Antivirus software was originally developed to detect and remove computer viruses, hence the name. However, with the proliferation of other kinds of malware, antivirus software started to provide protection from other computer threats. In particular, modern antivirus software can protect from: malicious Browser Helper Objects (BHOs), browser hijackers, ransomware, keyloggers, backdoors, rootkits, trojan horses, worms, malicious LSPs, dialers, fraudtools, adware and spyware. Some products also include protection from other computer threats, such as infected and malicious URLs, spam, scam and phishing attacks, online identity (privacy), online banking attacks, social engineering techniques, Advanced Persistent Threat (APT), botnets DDoS attacks.
- 1 History
- 2 Identification methods
- 3 Issues of concern
- 4 Performance and other drawbacks
- 5 Alternative solutions
- 6 Usage and risks
- 7 See also
- 8 References
- 9 Bibliography
- 10 External links
1949-1980 period (pre-antivirus days)
Although the roots of the computer virus date back as early as 1949, when the Hungarian scientist John von Neumann published the "Theory of self-reproducing automata", the first known computer virus appeared in 1971 and was dubbed the "Creeper virus". This computer virus infected Digital Equipment Corporation's (DEC) PDP-10 mainframe computers running the TENEX operating system.
The Creeper virus was eventually deleted by a program created by Ray Tomlinson and known as "The Reaper". Some people consider "The Reaper" the first antivirus software ever written - it may be the case, but it is important to note that the Reaper was actually a virus itself specifically designed to remove the Creeper virus.
In 1983, the term "computer virus" was coined by Fred Cohen in one of the first ever published academic papers on computer viruses. Cohen used the term "computer virus" to describe a program that: "affect other computer programs by modifying them in such a way as to include a (possibly evolved) copy of itself." (note that a more recent, and precise, definition of computer virus has been given by the Hungarian security researcher Péter Szőr: "a code that recursively replicates a possibly evolved copy of itself")
The first IBM PC-compatible "in the wild" computer virus, and one of the first real widespread infections, was "Brain" in 1986. From then, the number of viruses has grown exponentially. Most of the computer viruses written in the early and mid-1980s were limited to self-reproduction and had no specific damage routine built into the code. That changed when more and more programmers became acquainted with computer virus programming and created viruses that manipulated or even destroyed data on infected computers.
Before internet connectivity was widespread, computer viruses were typically spread by infected floppy disks. Antivirus software came into use, but was updated relatively infrequently. During this time, virus checkers essentially had to check executable files and the boot sectors of floppy disks and hard disks. However, as internet usage became common, viruses began to spread online.
1980-1990 period (early days)
There are competing claims for the innovator of the first antivirus product. Possibly, the first publicly documented removal of an "in the wild" computer virus (i.e. the "Vienna virus") was performed by Bernd Fix in 1987.
In 1987, Andreas Lüning and Kai Figge founded G Data Software and released their first antivirus product for the Atari ST platform. Later in the same year, also the Ultimate Virus Killer (UVK) 2000 antivirus was released.
In 1987, in USA, John McAfee founded the McAfee company (now part of Intel Security) and, at the end of that year, he released the first version of VirusScan. In the meanwhile, in Slovakia, Peter Paško and Miroslav Trnka created the first version of NOD32 antivirus (albeit they established ESET only in 1992).
In 1987, Fred Cohen wrote that there is no algorithm that can perfectly detect all possible computer viruses.
The first antivirus signatures were simply hashes of the entire files or sequences of bytes that represented the particular malware.
Finally, in the end of 1987, the first two heuristic antivirus utilities were released: FluShot Plus by Ross Greenberg and Anti4us by Erwin Lanting. However, the kind of heuristic they were using was totally different from the one used today by many antivirus products. The first antivirus product with an heuristic engine which resembles the ones used nowadays was F-PROT in 1991. The early heuristic engines were based on dividing the binary in different sections: data section, code section (in legitimate binary it usually starts always from the same location). Indeed the initial viruses re-organise the layout of the sections, or override the initial portion of section in order to jump to the very end of the file where malicious code was located and then, later on, go back to resume the execution of the original code. This was a very specific pattern, not used at the time by any legitimate software, that initially represented a very nice heuristic to catch where something was suspicious or not. Later, in time, other kind of more advanced heuristics have been added, such as: suspicious sections name, incorrect header size, wildcards and regular expressions and partial pattern in-mermory metching.
In 1988, the growth of antivirus companies continued. In Germany, Tjark Auerbach founded Avira (H+BEDV at the time) and released the first version of AntiVir (named "Luke Filewalker" at the time). In Bulgaria, Dr. Vesselin Bontchev released his first freeware antivirus program (he later joined FRISK Software). Also Frans Veldman released the first version of ThunderByte Antivirus, also known as TBAV (he sold his company to Norman Safeground in 1998). In Czech Republic, Pavel Baudiš and Eduard Kučera started avast! (at the time ALWIL Software) and released their first version of avast! antivirus. In June 1988, in South Korea, Dr. Ahn Cheol-Soo released its first antivirus software, called V1 (he founded AhnLab later in 1995). Finally, in the Autumn 1988, in United Kingdom, Alan Solomon founded S&S International and created his Dr. Solomon's Anti-Virus Toolkit (although he launched it commercially only in 1991 - in 1998 Dr. Solomon’s company was acquired by McAfee). At the end of the year, in the USA, Ross M. Greenberg released his second antivirus program, called VirexPC.
Also in 1988, a mailing list named VIRUS-L was started on the BITNET/EARN network where new viruses and the possibilities of detecting and eliminating viruses were discussed. Some members of this mailing list were: Alan Solomon, Eugene Kaspersky (Kaspersky Lab), Friðrik Skúlason (FRISK Software), John McAfee (McAfee), Luis Corrons (Panda Security), Mikko Hyppönen (F-Secure), Péter Szőr, Tjark Auerbach (Avira) and Dr. Vesselin Bontchev (FRISK Software).
In 1989, in Iceland, Friðrik Skúlason created the first version of F-PROT Anti-Virus back in 1989 (he founded FRISK Software only in 1993). In the meanwhile, in USA, Symantec (founded by Gary Hendrix in 1982) launched its first Symantec antivirus for Macintosh (SAM). SAM 2.0, released March 1990, incorporated technology allowing users to easily update SAM to intercept and eliminate new viruses, including many that didn't exist at the time of the program's release.
In the end of the 1980s, in United Kingdom, Jan Hruska and Peter Lammer founded the security firm Sophos and began producing their first antivirus and encryption products. In the same period, in Hungary, also VirusBuster was founded (which has recently being incorporated by Sophos).
1990-2000 period (emergence of the antivirus industry)
In 1990, in Spain, Mikel Urizarbarrena founded Panda Security (Panda Software at the time). In Hungary, the security researcher Péter Szőr released the first version of Pasteur antivirus. In Italy, Gianfranco Tonello created the first version of VirIT eXplorer antivirus (he founded TG Soft one year later). Finally, in the end of the year, Trend Micro released its first antivirus software, named PC-Cillin.
In 1990, the Computer Antivirus Research Organization (CARO) was founded. In 1991, CARO released the "Virus Naming Scheme", originally written by Friðrik Skúlason and Vesselin Bontchev. Although this naming scheme is now outdated, it remains the only existing standard that most computer security companies and researchers ever attempted to adopt. CARO members includes: Alan Solomon, Costin Raiu, Dmitry Gryaznov, Eugene Kaspersky, Friðrik Skúlason, Igor Muttik, Mikko Hyppönen, Morton Swimmer, Nick FitzGerald, Padgett Peterson, Peter Ferrie, Righard Zwienenberg and Dr. Vesselin Bontchev.
In 1991, in the USA, Symantec released the first version of Norton Anti-Virus. In the same year, in Czechoslovakia, Jan Gritzbach and Tomáš Hofer founded AVG Technologies (Grisoft at the time), although they released the first version of their Anti-Virus Guard (AVG) only in 1992. On the other hand, in Finland, F-Secure (founded in 1988 by Petri Allas and Risto Siilasmaa - with the name of Data Fellows) released the first version of their antivirus product. F-Secure claims to be the first antivirus firm to establish a presence on the World Wide Web.
In 1991, the European Institute for Computer Antivirus Research (EICAR) was founded to further antivirus research and improve development of antivirus software.
Over time other companies were been founded. In 1996, in Romania, Bitdefender was founded and released the first version of Anti-Virus eXpert (AVX). In 1997, in Russia, Eugene Kaspersky and Natalia Kaspersky co-founded security firm Kaspersky Lab.
In 2000, Rainer Link and Howard Fuhs started the first open source antivirus engine, called OpenAntivirus Project.
In 2001, Tomasz Kojm released the first version of ClamAV, the first ever open source antivirus engine to be commercialised. In 2007, ClamAV was bought by Sourcefire, which in turn was acquired by Cisco Systems in 2013.
2005 to present
As always-on broadband connections became the norm, and more and more viruses were released, it became essential to update antiviruses more and more frequently. Even then, a new zero-day or next-generation malware could become widespread before antivirus firms released an update to protect against it.
In 2007, AV-TEST reported a number of 5,490,960 new unique malware samples (based on MD5) only for that year. In 2012 and 2013, antivirus firms reported a new malware samples range from 300.000 to over 500.000 per day.
Slowly, in order to catch up with the malware productions, antivirus firms have moved to more and more complex algorithms.
Over the years it has become necessary for antivirus software to use several different strategies (e.g. specific email and network protection or low level modules) and detections algorithms, as well as to check an increasing variety of files, rather than just executables, for several reasons:
- Powerful macros used in word processor applications, such as Microsoft Word, presented a risk. Virus writers could use the macros to write viruses embedded within documents. This meant that computers could now also be at risk from infection by opening documents with hidden attached macros.
- The possibility of embedding executable objects inside otherwise non-executable file formats can make opening those files a risk.
- Later email programs, in particular Microsoft's Outlook Express and Outlook, were vulnerable to viruses embedded in the email body itself. A user's computer could be infected by just opening or previewing a message.
In November 2009, Panda Security unveiled its first Cloud-based antivirus technology, the first commercial CloudAV ever released. A year after, Sophos also added to its host-based antivirus product a Cloud-based one. In the following years, many other antivirus firms have added a CloudAV to their security products (see Comparison of antivirus software for a complete overview).
Most recently, the industry has seen approaches to the problem of detecting and mitigating Zero-day attacks. One method from Bromium involves micro-virtualization to protect desktops from malicious code execution initiated by the end user. Another approach from SentinelOne focuses on behavioral detection by building a full context around every process execution path in real time. 
One of the few solid theoretical results in the study of computer viruses is Frederick B. Cohen's 1987 demonstration that there is no algorithm that can perfectly detect all possible viruses. However, using different layer of defense, a good detection rate may be achieved.
There are several methods which antivirus engine can use to identify malware:
- Signature-based detection: is the most common method. To identify viruses and other malware, the antivirus engine compares the contents of a file to its database of known malware signatures.
- Heuristic-based detection: is generally used together with signature-based detection. It detects malware based on characteristics typically used in known malware code.
- Behavioural-based detection: is similar to heuristic-based detection and used also in Intrusion Detection System. The main difference is that, instead of characteristics hardcoded in the malware code itself, it is based on the behavioural fingerprint of the malware at run-time. Clearly, this technique is able to detect (known or unknown) malware only after they have starting doing their malicious actions.
- Sandbox detection: is a particular behavioural-based detection technique that, instead of detecting the behavioural fingerprint at run time, it executes the programs in a virtual environment, logging what actions the program performs. Depending on the actions logged, the antivirus engine can determine if the program is malicious or not. If not, then, the program is executed in the real environment. Albeit this technique has shown to be quite effective, given its heaviness and slowness, it is rarely used in end-user antivirus solutions.
- Data mining techniques: are one of the latest approach applied in malware detection. Data mining and machine learning algorithms are used to try to classify the behaviour of a file (as either malicious or benign) given a series of file features, that are extracted from the file itself.
Traditional antivirus software relies heavily upon signatures to identify malware.
Substantially, when a malware arrives in the hands of an antivirus firm, it is analysed by malware researchers or by dynamic analysis systems. Then, once it is determined to be a malware, a proper signature of the file is extracted and added to the signatures database of the antivirus software. When a particular file has to be scanned, the antivirus engine compares the contents of the file with all the malware signatures in the signatures database. If the file matches one signature, then the engine knows which malware it is and which procedure has to be performed in order to clean the infection.
Signature-based detection technique can be very effective but, clearly, cannot defend against malware unless some of its samples have already been obtained, a proper signature generated and the antivirus product updated. Signature-based detection systems rely on the premise that, generally speaking, the more infective a malware is the faster arrives in the hands of security researchers. Thus, even if it does not guarantee perfection, it protects from the most widespread threats. However, this approach is not really effective against zero-day or next-generation malware, i.e. malware that has not been yet encountered/analysed.
As new malware are being created each day, the signature-based detection approach requires frequent updates of the signatures database. To assist the antivirus firms, the software may automatically upload new malware to the company or allow the user to manually do it, allowing the antivirus firms to dramatically shorten the life of those threats. Some antivirus products includes also advanced software to spot zero-day or next-generation malware.
Although the signature-based approach can effectively contain malware outbreaks, malware authors have tried to stay a step ahead of such software by writing "oligomorphic", "polymorphic" and, more recently, "metamorphic" viruses, which encrypt parts of themselves or otherwise modify themselves as a method of disguise, so as to not match virus signatures in the dictionary.
Many viruses start as a single infection and through either mutation or refinements by other attackers, can grow into dozens of slightly different strains, called variants. Generic detection refers to the detection and removal of multiple threats using a single virus definition.
For example, the Vundo trojan has several family members, depending on the antivirus vendor's classification. Symantec classifies members of the Vundo family into two distinct categories, Trojan.Vundo and Trojan.Vundo.B.
While it may be advantageous to identify a specific virus, it can be quicker to detect a virus family through a generic signature or through an inexact match to an existing signature. Virus researchers find common areas that all viruses in a family share uniquely and can thus create a single generic signature. These signatures often contain non-contiguous code, using wildcard characters where differences lie. These wildcards allow the scanner to detect viruses even if they are padded with extra, meaningless code. A detection that uses this method is said to be "heuristic detection."
Anti-virus software can attempt to scan for rootkits. A rootkit is a type of malware designed to gain administrative-level control over a computer system without being detected. Rootkits can change how the operating system functions and in some cases can tamper with the anti-virus program and render it ineffective. Rootkits are also difficult to remove, in some cases requiring a complete re-installation of the operating system.
Real-time protection, on-access scanning, background guard, resident shield, autoprotect, and other synonyms refer to the automatic protection provided by most antivirus, anti-spyware, and other anti-malware programs. This monitors computer systems for suspicious activity such as computer viruses, spyware, adware, and other malicious objects in 'real-time', in other words while data loaded into the computer's active memory: when inserting a CD, opening an email, or browsing the web, or when a file already on the computer is opened or executed.
Issues of concern
Unexpected renewal costs
Some commercial antivirus software end-user license agreements include a clause that the subscription will be automatically renewed, and the purchaser's credit card automatically billed, at the renewal time without explicit approval. For example, McAfee requires users to unsubscribe at least 60 days before the expiration of the present subscription while BitDefender sends notifications to unsubscribe 30 days before the renewal. Norton AntiVirus also renews subscriptions automatically by default.
Rogue security applications
Problems caused by false positives
A "false positive" or "false alarm" is when antivirus software identifies a non-malicious file as malware. When this happens, it can cause serious problems. For example, if an antivirus program is configured to immediately delete or quarantine infected files, as is common on Microsoft Windows antivirus applications, a false positive in an essential file can render the Windows operating system or some applications unusable. Recovering from such damage to critical software infrastructure incurs technical support costs and businesses can be forced to close whilst remedial action is undertaken. For example, in May 2007 a faulty virus signature issued by Symantec mistakenly removed essential operating system files, leaving thousands of PCs unable to boot.
Also in May 2007, the executable file required by Pegasus Mail on Windows was falsely detected by Norton AntiVirus as being a Trojan and it was automatically removed, preventing Pegasus Mail from running. Norton AntiVirus had falsely identified three releases of Pegasus Mail as malware, and would delete the Pegasus Mail installer file when that happened. In response to this Pegasus Mail stated:
|“||On the basis that Norton/Symantec has done this for every one of the last three releases of Pegasus Mail, we can only condemn this product as too flawed to use, and recommend in the strongest terms that our users cease using it in favour of alternative, less buggy anti-virus packages.||”|
In April 2010, McAfee VirusScan detected svchost.exe, a normal Windows binary, as a virus on machines running Windows XP with Service Pack 3, causing a reboot loop and loss of all network access.
In September 2012, Sophos' anti-virus suite identified various update-mechanisms, including its own, as malware. If it was configured to automatically delete detected files, Sophos Antivirus could render itself unable to update, required manual intervention to fix the problem.
Running (the real-time protection of) multiple antivirus programs concurrently can degrade performance and create conflicts. However, using a concept called multiscanning, several companies (including G Data and Microsoft) have created applications which can run multiple engines concurrently.
It is sometimes necessary to temporarily disable virus protection when installing major updates such as Windows Service Packs or updating graphics card drivers. Active antivirus protection may partially or completely prevent the installation of a major update. Anti-virus software can cause problems during the installation of an operating system upgrade, e.g. when upgrading to a newer version of Windows "in place" — without erasing the previous version of Windows. Microsoft recommends that anti-virus software be disabled to avoid conflicts with the upgrade installation process.
The functionality of a few computer programs can be hampered by active anti-virus software. For example TrueCrypt, a disk encryption program, states on its troubleshooting page that anti-virus programs can conflict with TrueCrypt and cause it to malfunction or operate very slowly. Anti-virus software can impair the performance and stability of games running in the Steam platform.
Support issues also exist around antivirus application interoperability with common solutions like SSL VPN remote access and network access control products. These technology solutions often have policy assessment applications which require that an up to date antivirus is installed and running. If the antivirus application is not recognized by the policy assessment, whether because the antivirus application has been updated or because it is not part of the policy assessment library, the user will be unable to connect.
Studies in December 2007 showed that the effectiveness of antivirus software had decreased in the previous year, particularly against unknown or zero day attacks. The computer magazine c't found that detection rates for these threats had dropped from 40-50% in 2006 to 20-30% in 2007. At that time, the only exception was the NOD32 antivirus, which managed a detection rate of 68 percent. According to the ZeuS tracker website the average detection rate for all variants of the well-known ZeuS trojan is as low as 40%.
The problem is magnified by the changing intent of virus authors. Some years ago it was obvious when a virus infection was present. The viruses of the day, written by amateurs, exhibited destructive behavior or pop-ups. Modern viruses are often written by professionals, financed by criminal organizations.
Independent testing on all the major virus scanners consistently shows that none provide 100% virus detection. The best ones provided as high as 99.9% detection for simulated real-world situations, while the lowest provided 91.1% in tests conducted in August 2013. Many virus scanners produce false positive results as well, identifying benign files as malware.
Although methodologies may differ, some notable independent quality testing agencies include AV-Comparatives, ICSA Labs, West Coast Labs, Virus Bulletin, AV-TEST and other members of the Anti-Malware Testing Standards Organization.
Anti-virus programs are not always effective against new viruses, even those that use non-signature-based methods that should detect new viruses. The reason for this is that the virus designers test their new viruses on the major anti-virus applications to make sure that they are not detected before releasing them into the wild.
|“||It's something that they miss a lot of the time because this type of [ransomware virus] comes from sites that use a polymorphism, which means they basically randomize the file they send you and it gets by well-known antivirus products very easily. I've seen people firsthand getting infected, having all the pop-ups and yet they have antivirus software running and it's not detecting anything. It actually can be pretty hard to get rid of, as well, and you're never really sure if it's really gone. When we see something like that usually we advise to reinstall the operating system or reinstall backups.||”|
A proof of concept virus has used the Graphics Processing Unit (GPU) to avoid detection from anti-virus software. The potential success of this involves bypassing the CPU in order to make it much harder for security researchers to analyse the inner workings of such malware.
Detecting rootkits is a major challenge for anti-virus programs. Rootkits have full administrative access to the computer and are invisible to users and hidden from the list of running processes in the task manager. Rootkits can modify the inner workings of the operating system and tamper with antivirus programs.
Files which have been damaged by computer viruses, e.g. by ransomware, may be damaged beyond recovery. Anti-virus software removes the virus code from the file during disinfection, but this does not always restore the file to its undamaged state. In such circumstances, damaged files can only be restored from existing backups or shadow copies; installed software that is damaged requires re-installation (however, see System File Checker).
Active anti-virus software can interfere with a firmware update process. Any writeable firmware in the computer can be infected by malicious code. This is a major concern, as an infected BIOS could require the actual BIOS chip to be replaced to ensure the malicious code is completely removed. Anti-virus software is not effective at protecting firmware and the motherboard BIOS from infection. In 2014, security researchers discovered that USB devices contain writeable firmware which can be modified with malicious code (dubbed "BadUSB"), which anti-virus software cannot detect or prevent. The malicious code can run undetected on the computer and could even infect the operating system prior to it booting up.
Performance and other drawbacks
Furthermore, inexperienced users can be lulled into a false sense of security when using the computer, considering themselves to be invulnerable, and may have problems understanding the prompts and decisions that antivirus software presents them with. An incorrect decision may lead to a security breach. If the antivirus software employs heuristic detection, it must be fine-tuned to minimize misidentifying harmless software as malicious (false positive).
Antivirus software itself usually runs at the highly trusted kernel level of the operating system to allow it access to all the potential malicious process and files, creating a potential avenue of attack.
Installed antivirus solutions, running on an individual computers, although the most used, is only one method of guarding against malware. Other alternative solutions are also used, including: Unified Threat Management (UTM), hardware and network firewalls, Cloud-based antivirus and on-line scanners.
Hardware and network Firewall
Network firewalls prevent unknown programs and processes from accessing the system. However, they are not antivirus systems and make no attempt to identify or remove anything. They may protect against infection from outside the protected computer or network, and limit the activity of any malicious software which is present by blocking incoming or outgoing requests on certain TCP/IP ports. A firewall is designed to deal with broader system threats that come from network connections into the system and is not an alternative to a virus protection system.
Cloud antivirus is a technology that uses lightweight agent software on the protected computer, while offloading the majority of data analysis to the provider's infrastructure.
One approach to implementing cloud antivirus involves scanning suspicious files using multiple antivirus engines. This approach was proposed by an early implementation of the cloud antivirus concept called CloudAV. CloudAV was designed to send programs or documents to a network cloud where multiple antivirus and behavioral detection programs are used simultaneously in order to improve detection rates. Parallel scanning of files using potentially incompatible antivirus scanners is achieved by spawning a virtual machine per detection engine and therefore eliminating any possible issues. CloudAV can also perform "retrospective detection," whereby the cloud detection engine rescans all files in its file access history when a new threat is identified thus improving new threat detection speed. Finally, CloudAV is a solution for effective virus scanning on devices that lack the computing power to perform the scans themselves.
Some antivirus vendors maintain websites with free online scanning capability of the entire computer, critical areas only, local disks, folders or files. Periodic online scanning is a good idea for those that run antivirus applications on their computers because those applications are frequently slow to catch threats. One of the first things that malicious software does in an attack is disable any existing antivirus software and sometimes the only way to know of an attack is by turning to an online resource that is not installed on the infected computer.
Virus removal tools are available to help remove stubborn infections or certain types of infection. Examples include Trend Micro's Rootkit Buster, and rkhunter for the detection of rootkits, Avira's AntiVir Removal Tool, PCTools Threat Removal Tool, and AVG's Anti-Virus Free 2011.
A rescue disk that is bootable, such as a CD or USB storage device, can be used to run antivirus software outside of the installed operating system, in order to remove infections while they are dormant. A bootable antivirus disk can be useful when, for example, the installed operating system is no longer bootable or has malware that is resisting all attempts to be removed by the installed antivirus software. Examples of some of these bootable disks include the Avira AntiVir Rescue System, PCTools Alternate Operating System Scanner, and AVG Rescue CD. The AVG Rescue CD software can also be installed onto a USB storage device, that is bootable on newer computers.
Usage and risks
According to an FBI survey, major businesses lose $12 million annually dealing with virus incidents. A survey by Symantec in 2009 found that a third of small to medium-sized business did not use antivirus protection at that time, whereas more than 80% of home users had some kind of antivirus installed. According to a sociological survey conducted by G Data Software in 2010 49% of women did not use any antivirus program at all.
- Anti-virus and anti-malware software
- CARO, the Computer Antivirus Research Organization
- Comparison of antivirus software
- EICAR, the European Institute for Computer Antivirus Research
- Firewall software
- Internet Security
- Linux malware
- Comparison of computer viruses
- List of trojan horses
- Quarantine technology
- Sandbox (computer security)
- Timeline of notable computer viruses and worms
- Virus hoax
- lifehacker: The Difference Between Antivirus and Anti-Malware (and Which to Use)
- "What is antivirus software?". Microsoft.
- John von Neumann: "Theory of self-reproducing automata" (1949)
- Thomas Chen, Jean-Marc Robert (2004). "The Evolution of Viruses and Worms". Retrieved 2009-02-16.
- From the first email to the first YouTube video: a definitive internet history. Tom Meltzer and Sarah Phillips. The Guardian. 23 October 2009
- IEEE Annals of the History of Computing, Volumes 27-28. IEEE Computer Society, 2005. 74. Retrieved from Google Books on 13 May 2011. "[...]from one machine to another led to experimentation with the Creeper program, which became the world's first computer worm: a computation that used the network to recreate itself on another node, and spread from node to node."
- John Metcalf (2014). "Core War: Creeper & Reaper". Retrieved 2014-05-01.
- Creeper - The Virus Encyclopedia
- What was the First Antivirus Software?
- "Elk Cloner". Retrieved 2010-12-10.
- "Top 10 Computer Viruses: No. 10 - Elk Cloner". Retrieved 2010-12-10.
- "List of Computer Viruses Developed in 1980s". Retrieved 2010-12-10.
- Fred Cohen: "Computer Viruses – Theory and Experiments" (1983)
- Fred Cohen 1988 "On the implications of Computer Viruses and Methods of Defense"
- Péter Szőr: "The Art of Computer Virus Research and Defense" (2005)
- VirusBulletin: "In memoriam: Péter Szőr 1970-2013" (2013)
- History of viruses
- Leyden, John (January 19, 2006). "PC virus celebrates 20th birthday". The Register. Retrieved March 21, 2011.
- Panda Security (April 2004). "(II) Evolution of computer viruses". Archived from the original on 2 August 2009. Retrieved 2009-06-20.
- Kaspersky Lab Virus list
- Wells, Joe (1996-08-30). "Virus timeline". IBM. Archived from the original on 4 June 2008. Retrieved 2008-06-06.
- G Data Software AG (2011). "G Data presents security firsts at CeBIT 2010". Retrieved 22 August 2011.
- Karsmakers, Richard (January 2010). "The ultimate Virus Killer UVK 2000". Retrieved 22 August 2011.
- "McAfee Becomes Intel Security". McAfee Inc. Retrieved 15 January 2014.
- Cavendish, Marshall (2007). Inventors and Inventions, Volume 4. Paul Bernabeo. p. 1033. ISBN 0761477675.
- Cohen, Fred, An Undetectable Computer Virus (Archived), 1987, IBM
- Patricia A. Yevics:"Flu Shot for Computer Viruses"
- How friends help friends on the Internet: The Ross Greenberg Story
- Anti-virus is 30 years old
- A Brief History of Antivirus Software
- Antivirus software history
- VIRUS-L mailing list archive
- Symantec Softwares and Internet Security at PCM
- SAM Identifies Virus-Infected Files, Repairs Applications, InfoWorld, May 22, 1989
- SAM Update Lets Users Program for New Viruses, InfoWorld, Feb 19, 1990
- TG Soft History
- Skúlason and Bontchev: "Virus Naming Scheme" (1991)
- "CARO Members". CARO. Retrieved 6 June 2011.
- CAROids, Hamburg 2003
- "F-Secure Weblog : News from the Lab". F-secure.com. Retrieved 2012-09-23.
- "About EICAR". EICAR official website. Retrieved 28 October 2013.
- David Harley, Lysa Myers & Eddy Willems. "Test Files and Product Evaluation: the Case for and against Malware Simulation" (PDF). AVAR2010 13th Association of anti Virus Asia Researchers International Conference. Retrieved June 30, 2011.
- "Dr. Web LTD Doctor Web / Dr. Web Reviews, Best AntiVirus Software Reviews, Review Centre". Reviewcentre.com. Retrieved 2014-02-17.
- [In 1994, AV-Test.org reported 28,613 unique malware samples (based on MD5). "A Brief History of Malware; The First 25 Years"]
- "BitDefender Product History".
- "InfoWatch Management". InfoWatch. Retrieved 12 August 2013.
- "Sourcefire acquires ClamAV". ClamAV. 2007-09-17. Retrieved 2008-02-12.
- "Cisco Completes Acquisition of Sourcefire". cisco.com. 2013-10-07. Retrieved 2014-06-18.
- "(german) Interview with Morten Lund in Brandeins".
- "The digital detective: Mikko Hypponen’s war on malware is escalating." (March 2012, Wired)
- James Lyne: "Everyday cybercrime – and what you can do about it" (February 2013, TED)
- Szor 2005, pp. 66–67
- "New virus travels in PDF files". 7 August 2001. Retrieved 2011-10-29.
- Slipstick Systems (February 2009). "Protecting Microsoft Outlook against Viruses". Archived from the original on 2 June 2009. Retrieved 2009-06-18.
- Jon Oberheide: "CloudAV: N-Version Antivirus in the Network Cloud” (2008, Usenix)
- "TECHNOLOGY OVERVIEW". AVG Security. Retrieved 16 February 2015.
- NetworkWorld, Ellen Messmer, August 19, 2014:"Start-up offers up endpoint detection and response for behavior-based malware detection"
- HSToday.US, Kylie Bull, June 19, 2014:"Bromium Research Reveals Insecurity In Existing Endpoint Malware Protection Deployments"
- "Sandboxing against unknown zero day threats". Retrieved 2015-01-30.
- Szor 2005, pp. 474–481
- A Machine Learning Approach to Anti-virus System
- Data Mining Methods for Malware Detection
- Data mining and Machine Learning in Cybersecurity
- Analysis of Machine learning Techniques Used in Behavior-Based Malware Detection
- A survey of data mining techniques for malware detection using file features
- Intelligent automatic malicious code signatures extraction
- Malware Detection by Data Mining Techniques Based on Positionally Dependent Features
- Data mining methods for detection of new malicious executables
- IMDS: Intelligent Malware Detection System
- Learning to Detect and Classify Malicious Executables in the Wild
- Malware detection using statistical analysis of byte-level file content
- An intelligent PE-malware detection system based on association mining
- Malware detection based on mining API calls
- "Andromaly": a behavioral malware detection framework for android devices
- Automatic Malware Signature Generation
- Szor 2005, pp. 252–288
- "Generic detection". Kaspersky. Retrieved 2013-07-11.
- Symantec Corporation (February 2009). "Trojan.Vundo". Archived from the original on 9 April 2009. Retrieved 2009-04-14.
- Symantec Corporation (February 2007). "Trojan.Vundo.B". Archived from the original on 27 April 2009. Retrieved 2009-04-14.
- "Antivirus Research and Detection Techniques". ExtremeTech. Archived from the original on 27 February 2009. Retrieved 2009-02-24.
- Kaspersky Lab Technical Support Portal Archived 13 February 2011 at WebCite
- Kelly, Michael (October 2006). "Buying Dangerously". Retrieved 2009-11-29.
- Bitdefender (2009). "Automatic Renewal". Retrieved 2009-11-29.
- Symantec (2014). "Norton Automatic Renewal Service FAQ". Retrieved 2014-04-09.
- SpywareWarrior (2007). "Rogue/Suspect Anti-Spyware Products & Web Sites". Retrieved 2009-11-29.
- Emil Protalinski (November 11, 2008). "AVG incorrectly flags user32.dll in Windows XP SP2/SP3". Ars Technica. Retrieved 2011-02-24.
- McAfee to compensate businesses for buggy update, retrieved 2 December 2010
- Buggy McAfee update whacks Windows XP PCs, archived from the original on 13 January 2011, retrieved 2 December 2010
- Aaron Tan (May 24, 2007). "Flawed Symantec update cripples Chinese PCs". CNET Networks. Retrieved 2009-04-05.
- David Harris (June 29, 2009). "January 2010 - Pegasus Mail v4.52 Release". Pegasus Mail. Archived from the original on 28 May 2010. Retrieved 2010-05-21.
- "McAfee DAT 5958 Update Issues". 21 April 2010. Archived from the original on 24 April 2010. Retrieved 22 April 2010.
- "Botched McAfee update shutting down corporate XP machines worldwide". 21 April 2010. Archived from the original on 22 April 2010. Retrieved 22 April 2010.
- John Leyden (December 2, 2010). "Horror AVG update ballsup bricks Windows 7". The Register. Retrieved 2010-12-02.
- MSE false positive detection forces Google to update Chrome, retrieved 3 October 2011
- Sophos Antivirus Detects Itself as Malware, Deletes Key Binaries, The Next Web, retrieved 5 March 2014
- Shh/Updater-B false positive by Sophos anti-virus products, Sophos, retrieved 5 March 2014
- Microsoft (January 2007). "Plus! 98: How to Remove McAfee VirusScan". Archived from the original on 27 September 2014. Retrieved 2014-09-27.
- Robert Vamosi (May 28, 2009). "G-Data Internet Security 2010". PC World. Retrieved 2011-02-24.
- Kelly Jackson Higgins (May 5, 2010). "New Microsoft Forefront Software Runs Five Antivirus Vendors' Engines". Darkreading. Retrieved 2011-02-24.
- Microsoft (April 2009). "Steps to take before you install Windows XP Service Pack 3". Archived from the original on 8 December 2009. Retrieved 2009-11-29.
- "Upgrading from Windows Vista to Windows 7". Retrieved 24 March 2012. Mentioned within "Before you begin".
- "Upgrading to Microsoft Windows Vista recommended steps.". Retrieved 24 March 2012.
- "How to troubleshoot problems during installation when you upgrade from Windows 98 or Windows Millennium Edition to Windows XP". Last Review: May 7, 2007. Retrieved 24 March 2012. Check date values in:
|date=(help) Mentioned within "General troubleshooting".
- "Troubleshooting". Retrieved 2011-02-17.
- "Spyware, Adware, and Viruses Interfering with Steam". Retrieved 11 April 2013. Steam support page.
- Field Notice: FN - 63204 - Cisco Clean Access has Interoperability issue with Symantec Anti-virus - delays Agent start-up
- Dan Goodin (December 21, 2007). "Anti-virus protection gets worse". Channel Register. Retrieved 2011-02-24.
- Dan Illett (July 13, 2007). "Hacking poses threats to business". Computer Weekly. Retrieved 2009-11-15.
- Tom Espiner (June 30, 2008). "Trend Micro: Antivirus industry lied for 20 years". ZDNet. Retrieved 2014-09-27.
- AV Comparatives (December 2013). "Whole Product Dynamic "Real World" Production Test" (PDF). Archived (PDF) from the original on 2 January 2013. Retrieved 2 January 2014.
- Guidelines released for antivirus software tests
- Harley, David (2011). AVIEN Malware Defense Guide for the Enterprise. Elsevier. p. 487. ISBN 9780080558660. Retrieved 2013-06-10.
- Kotadia, Munir (July 2006). "Why popular antivirus apps 'do not work'". Retrieved 14 April 2010.
- The Canadian Press (April 2010). "Internet scam uses adult game to extort cash". CBC News. Archived from the original on 18 April 2010. Retrieved 17 April 2010.
- Researchers up evilness ante with GPU-assisted malware - Coming to a PC near you, by Dan Goodin
- GIBSON RESEARCH CORPORATION SERIES: Security Now!
- "Cryptolocker Ransomware: What You Need To Know". Retrieved 2014-03-28.
- "How Anti-Virus Software Works". Retrieved 2011-02-16.
- "BT Home Hub Firmware Upgrade Procedure". Retrieved 2011-03-06.
- "The 10 faces of computer malware". July 17, 2009. Retrieved 2011-03-06.
- "New BIOS Virus Withstands HDD Wipes". 27 March 2009. Retrieved 2011-03-06.
- "Phrack Inc. Persistent BIOS Infection". June 1, 2009. Archived from the original on 30 April 2011. Retrieved 2011-03-06.
- "Turning USB peripherals into BadUSB". Retrieved 2014-10-11.
- "Why the Security of USB Is Fundamentally Broken". 2014-07-31. Retrieved 2014-10-11.
- "How Antivirus Software Can Slow Down Your Computer". Support.com Blog. Retrieved 2010-07-26.
- "Softpedia Exclusive Interview: Avira 10". Ionut Ilascu. Softpedia. 14 April 2010. Retrieved 2011-09-11.
- "Norton AntiVirus ignores malicious WMI instructions". Munir Kotadia. CBS Interactive. 21 October 2004. Retrieved 2009-04-05.
- Zeltser, Lenny (October 2010). "What Is Cloud Anti-Virus and How Does It Work?". Archived from the original on 10 October 2010. Retrieved 2010-10-26.
- Jon Erickson (August 6, 2008). "Antivirus Software Heads for the Clouds". Information Week. Retrieved 2010-02-24.
- Brian Krebs (March 9, 2007). "Online Anti-Virus Scans: A Free Second Opinion". Washington Post. Retrieved 2011-02-24.
- Ryan Naraine (February 2, 2007). "Trend Micro ships free 'rootkit buster'". ZDNet. Retrieved 2011-02-24.
- Neil J. Rubenking (March 26, 2010). "Avira AntiVir Personal 10". PC Magazine. Retrieved 2011-02-24.
- Neil J. Rubenking (September 16, 2010). "PC Tools Spyware Doctor with AntiVirus 2011". PC Magazine. Retrieved 2011-02-24.
- Neil J. Rubenking (October 4, 2010). "AVG Anti-Virus Free 2011". PC Magazine. Retrieved 2011-02-24.
- Neil J. Rubenking (November 19, 2009). "PC Tools Internet Security 2010". PC Magazine. Retrieved 2011-02-24.
- Carrie-Ann Skinner (March 25, 2010). "AVG Offers Free Emergency Boot CD". PC World. Retrieved 2011-02-24.
- "FBI estimates major companies lose $12m annually from viruses". 30 January 2007. Retrieved 20 February 2011.
- Michael Kaiser (April 17, 2009). "Small and Medium Size Businesses are Vulnerable". National Cyber Security Alliance. Retrieved 2011-02-24.
- "Nearly 50% of women don't use antivirus". SPAMfighter.