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Statistical Structures: Fingerprinting Malware for Classification and Analysis
Statistical Structures: Fingerprinting Malware for Classification and Analysis Daniel Bilar Wellesley College (Wellesley, MA) Colby College (Waterville, ME) bilar <at> alum dot dartmouth dot org Why Structural Fingerprinting? Goal: Identifying and classifying malware Problem: For any single fingerprint, balance between over-fitting (type II error) and under- fitting (type I error) hard to achieve Approach: View binaries simultaneously from different structural perspectives and perform statistical analysis on these ‘structural fingerprints’ Different Perspectives Idea: Multiple perspectives may increase likelihood of correct identification and classification Structural Description Statistical static / Perspective Fingerprint dynamic? Assembly Count different Opcode Primarily instruction instructions frequency static distribution Win 32 API Observe API calls API call vector Primarily call made dynamic System Explore graph- Graph structural Primarily Dependence modeled control and properties static Graph data dependencies Fingerprint: Opcode frequency distribution Synopsis: Statically disassemble the binary, tabulate the opcode frequencies and construct a statistical fingerprint with a subset of said opcodes. Goal: Compare opcode fingerprint across non- malicious software and malware classes for quick identification and classification purposes. Main result: ‘Rare’ opcodes explain more data variation then common ones Goodware: Opcode Distribution 1, 2 ---------.exe Procedure: -------.exe 1. Inventoried PEs (EXE, DLL, ---------.exe etc) on XP box with Advanced Disk Catalog 2. Chose random EXE samples size: 122880 with MS Excel and Index totalopcodes: 10680 3, 4 your Files compiler: MS Visual C++ 6.0 3. Ran IDA with modified class: utility (process) InstructionCounter plugin on sample PEs 0001. 002145 20.08% mov 4. Augmented IDA output files 0002. 001859 17.41% push with PEID results (compiler) 0003. 000760 7.12% call and general ‘functionality 0004. -
Botnets, Cybercrime, and Cyberterrorism: Vulnerabilities and Policy Issues for Congress
Order Code RL32114 Botnets, Cybercrime, and Cyberterrorism: Vulnerabilities and Policy Issues for Congress Updated January 29, 2008 Clay Wilson Specialist in Technology and National Security Foreign Affairs, Defense, and Trade Division Botnets, Cybercrime, and Cyberterrorism: Vulnerabilities and Policy Issues for Congress Summary Cybercrime is becoming more organized and established as a transnational business. High technology online skills are now available for rent to a variety of customers, possibly including nation states, or individuals and groups that could secretly represent terrorist groups. The increased use of automated attack tools by cybercriminals has overwhelmed some current methodologies used for tracking Internet cyberattacks, and vulnerabilities of the U.S. critical infrastructure, which are acknowledged openly in publications, could possibly attract cyberattacks to extort money, or damage the U.S. economy to affect national security. In April and May 2007, NATO and the United States sent computer security experts to Estonia to help that nation recover from cyberattacks directed against government computer systems, and to analyze the methods used and determine the source of the attacks.1 Some security experts suspect that political protestors may have rented the services of cybercriminals, possibly a large network of infected PCs, called a “botnet,” to help disrupt the computer systems of the Estonian government. DOD officials have also indicated that similar cyberattacks from individuals and countries targeting economic, -
Attribution and Response to Cybercrime/Terrorism/Warfare Susan W
Journal of Criminal Law and Criminology Volume 97 Article 2 Issue 2 Winter Winter 2007 At Light Speed: Attribution and Response to Cybercrime/Terrorism/Warfare Susan W. Brenner Follow this and additional works at: https://scholarlycommons.law.northwestern.edu/jclc Part of the Criminal Law Commons, Criminology Commons, and the Criminology and Criminal Justice Commons Recommended Citation Susan W. Brenner, At Light Speed: Attribution and Response to Cybercrime/Terrorism/Warfare, 97 J. Crim. L. & Criminology 379 (2006-2007) This Symposium is brought to you for free and open access by Northwestern University School of Law Scholarly Commons. It has been accepted for inclusion in Journal of Criminal Law and Criminology by an authorized editor of Northwestern University School of Law Scholarly Commons. 0091-4169/07/9702-0379 THE JOURNALOF CRIMINAL LAW & CRIMINOLOGY Vol. 97. No. 2 Copyright 0 2007 by NorthwesternUniversity. Schoolof Low Printedin U.S.A. "AT LIGHT SPEED": ATTRIBUTION AND RESPONSE TO CYBERCRIME/TERRORISM/WARFARE SUSAN W. BRENNER* This Article explains why and how computer technology complicates the related processes of identifying internal (crime and terrorism) and external (war) threats to social order of respondingto those threats. First, it divides the process-attribution-intotwo categories: what-attribution (what kind of attack is this?) and who-attribution (who is responsiblefor this attack?). Then, it analyzes, in detail, how and why our adversaries' use of computer technology blurs the distinctions between what is now cybercrime, cyberterrorism, and cyberwarfare. The Article goes on to analyze how and why computer technology and the blurring of these distinctions erode our ability to mount an effective response to threats of either type. -
A the Hacker
A The Hacker Madame Curie once said “En science, nous devons nous int´eresser aux choses, non aux personnes [In science, we should be interested in things, not in people].” Things, however, have since changed, and today we have to be interested not just in the facts of computer security and crime, but in the people who perpetrate these acts. Hence this discussion of hackers. Over the centuries, the term “hacker” has referred to various activities. We are familiar with usages such as “a carpenter hacking wood with an ax” and “a butcher hacking meat with a cleaver,” but it seems that the modern, computer-related form of this term originated in the many pranks and practi- cal jokes perpetrated by students at MIT in the 1960s. As an example of the many meanings assigned to this term, see [Schneier 04] which, among much other information, explains why Galileo was a hacker but Aristotle wasn’t. A hack is a person lacking talent or ability, as in a “hack writer.” Hack as a verb is used in contexts such as “hack the media,” “hack your brain,” and “hack your reputation.” Recently, it has also come to mean either a kludge, or the opposite of a kludge, as in a clever or elegant solution to a difficult problem. A hack also means a simple but often inelegant solution or technique. The following tentative definitions are quoted from the jargon file ([jargon 04], edited by Eric S. Raymond): 1. A person who enjoys exploring the details of programmable systems and how to stretch their capabilities, as opposed to most users, who prefer to learn only the minimum necessary. -
Recent Developments in Cybersecurity Melanie J
American University Business Law Review Volume 2 | Issue 2 Article 1 2013 Fiddling on the Roof: Recent Developments in Cybersecurity Melanie J. Teplinsky Follow this and additional works at: http://digitalcommons.wcl.american.edu/aublr Part of the Law Commons Recommended Citation Teplinsky, Melanie J. "Fiddling on the Roof: Recent Developments in Cybersecurity." American University Business Law Review 2, no. 2 (2013): 225-322. This Article is brought to you for free and open access by the Washington College of Law Journals & Law Reviews at Digital Commons @ American University Washington College of Law. It has been accepted for inclusion in American University Business Law Review by an authorized administrator of Digital Commons @ American University Washington College of Law. For more information, please contact [email protected]. ARTICLES FIDDLING ON THE ROOF: RECENT DEVELOPMENTS IN CYBERSECURITY MELANIE J. TEPLINSKY* TABLE OF CONTENTS Introduction .......................................... ..... 227 I. The Promise and Peril of Cyberspace .............. ........ 227 II. Self-Regulation and the Challenge of Critical Infrastructure ......... 232 III. The Changing Face of Cybersecurity: Technology Trends ............ 233 A. Mobile Technology ......................... 233 B. Cloud Computing ........................... ...... 237 C. Social Networking ................................. 241 IV. The Changing Face of Cybersecurity: Cyberthreat Trends ............ 244 A. Cybercrime ................................. ..... 249 1. Costs of Cybercrime -
Undergraduate Report
UNDERGRADUATE REPORT Attack Evolution: Identifying Attack Evolution Characteristics to Predict Future Attacks by MaryTheresa Monahan-Pendergast Advisor: UG 2006-6 IINSTITUTE FOR SYSTEMSR RESEARCH ISR develops, applies and teaches advanced methodologies of design and analysis to solve complex, hierarchical, heterogeneous and dynamic problems of engineering technology and systems for industry and government. ISR is a permanent institute of the University of Maryland, within the Glenn L. Martin Institute of Technol- ogy/A. James Clark School of Engineering. It is a National Science Foundation Engineering Research Center. Web site http://www.isr.umd.edu Attack Evolution 1 Attack Evolution: Identifying Attack Evolution Characteristics To Predict Future Attacks MaryTheresa Monahan-Pendergast Dr. Michel Cukier Dr. Linda C. Schmidt Dr. Paige Smith Institute of Systems Research University of Maryland Attack Evolution 2 ABSTRACT Several approaches can be considered to predict the evolution of computer security attacks, such as statistical approaches and “Red Teams.” This research proposes a third and completely novel approach for predicting the evolution of an attack threat. Our goal is to move from the destructive nature and malicious intent associated with an attack to the root of what an attack creation is: having successfully solved a complex problem. By approaching attacks from the perspective of the creator, we will chart the way in which attacks are developed over time and attempt to extract evolutionary patterns. These patterns will eventually -
Cyber Warfare a “Nuclear Option”?
CYBER WARFARE A “NUCLEAR OPTION”? ANDREW F. KREPINEVICH CYBER WARFARE: A “NUCLEAR OPTION”? BY ANDREW KREPINEVICH 2012 © 2012 Center for Strategic and Budgetary Assessments. All rights reserved. About the Center for Strategic and Budgetary Assessments The Center for Strategic and Budgetary Assessments (CSBA) is an independent, nonpartisan policy research institute established to promote innovative thinking and debate about national security strategy and investment options. CSBA’s goal is to enable policymakers to make informed decisions on matters of strategy, secu- rity policy and resource allocation. CSBA provides timely, impartial, and insight- ful analyses to senior decision makers in the executive and legislative branches, as well as to the media and the broader national security community. CSBA encour- ages thoughtful participation in the development of national security strategy and policy, and in the allocation of scarce human and capital resources. CSBA’s analysis and outreach focus on key questions related to existing and emerging threats to US national security. Meeting these challenges will require transforming the national security establishment, and we are devoted to helping achieve this end. About the Author Dr. Andrew F. Krepinevich, Jr. is the President of the Center for Strategic and Budgetary Assessments, which he joined following a 21-year career in the U.S. Army. He has served in the Department of Defense’s Office of Net Assessment, on the personal staff of three secretaries of defense, the National Defense Panel, the Defense Science Board Task Force on Joint Experimentation, and the Defense Policy Board. He is the author of 7 Deadly Scenarios: A Military Futurist Explores War in the 21st Century and The Army and Vietnam. -
CONTENTS in THIS ISSUE Fighting Malware and Spam
MARCH 2008 Fighting malware and spam CONTENTS IN THIS ISSUE 2 COMMENT EVASIVE ACTION Home (page) renovations Pandex has attracted very little attention from the media and generated little 3 NEWS discussion between malware Botherders herded researchers and among the 29A folds general populace. Chandra Prakash and Adam Thomas provide an overview of the Pandex operation and take an in-depth look at VIRUS PREVALENCE TABLE 3 the underlying code that has allowed this malware to evade detection for so long. 4 MALWARE ANALYSIS page 4 Pandex: the botnet that could PACKING A PUNCH In the fi nal part of the series on exepacker 9 FEATURE blacklisting, Robert Neumann takes a look at how all the processing and analysis techniques are put Exepacker blacklisting part 3 into practice in a real-life situation. page 9 15 CONFERENCE REPORT AVG TURNS 8 Black Hat DC and CCC 24C3 John Hawes gets his hands on a preview version of the latest offering from AVG. 18 PRODUCT REVIEW page 18 AVG Internet Security 8 22 END NOTES & NEWS This month: anti-spam news and events, and Ken Simpson considers the implications of rising spam volume despite increasing accuracy of content fi lters. ISSN 1749-7027 COMMENT ‘It is hoped that within all sizes of business. It is hoped that the comment facility will promote discussion among visitors and that the comment facility in some cases the more knowledgeable of VB’s readers will promote will be able to guide and assist those less well versed in discussion among the complexities of anti-malware technologies. -
Nadzor in Zasebnost V Informacijski Družbi
Matej Kovačič NADZOR IN ZASEBNOST V INFORMACIJSKI DRUŽBI Filozofski, sociološki, pravni in tehnični vidiki nadzora in zasebnosti na internetu Znanstvena knjižnica Fakulteta za družbene vede Ljubljana, 2006 Matej Kovačič NADZOR IN ZASEBNOST V INFORMACIJSKI DRUŽBI Filozofski, sociološki, pravni in tehnični vidiki nadzora in zasebnosti na internetu Izdajatelj: Univerza v Ljubljani, Fakulteta za družbene vede Kardeljeva ploščad 5, Ljubljana Zbirka: Znanstvena knjižnica 55 Urednik: dr. Niko Toš Uredniški odbor: dr. Vlado Benko, dr. Zdenko Roter, dr. Tomo Korošec, dr. Vlado Miheljak, dr. Niko Toš Recenzenta: dr. Slavko Splichal dr. Alenka Šelih Likovna oprema: Polona Mesec-Kurdija Lektura: Dora Mali CIP - Kataložni zapis o publikaciji Narodna in univerzitetna knjižnica, Ljubljana 342.721:004.738.5 004.738.5 KOVAČIČ, Matej, 1974- Nadzor in zasebnost v informacijski družbi [Elektronski vir] : filozofski, sociološki, pravni in tehnični vidiki nadzora in zasebnosti na internetu / Matej Kovačič. - Ljubljana : Fakulteta za družbene vede, 2006. - (Znanstvena knjižnica / Fakulteta za družbene vede ; 55) Način dostopa (URL): http://dk.fdv.uni-lj.si/eknjige/EK_Kovacic_2006_Nadzor.pdf . - Opis temelji na verziji z dne 19.12.2006 ISBN-10 961-235-261-5 ISBN-13 978-961-235-261-5 230725632 Knjigo je sofinancirala Agencija za raziskovalno dejavnost Republike Slovenije. Knjiga je izdana pod Creative Commons licenco: “Priznanje avtorstva-Nekomercialno-Deljenje pod enakimi pogoji 2.5 Slovenija”. Celotno pravno besedilo licence je dostopno na spletni strani: <http://creativecommons.org/licenses/by-nc- -
Wannacry Ransomware
KNOW THE UNKNOWN® Success Story: WannaCry Ransomware WHITE PAPER Challenge Stopping a Worm & Saving Millions Worms like WannaCry and Petya operate as essentially Even the most recent of these attacks like WannaCry and zero-day attacks: they can lie dormant on our networks Petya still echo the basic principles of past-worms, and as and then rapidly spread between devices upon waking up. such, they are both preventable and stoppable. During The consequences of being hit by one is dramatic: precious the Code Red, Nimda, and ILOVEYOU attacks of the early- data is either ransom-locked or wiped and thus often 2000s, businesses that had invested in a NIKSUN-like irrecoverable. This means millions in lost data, restoration solution were able to run a rapid report to get a list of fees, public relations, and stock-holder confidence. all infected devices and cut them off from their network. Instead of thousands of machines being affected, they When FedEx was hit by Petya, for example, their subsidiary were able to resolve the incident with minor losses of TNT Express experienced “widespread service delays” and hundreds or less. This process takes a mere few minutes were unable to “fully restore all of the affected systems and thus could have saved Reckitt Benckiser from their and recover all of the critical business data that was hour-long attack. encrypted by the virus.”1 Shares in the company dropped 3.4% in the wake of the attack.2 Total, 100% visibility is simply the only way to stop these worms from becoming too damaging. -
Common Threats to Cyber Security Part 1 of 2
Common Threats to Cyber Security Part 1 of 2 Table of Contents Malware .......................................................................................................................................... 2 Viruses ............................................................................................................................................. 3 Worms ............................................................................................................................................. 4 Downloaders ................................................................................................................................... 6 Attack Scripts .................................................................................................................................. 8 Botnet ........................................................................................................................................... 10 IRCBotnet Example ....................................................................................................................... 12 Trojans (Backdoor) ........................................................................................................................ 14 Denial of Service ........................................................................................................................... 18 Rootkits ......................................................................................................................................... 20 Notices ......................................................................................................................................... -
Tangled Web : Tales of Digital Crime from the Shadows of Cyberspace
TANGLED WEB Tales of Digital Crime from the Shadows of Cyberspace RICHARD POWER A Division of Macmillan USA 201 West 103rd Street, Indianapolis, Indiana 46290 Tangled Web: Tales of Digital Crime Associate Publisher from the Shadows of Cyberspace Tracy Dunkelberger Copyright 2000 by Que Corporation Acquisitions Editor All rights reserved. No part of this book shall be reproduced, stored in a Kathryn Purdum retrieval system, or transmitted by any means, electronic, mechanical, pho- Development Editor tocopying, recording, or otherwise, without written permission from the Hugh Vandivier publisher. No patent liability is assumed with respect to the use of the infor- mation contained herein. Although every precaution has been taken in the Managing Editor preparation of this book, the publisher and author assume no responsibility Thomas Hayes for errors or omissions. Nor is any liability assumed for damages resulting from the use of the information contained herein. Project Editor International Standard Book Number: 0-7897-2443-x Tonya Simpson Library of Congress Catalog Card Number: 00-106209 Copy Editor Printed in the United States of America Michael Dietsch First Printing: September 2000 Indexer 02 01 00 4 3 2 Erika Millen Trademarks Proofreader Benjamin Berg All terms mentioned in this book that are known to be trademarks or ser- vice marks have been appropriately capitalized. Que Corporation cannot Team Coordinator attest to the accuracy of this information. Use of a term in this book should Vicki Harding not be regarded as affecting the validity of any trademark or service mark. Design Manager Warning and Disclaimer Sandra Schroeder Every effort has been made to make this book as complete and as accurate Cover Designer as possible, but no warranty or fitness is implied.