Future of Mobile App Security. Vincent Sritapan Program Manager Cyber Security Division Science and Technology Directorate
|
|
|
- Juniper McGee
- 9 years ago
- Views:
Transcription
1 Future of Mobile App Security Vincent Sritapan Program Manager Cyber Security Division Science and Technology Directorate
2 Do You Know What Your Apps Are Doing? Spying Microphone & camera surveillance $ Location tracking Read browser history, chat msg Stealing Money Premium-rate SMS & calls Interception of mobile banking passwords Mobile ransomware Stealing Data Collect device data (IMEI, OS, config) Collect user data (media, docs, account info) Reconfiguring Settings Elevate privileges Modify user & device settings 2
3 The Mobile App Security Problem Developers focus on productivity and innovation Security & Privacy are an afterthought Malicious, exploitative, and low-quality apps are sold or given away across wide range of regulated and unregulated marketplaces Users have little understanding of app permissions and behaviors 3
4 Securing Mobile Apps is Hard! Broad and Varied Attack Surface Data at Rest 3 rd Party Libraries Data in Transit Dev Platform Constant Change new apps, app updates, new device OS updates, service provider updates App Code Attack Surface Permission Levels Need Security Evaluation at Different Stages of App Lifecycle Need Mixture of Different Security Analysis Tools Evaluate App Lifecycle Evaluate Evaluate Dynamic Evaluate Static Behavioral 4
5 Mobile Malware OOPS! Fake Dead Gray ware Malware Poorly Designed Apps Well-intended, but security models not sound or incomplete Fake/Rogue App disguised as legitimate app to confuse consumer Dead Apps revoked apps that remain in use Grayware Apps not technically malware, but exhibit undesirable behavior Malware Apps similar to desktop malware viruses, worms, trojans 5
6 Android Malware In 2014, 17% (~1 million) of all Android apps were malware in disguise 1 Bypassing Google Play Screening dynamically download malicious code after installation website tricks user into installing app with malware as update to legitimate app detect if running inside malware debugging software & disable malicious functionality Malware Examples in Google Play Find and Call Finger Hockey Subway Surfers Free Tips RunRunBearII KorBanker FlappyBird clones Durak card game IQ Test app History app BeNews app 1. citation: 6
7 Apple ios Malware Less common (less market share), but subject to similar vulnerabilities and attack methods Bypassing Apple Screening abuse enterprise provisioning process normally intended for distributing custom enterprise apps appears benign on original submission, but includes gadgets that self-assemble to create exploit after app approved exploit URL Schemes to hijack information passed between apps Malware Examples in Apple App Store Find and Call Jekyll news reader Masque Attack WireLurker Xsser mrat Xara (aka Apple Cored) XAgent 7
8 Mobile App Security R&D Vision Enabling Secure Use of Mobile Apps for the Mission Consistent, repeatable approach to mobile app security testing Increased confidence apps are secure, operating as intended, & do not compromise privacy Continuous Automated Assurance for Mobile Apps Trusted repositories for apps and analysis Improved ability to identify & remediate vulnerabilities and coding flaws 8
9 Government s Approach Applied Research LRBAA: Kryptowire awarded $2.9M over 30 months Others TBD Partnerships NIST align to federal standards & criteria US-CERT/NIST expand Alerts & National Vulnerability Database capabilities DHS integration with DHS Mobile Car Wash Collaboration T&E pilots with: First Responders Group/ AppCom Intl DHS Components (HQ, FEMA, CBP, ICE, etc) DOJ, GSA, and others 9
10 R&D Technology: Kryptowire 10
11 Kryptowire Portal 11
12 Example Analysis Report: Yelp 12
13 Summary Securing Mobile Apps for the Enterprise is a Challenge The Future of Mobile App Security: Collaborative Effort by Government & Industry to Develop Mobile App Vetting and Archiving Tools and API Align with Government & Industry Standards and Best Practices Convergence in the mobile technology landscape (e.g. integration with MDM s or EMM s that include Application Vetting.) Solution needs to be seamless, a.k.a. continuous automated assurance for mobile apps 13
14 Thank You & Questions Point of Contact: Vincent Sritapan HSARPA Program Manager Cyber Security Division DHS Science & Technology 14
15
16 Do You Know What Your Apps Are Doing? Citation: 16
Enterprise Mobile Threat Report
Enterprise Mobile Threat Report The State of ios and Android Security Threats to Enterprise Mobility I. Introduction This report examines enterprise security threats for ios and Android. While Android
Protecting against Mobile Attacks
2014-APR-17 Protecting against Mobile Attacks Frankie Wong Security Analyst, HKCERT 1 Image source: http://www.techweekeurope.co.uk/news/mobile-malware-record-mcafee-125537 2 Agenda Attacks moving to mobile
BYPASSING THE ios GATEKEEPER
BYPASSING THE ios GATEKEEPER AVI BASHAN Technology Leader Check Point Software Technologies, Ltd. OHAD BOBROV Director, Mobile Threat Prevention Check Point Software Technologies, Ltd. EXECUTIVE SUMMARY
Enterprise Mobile Security. Managing App Sideloading Threats on ios
Enterprise Mobile Security Managing App Sideloading Threats on ios I. Introduction II. The Path to App Sideloading Through rigorous app review Apple has lowered the risk of downloading malware from its
Tutorial on Smartphone Security
Tutorial on Smartphone Security Wenliang (Kevin) Du Professor [email protected] Smartphone Usage Smartphone Applications Overview» Built-in Protections (ios and Android)» Jailbreaking and Rooting» Security
Enterprise Apps: Bypassing the Gatekeeper
Enterprise Apps: Bypassing the Gatekeeper By Avi Bashan and Ohad Bobrov Executive Summary The Apple App Store is a major part of the ios security paradigm, offering a central distribution process that
How To Protect Your Mobile Device From Attack
Manage and Secure the Mobile Data, Not Just the Device Stijn Paumen VP Business Development, Wandera The Great Platform Shift 60,000,000 iphone BlackBerry 50,000,000 40,000,000 30,000,000 20,000,000 10,000,000
The Increasing Threat of Malware for Android Devices. 6 Ways Hackers Are Stealing Your Private Data and How to Stop Them
The Increasing Threat of Malware for Android Devices 6 Ways Hackers Are Stealing Your Private Data and How to Stop Them INTRODUCTION If you own a smartphone running the Android operating system, like the
Protecting Android Mobile Devices from Known Threats
Protecting Android Mobile Devices from Known Threats Android OS A Popular Target for Hacks White Paper Zero Trust Mobile Security An Introduction to the BETTER Mobile Security Platform BETTER at work.
Secure Your Mobile Workplace
Secure Your Mobile Workplace Sunny Leung Senior System Engineer Symantec 3th Dec, 2013 1 Agenda 1. The Threats 2. The Protection 3. Q&A 2 The Mobile Workplaces The Threats 4 Targeted Attacks up 42% in
Advanced Online Threat Protection: Defending. Malware and Fraud. Andrew Bagnato Senior Systems Engineer
Advanced Online Threat Protection: Defending Your Online Banking Customers Against Modern Malware and Fraud Andrew Bagnato Senior Systems Engineer Agenda Modern malware a targets Account credentials Financial
Hong Kong Information Security Outlook 2015 香 港 資 訊 保 安 展 望
Hong Kong Information Security Outlook 2015 香 港 資 訊 保 安 展 望 Agenda Information Security Trends Year 2014 in Review Outlook for 2015 Advice to the Public Hong Kong Computer Emergency Response Team Coordination
Mobile Device Management
1. Introduction Mobile Device Management This document introduces security risks with mobile devices, guidelines for managing the security of mobile devices in the Enterprise, strategies for mitigating
This session was presented by Jim Stickley of TraceSecurity on Wednesday, October 23 rd at the Cyber Security Summit.
The hidden risks of mobile applications This session was presented by Jim Stickley of TraceSecurity on Wednesday, October 23 rd at the Cyber Security Summit. To learn more about TraceSecurity visit www.tracesecurity.com
Securing mobile devices in the business environment
IBM Global Technology Services Thought Leadership White Paper October 2011 Securing mobile devices in the business environment By I-Lung Kao, Global Strategist, IBM Security Services 2 Securing mobile
Defending Behind The Device Mobile Application Risks
Defending Behind The Device Mobile Application Risks Tyler Shields Product Manager and Strategist Veracode, Inc Session ID: MBS-301 Session Classification: Advanced Agenda The What The Problem Mobile Ecosystem
BYOD Guidance: BlackBerry Secure Work Space
GOV.UK Guidance BYOD Guidance: BlackBerry Secure Work Space Published 17 February 2015 Contents 1. About this guidance 2. Summary of key risks 3. Secure Work Space components 4. Technical assessment 5.
BlackBerry Device Software. Protecting BlackBerry Smartphones Against Malware. Security Note
BlackBerry Device Software Protecting BlackBerry Smartphones Against Malware Security Note Published: 2012-05-14 SWD-20120514091746191 Contents 1 Protecting smartphones from malware... 4 2 System requirements...
ArcGIS Server Security Threats & Best Practices 2014. David Cordes Michael Young
ArcGIS Server Security Threats & Best Practices 2014 David Cordes Michael Young Agenda Introduction Threats Best practice - ArcGIS Server settings - Infrastructure settings - Processes Summary Introduction
Cyber Security, Fraud and Corporate Account Takeovers LBA Bank Counsel Conference December 2014
Cyber Security, Fraud and Corporate Account Takeovers LBA Bank Counsel Conference December 2014 Lisa D. Traina, CPA, CITP, CGMA Lisa Traina utilizes her 30+ years of experience as a CPA, CITP and CGMA
Threat Model for Mobile Applications Security & Privacy www.datatheorem.com
Overview Mobile applications (and the devices they run on) are powerful, as they can play music, check email, read documents, purchase products, get directions, play games, watch movies, scan barcodes,
Guideline on Safe BYOD Management
CMSGu2014-01 Mauritian Computer Emergency Response Team CERT-MU SECURITY GUIDELINE 2011-02 Enhancing Cyber Security in Mauritius Guideline on Safe BYOD Management National Computer Board Mauritius Version
Whitepaper. Mobile Security. The 5 Questions Modern Organizations Are Asking
Mobile Security The 5 Questions Modern Organizations Are Asking Whether you ve already embraced enterprise mobility or are just starting to consider it, today s organizations are concerned about the lack
CSUF Tech Day 2015. Security Awareness Overview Dale Coddington, Information Security Office [email protected]
CSUF Tech Day 2015 Security Awareness Overview Dale Coddington, Information Security Office [email protected] Agenda Introduction Large scale data breaches: 2014 and beyond Email based attacks:
... Mobile App Reputation Services THE RADICATI GROUP, INC.
. The Radicati Group, Inc. 1900 Embarcadero Road, Suite 206 Palo Alto, CA 94303 Phone 650-322-8059 Fax 650-322-8061 http://www.radicati.com THE RADICATI GROUP, INC. Mobile App Reputation Services Understanding
The dramatic growth in mobile device malware. continues to escalate at an ever-accelerating. pace. These threats continue to become more
The dramatic growth in mobile device malware continues to escalate at an ever-accelerating pace. These threats continue to become more sophisticated while the barrier to entry remains low. As specific
Deploy secure, corporate access for mobile device users with the Junos Pulse Mobile Security Suite
WHITE PAPER Mobile Device Security in the Enterprise Deploy secure, corporate access for mobile device users with the Junos Pulse Mobile Security Suite Copyright 2010, Juniper Networks, Inc. Table of Contents
The ForeScout Difference
The ForeScout Difference Mobile Device Management (MDM) can help IT security managers secure mobile and the sensitive corporate data that is frequently stored on such. However, ForeScout delivers a complete
Security Best Practices for Mobile Devices
Security Best Practices for Mobile Devices Background & Introduction The following document is intended to assist your business in taking the necessary steps needed to utilize the best security practices
Kony Mobile Application Management (MAM)
Kony Mobile Application Management (MAM) Kony s Secure Mobile Application Management Feature Brief Contents What is Mobile Application Management? 3 Kony Mobile Application Management Solution Overview
Practical Attacks against Mobile Device Management Solutions
Practical Attacks against Mobile Device Management Solutions Michael Shaulov, CEO [email protected] Daniel Brodie, Sr Security Researcher [email protected] About: Daniel Security researcher for nearly
Malicious Websites uncover vulnerabilities (browser, plugins, webapp, server), initiate attack steal sensitive information, install malware, compromise victim s machine Malicious Websites uncover vulnerabilities
Running Head: AWARENESS OF BYOD SECURITY CONCERNS 1. Awareness of BYOD Security Concerns. Benjamin Tillett-Wakeley. East Carolina University
Running Head: AWARENESS OF BYOD SECURITY CONCERNS 1 Awareness of BYOD Security Concerns Benjamin Tillett-Wakeley East Carolina University AWARENESS OF BYOD SECURITY CONCERNS 2 Abstract This paper will
NTT R&D s anti-malware technologies
NTT R&D s anti-malware technologies Jan. 21, 2015 NTT Secure Platform Laboratories Takeo HARIU Threats causes most of cyber attacks Major infection routes are web browsing, URL links in email messages,
AVOIDING ONLINE THREATS CYBER SECURITY MYTHS, FACTS, TIPS. ftrsecure.com
AVOIDING ONLINE THREATS CYBER SECURITY MYTHS, FACTS, TIPS ftrsecure.com Can You Separate Myths From Facts? Many Internet myths still persist that could leave you vulnerable to internet crimes. Check out
Monitoring mobile communication network, how does it work? How to prevent such thing about that?
Monitoring mobile communication network, how does it work? How to prevent such thing about that? 潘 維 亞 周 明 哲 劉 子 揚 (P78017058) (P48027049) (N96011156) 1 Contents How mobile communications work Why monitoring?
Detailed Description about course module wise:
Detailed Description about course module wise: Module 1: Basics of Networking and Major Protocols 1.1 Networks and its Types. 1.2 Network Topologies 1.3 Major Protocols and their Functions 1.4 OSI Reference
Managing Mobility. 10 top tips for Enterprise Mobility Management
Managing Mobility 10 top tips for Enterprise Mobility Management About Trinsic Trinsic is a new kind of business communications specialist, built from the ground up to help your organisation leave behind
OS Security. Malware (Part 2) & Intrusion Detection and Prevention. Radboud University Nijmegen, The Netherlands. Winter 2015/2016
OS Security Malware (Part 2) & Intrusion Detection and Prevention Radboud University Nijmegen, The Netherlands Winter 2015/2016 A short recap Different categories of malware: Virus (self-reproducing, needs
Total Enterprise Mobility
Total Enterprise Mobility Presented by Wlodek Dymaczewski, IBM Wlodek Dymaczewski [email protected] www.maas360.com Top Enterprise Mobility Initiatives Embrace Bring Your Own Device (BYOD) Migrate
Mobile First Government
Mobile First Government An analysis of NIST and DISA requirements for the adoption of commercially available mobility platforms by government agencies August 2013 415 East Middlefield Road Mountain View,
Hesperbot. Analysts at IKARUS Security Software GmbH successfully removed a self-locking Android Malware from an infected smartphone
Hesperbot Analysts at IKARUS Security Software GmbH successfully removed a self-locking Android Malware from an infected smartphone Android malware is evolving at an alarming rate and becoming more aggressive
Security Threats for Mobile Platforms
Security Threats for Mobile Platforms Goran Delac Faculty of Electrical Engineering and Computing, University of Zagreb, Zagreb, Croatia Abstract - The proliferation of smart-phone devices, with ever advancing
Course Content: Session 1. Ethics & Hacking
Course Content: Session 1 Ethics & Hacking Hacking history : How it all begin Why is security needed? What is ethical hacking? Ethical Hacker Vs Malicious hacker Types of Hackers Building an approach for
DDoS Attacks: The Latest Threat to Availability. Dr. Bill Highleyman Managing Editor Availability Digest
DDoS Attacks: The Latest Threat to Availability Dr. Bill Highleyman Managing Editor Availability Digest The Anatomy of a DDoS Attack Sombers Associates, Inc. 2013 2 What is a Distributed Denial of Service
Basic PC Maintenance. Instructors. Action Center
Basic PC Maintenance The St. Edward's University workshop "Basic PC Maintenance" addresses best practices for maintaining your (Windows 7) PC at home. This document includes notes and recommendations for
Mobile Malware Network View. Kevin McNamee : Alcatel-Lucent
Mobile Malware Network View Kevin McNamee : Alcatel-Lucent Agenda Introduction How the data is collected Lies, Damn Lies and Statistics Windows PC Malware Android Malware Network Impact Examples of malware
Trust Digital Best Practices
> ARMING IT AGAINST SMARTPHONE THREATS Trust Digital Best Practices April 2009 The information contained herein is subject to change at any time, and Trust Digital makes no warranties, either express or
ONE DEVICE TO RULE THEM ALL! AUDITING MOBILE DEVICES / BYOD NSAA IT CONFERENCE OCTOBER 2, 2014
ONE DEVICE TO RULE THEM ALL! 1993 2013 1 AUDITING MOBILE DEVICES / BYOD NSAA IT CONFERENCE OCTOBER 2, 2014 2 1 AGENDA Mobile Devices / Smart Devices Implementation Models Risks & Threats Audit Program
AGENDA. Background. The Attack Surface. Case Studies. Binary Protections. Bypasses. Conclusions
MOBILE APPLICATIONS AGENDA Background The Attack Surface Case Studies Binary Protections Bypasses Conclusions BACKGROUND Mobile apps for everything == lots of interesting data Banking financial Social
APPLE WITHOUT A SHELL IOS UNDER TARGETED ATTACK Tao Wei, Min Zheng, Hui Xue & Dawn Song FireEye, Inc., USA
APPLE WITHOUT A SHELL IOS UNDER TARGETED ATTACK Tao Wei, Min Zheng, Hui Xue & Dawn Song FireEye, Inc., USA Email {tao.wei, min.zheng, hui.xue, dawn.song}@ fireeye.com ABSTRACT Apple has a strict review
Practical Attacks against Mobile Device Management (MDM) Michael Shaulov, CEO Daniel Brodie, Security Researcher Lacoon Mobile Security
Practical Attacks against Mobile Device Management (MDM) Michael Shaulov, CEO Daniel Brodie, Security Researcher Lacoon Mobile Security March 14, 2013 About: Daniel Security researcher for almost a decade
Cyber Security In High-Performance Computing Environment Prakashan Korambath Institute for Digital Research and Education, UCLA July 17, 2014
Cyber Security In High-Performance Computing Environment Prakashan Korambath Institute for Digital Research and Education, UCLA July 17, 2014 Introduction: Cyber attack is an unauthorized access to a computer
BE SAFE ONLINE: Lesson Plan
BE SAFE ONLINE: Lesson Plan Overview Danger lurks online. Web access, social media, computers, tablets and smart phones expose users to the possibility of fraud and identity theft. Learn the steps to take
G DATA MOBILE MALWARE REPORT THREAT REPORT: Q1/2015
G DATA MOBILE MALWARE REPORT THREAT REPORT: Q1/2015 CONTENTS At a glance 03-03 Forecasts and trends 03-03 Current situation: 4,900 new Android malware samples every day 04-04 Half of Android malware is
ASEC REPORT VOL.29 2012.06. AhnLab Monthly Security Report. Malicious Code Trend Security Trend Web Security Trend
ASEC REPORT VOL.29 2012.06 AhnLab Monthly Security Report Disclosure to or reproduction for others without the specific written authorization of AhnLab is prohibited. Copyright (c) AhnLab, Inc. All rights
How to achieve PCI DSS Compliance with Checkmarx Source Code Analysis
How to achieve PCI DSS Compliance with Checkmarx Source Code Analysis Document Scope This document aims to assist organizations comply with PCI DSS 3 when it comes to Application Security best practices.
The data which you put into our systems is yours, and we believe it should stay that way. We think that means three key things.
Privacy and Security FAQ Privacy 1. Who owns the data that organizations put into Google Apps? 2. When can Google employees access my account? 3. Who can gain access to my Google Apps administrative account?
Mobile Protection. Driving Productivity Without Compromising Protection. Brian Duckering. Mobile Trend Marketing
Driving Productivity Without Compromising Protection Brian Duckering Mobile Trend Marketing Mobile Device Explosion Paves Way for BYOD 39% 69% 340% 2,170% 2010 177M corp PCs 2015 246M corp PCs 2010 173
Utilizing Pervasive Application Monitoring and File Origin Tracking in IT Security
4 0 0 T o t t e n P o n d R o a d W a l t h a m, M A 0 2 4 5 1 7 8 1. 8 1 0. 4 3 2 0 w w w. v i e w f i n i t y. c o m Utilizing Pervasive Application Monitoring and File Origin Tracking in IT Security
AirWatch Solution Overview
AirWatch Solution Overview Marenza Altieri-Douglas - AirWatch Massimiliano Moschini Brand Specialist Itway 2014 VMware Inc. All rights reserved. Cloud Computing 2 BYOD 3 Device aziendali? 4 From Client/Server
(General purpose) Program security. What does it mean for a pgm to be secure? Depends whom you ask. Takes a long time to break its security controls.
(General purpose) Program security These ideas apply also to OS and DB. Read Chapter 3. What does it mean for a pgm to be secure? Depends whom you ask. Takes a long time to break its security controls.
Mobile phone security. Prof. Do van Thanh
Mobile phone security Prof. Do van Thanh Introduction Why do we need mobile phone security? Is the mobile phone a secure device? The answer is: Yes, but only until recently Indeed malware starts to appear
Detecting Web Application Vulnerabilities Using Open Source Means. OWASP 3rd Free / Libre / Open Source Software (FLOSS) Conference 27/5/2008
Detecting Web Application Vulnerabilities Using Open Source Means OWASP 3rd Free / Libre / Open Source Software (FLOSS) Conference 27/5/2008 Kostas Papapanagiotou Committee Member OWASP Greek Chapter [email protected]
BYOD: Should Convenience Trump Security? Francis Tam, Partner Kevin Villanueva, Senior Manager
BYOD: Should Convenience Trump Security? Francis Tam, Partner Kevin Villanueva, Senior Manager 1 AGENDA Mobile Explosion Mobile Trends BYOD Benefits, Challenges and Threats BYOD Security BYOD Strategy
Enterprise Mobility Management
Enterprise Mobility Management Security Without Compromising User Experience SESSION ID: SPO2-R03 Brian Robison Principal Technology Evangelist, XenMobile Citrix Systems, Inc. Providing the freedom to
DIVISION OF INFORMATION SECURITY (DIS) Information Security Policy Threat and Vulnerability Management V1.0 April 21, 2014
DIVISION OF INFORMATION SECURITY (DIS) Information Security Policy Threat and Vulnerability Management V1.0 April 21, 2014 Revision History Update this table every time a new edition of the document is
Chris Boykin VP of Professional Services
5/30/12 Chris Boykin VP of Professional Services Future Com! 20 years! Trusted Advisors! Best of brand partners! Brand name customers! 1000 s of solutions delivered!! 1 5/30/12 insight to the future, bringing
Lecture Embedded System Security A. R. Sadeghi, @TU Darmstadt, 2011 2012 Introduction Mobile Security
Smartphones and their applications have become an integral part of information society Security and privacy protection technology is an enabler for innovative business models Recent research on mobile
ZNetLive Malware Monitoring
Introduction The criminal ways of distributing malware or malicious software online have gone through a change in past years. In place of using USB drives, attachments or disks to distribute viruses, hackers
The evolution of virtual endpoint security. Comparing vsentry with traditional endpoint virtualization security solutions
The evolution of virtual endpoint security Comparing vsentry with traditional endpoint virtualization security solutions Executive Summary First generation endpoint virtualization based security solutions
Certified Ethical Hacker (CEH) Ethical Hacking & Counter Measures Course 9962; 5 Days, Instructor-Led
Certified Ethical Hacker (CEH) Ethical Hacking & Counter Measures Course 9962; 5 Days, Instructor-Led Course Description This class will immerse the student into an interactive environment where they will
Izplatītākie mobilo iekārtu lietošanas riski, kas apdraud organizācijas datu un informācijas sistēmu drošību Raivis Kalniņš 2015, Riga
Riga, Latvia Izplatītākie mobilo iekārtu lietošanas riski, kas apdraud organizācijas datu un informācijas sistēmu drošību Raivis Kalniņš 2015, Riga What We Do? Data Security Solutions business card Endpoints
Android vs. Apple ios Security Showdown Tom Eston
Android vs. Apple ios Security Showdown Tom Eston About Your Presenter Tom Eston CISSP, GWAPT Manger of the SecureState Profiling & Penetration Team Specializing in Attack & Penetration, Mobile Security
Mobile Security & BYOD Policy
Mobile Security & BYOD Policy Sarkis Daglian Assistant Manager, Desktop Support Office of Information Technology Isaac Straley UCI Information Security Officer Office of Information Technology Speakers
Analysis of advanced issues in mobile security in android operating system
Available online atwww.scholarsresearchlibrary.com Archives of Applied Science Research, 2015, 7 (2):34-38 (http://scholarsresearchlibrary.com/archive.html) ISSN 0975-508X CODEN (USA) AASRC9 Analysis of
