligence, IBM Cognos Report Studio, IBM ILOG, JasperReports, Microsoft BIDS, Oracle OBIEE, SAP Crystal Reports, Tableau Advertising AppNexus Medical Care360 EHR, GE Centricity, MEDITECH, Microsoft HealthVault, NextGen Mobility Apple iPad Data Management Apache Flume, Apache Hive, Apache Spark, Apache Sqoop, BMC, BMC Control-M, BMC ProactiveNet Performance Management (Formerly Patrol), CA ERwin Data Modeler, Chef (Opscode), Cloudera, Courion, DataLever, DataWatch, eG Application Monitoring, Embarcadero DBArtisan, HP Output Management, IBM Integration Bus (formerly WebSphere Message Broker), IBM Web Portal, IDBS Software, Informatica, Informatica MDM, InforSense, Microsoft Active Directory, Microsoft Project, Microsoft SQL Server Management Studio (SSMS), Microsoft SQL Server Reporting Services (SSRS), Microsoft Windows Presentation Foundation (WPF), OpenText, OpenText Media Management (OTMM), Oracle, Oracle BAM, Oracle BPEL Process Manager, Oracle Essbase, Oracle Fusion Middleware, Oracle Real Application Clusters (RAC), Oracle Reports, Raptor, STEALTHbits, TIBCO Development Audit PwC Infrastructure Hardware/OS/Systems Environment Apple iOS, Dell Computers, Dell Hardware, HP-UX, HP3000, IBM AIX, IBM z/OS, Linux, Microsoft Windows 7, Oracle Solaris (Formerly Sun Solaris) Networking Aruba Networks, Avaya Aura AES, Axway Managed File Transfer (MFT), Brocade, Cisco Routers and Switches, CiscoWorks, F5 BIG-IP Network Hardware, HP 3Com Routers &

https://www.pdf-archive.com/2017/05/02/orgchartreport-1493689891206-416/

02/05/2017 www.pdf-archive.com

Resume - Prasanna Pai Updated 55%

Spring, Hibernate, AWS, Ansible, Docker, Apache SOLR, ElasticSearch, REST APIs, RabbitMQ, React.js, Node.js, Angular.js, Apache Spark, D3.js, Apache Pig, Apache Hive, MLlib, HBase, Cassandra, J2EE, Git, Jenkins, JUnit 4, TestNG, Selenium WebDriver, Redis, MongoDB, Apache Hadoop, MapReduce, PostgreSQL, SPLUNK, Oracle 10g/11g, SQL Developer, Apache Tomcat, Linux OS, Pandas, NumPy, Scikit-learn, Android Studio, MySQL, HTML5 WORK EXPERIENCE Software Engineer at Clean Power Finance (Spruce Finance) December 2016 – February 2017 SpruceFlow API/Platform - Spring, Hibernate, Java, PHP, React.js, Ansible, Docker, Redis, MongoDB, AWS, Git  Core team member in SpruceFlow platform team.

https://www.pdf-archive.com/2017/02/20/resume-prasanna-pai-updated/

20/02/2017 www.pdf-archive.com

Resume (2) 55%

Ubuntu, HTML/CSS, MySQL, Android, Apache Hadoop, Amazon EC2, Apache Spark, PHP Other Skills:

https://www.pdf-archive.com/2017/10/24/resume-2/

23/10/2017 www.pdf-archive.com

Resume (2) 55%

Ubuntu, HTML/CSS, MySQL, Android, Apache Hadoop, Amazon EC2, Apache Spark, PHP Other Skills:

https://www.pdf-archive.com/2017/12/22/resume-2/

22/12/2017 www.pdf-archive.com

Resume-Aman Bakshi 53%

XML, AJAX, Unix, JAXB, Hibernate 3.2, Hadoop, Hive, Flume, Chukwa,Php, Web Services NOVICE:

https://www.pdf-archive.com/2016/03/07/resume-aman-bakshi/

07/03/2016 www.pdf-archive.com

Shuyi resume 53%

keras, Theano, scikit-learn, Android, Cocos2d-x, Unity3D, OpenGL, RDkit, Qt, Matlab, Weka, MPICH/OpenMP, MySQL, EC2, CouchDB, Hadoop, J2EE • Software/IDE:

https://www.pdf-archive.com/2017/02/28/shuyi-resume/

28/02/2017 www.pdf-archive.com

IoT for the Automotive Industry 51%

Ford motors built a 12 nodes Hadoop cluster in order to process all the information generated by the company’s cars.

https://www.pdf-archive.com/2016/08/09/iot-for-the-automotive-industry/

09/08/2016 www.pdf-archive.com