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1. 发明申请

US20060123478A1 Phishing detection, prevention, and notification 审中-公开
公开(公告)号：US20060123478A1
公开(公告)日：2006-06-08
申请号：US11129665
申请日：2005-05-13
申请人： Paul Rehfuss , Joshua Goodman , Robert Rounthwaite , Manav Mishra , Geoffrey Hulten , Kenneth Richards , Aaron Averbuch , Anthony Penta , Roderic Deyo
发明人： Paul Rehfuss , Joshua Goodman , Robert Rounthwaite , Manav Mishra , Geoffrey Hulten , Kenneth Richards , Aaron Averbuch , Anthony Penta , Roderic Deyo
IPC分类号： G06F12/14
CPC分类号： H04L63/1408 , H04L67/02
摘要： Phishing detection, prevention, and notification is described. In an embodiment, a messaging application facilitates communication via a messaging user interface, and receives a communication, such as an email message, from a domain. A phishing detection module detects a phishing attack in the communication by determining that the domain is similar to a known phishing domain, or by detecting suspicious network properties of the domain. In another embodiment, a Web browsing application receives content, such as data for a Web page, from a network-based resource, such as a Web site or domain. The Web browsing application initiates a display of the content, and a phishing detection module detects a phishing attack in the content by determining that a domain of the network-based resource is similar to a known phishing domain, or that an address of the network-based resource from which the content is received has suspicious network properties.

2. 发明申请

US20060123464A1 Phishing detection, prevention, and notification 有权
公开(公告)号：US20060123464A1
公开(公告)日：2006-06-08
申请号：US11129222
申请日：2005-05-13
申请人： Joshua Goodman , Paul Rehfuss , Robert Rounthwaite , Manav Mishra , Geoffrey Hulten , Kenneth Richards , Aaron Averbuch , Anthony Penta , Roderic Deyo
发明人： Joshua Goodman , Paul Rehfuss , Robert Rounthwaite , Manav Mishra , Geoffrey Hulten , Kenneth Richards , Aaron Averbuch , Anthony Penta , Roderic Deyo
IPC分类号： H04L9/32
CPC分类号： H04L63/1416 , H04L51/12 , H04L63/1466 , H04L63/1483
摘要： Phishing detection, prevention, and notification is described. In an embodiment, a messaging application facilitates communication via a messaging user interface, and receives a communication, such as an email message, from a domain. A phishing detection module detects a phishing attack in the communication by determining that the domain is similar to a known phishing domain, or by detecting suspicious network properties of the domain. In another embodiment, a Web browsing application receives content, such as data for a Web page, from a network-based resource, such as a Web site or domain. The Web browsing application initiates a display of the content, and a phishing detection module detects a phishing attack in the content by determining that a domain of the network-based resource is similar to a known phishing domain, or that an address of the network-based resource from which the content is received has suspicious network properties.

3. 发明申请

US20070039038A1 Phishing Detection, Prevention, and Notification 有权
标题翻译：网络钓鱼检测，预防和通知
公开(公告)号：US20070039038A1
公开(公告)日：2007-02-15
申请号：US11537641
申请日：2006-09-30
申请人： Joshua Goodman , Paul Rehfuss , Robert Rounthwaite , Manav Mishra , Geoffrey Hulten , Kenneth Richards , Aaron Averbuch , Anthony Penta , Roderic Deyo
发明人： Joshua Goodman , Paul Rehfuss , Robert Rounthwaite , Manav Mishra , Geoffrey Hulten , Kenneth Richards , Aaron Averbuch , Anthony Penta , Roderic Deyo
IPC分类号： H04L9/32 , G06K9/00
CPC分类号： H04L63/1408 , H04L63/1441 , H04L63/1483
摘要： Phishing detection, prevention, and notification is described. In an embodiment, a messaging application facilitates communication via a messaging user interface, and receives a communication, such as an email message, from a domain. A phishing detection module detects a phishing attack in the communication by determining that the domain is similar to a known phishing domain, or by detecting suspicious network properties of the domain. In another embodiment, a Web browsing application receives content, such as data for a Web page, from a network-based resource, such as a Web site or domain. The Web browsing application initiates a display of the content, and a phishing detection module detects a phishing attack in the content by determining that a domain of the network-based resource is similar to a known phishing domain, or that an address of the network-based resource from which the content is received has suspicious network properties.
摘要翻译：描述网络钓鱼检测，预防和通知。在一个实施例中，消息收发应用促进通过消息收发用户界面的通信，并从域接收诸如电子邮件消息之类的通信。钓鱼检测模块通过确定域与已知的网络钓鱼域相似，或通过检测域的可疑网络属性来检测通信中的网络钓鱼攻击。在另一个实施例中，Web浏览应用程序从基于网络的资源（诸如网站或域）接收诸如网页的数据的内容。 Web浏览应用程序启动内容的显示，并且网络钓鱼检测模块通过确定基于网络的资源的域类似于已知的网络钓鱼域来检测内容中的网络钓鱼攻击，或者网络 - 收到内容的基于资源的资源具有可疑的网络属性。

4. 发明申请

US20070033639A1 Phishing Detection, Prevention, and Notification 审中-公开
公开(公告)号：US20070033639A1
公开(公告)日：2007-02-08
申请号：US11537640
申请日：2006-09-30
申请人： Joshua Goodman , Paul Rehfuss , Robert Rounthwaite , Manav Mishra , Geoffrey Hulten , Kenneth Richards , Aaron Averbuch , Anthony Penta , Roderict Deyo
发明人： Joshua Goodman , Paul Rehfuss , Robert Rounthwaite , Manav Mishra , Geoffrey Hulten , Kenneth Richards , Aaron Averbuch , Anthony Penta , Roderict Deyo
IPC分类号： H04L9/32 , G06K9/00
CPC分类号： H04L63/1416 , H04L51/12 , H04L63/1466 , H04L63/1483
摘要： Phishing detection, prevention, and notification is described. In an embodiment, a messaging application facilitates communication via a messaging user interface, and receives a communication, such as an email message, from a domain. A phishing detection module detects a phishing attack in the communication by determining that the domain is similar to a known phishing domain, or by detecting suspicious network properties of the domain. In another embodiment, a Web browsing application receives content, such as data for a Web page, from a network-based resource, such as a Web site or domain. The Web browsing application initiates a display of the content, and a phishing detection module detects a phishing attack in the content by determining that a domain of the network-based resource is similar to a known phishing domain, or that an address of the network-based resource from which the content is received has suspicious network properties.

5. 发明申请

US20070192855A1 Finding phishing sites 有权
标题翻译：寻找钓鱼网站
公开(公告)号：US20070192855A1
公开(公告)日：2007-08-16
申请号：US11335902
申请日：2006-01-18
申请人： Geoffrey Hulten , Paul Rehfuss , Robert Rounthwaite , Joshua Goodman , Gopalakrishnan Seshadrinathan , Anthony Penta , Manav Mishra , Roderic Deyo , Elliott Haber , David Snelling
发明人： Geoffrey Hulten , Paul Rehfuss , Robert Rounthwaite , Joshua Goodman , Gopalakrishnan Seshadrinathan , Anthony Penta , Manav Mishra , Roderic Deyo , Elliott Haber , David Snelling
IPC分类号： G06F12/14
CPC分类号： H04L63/1483 , G06F17/30887 , H04L63/08 , H04L63/1441
摘要： Described is a technology by which phishing-related data sources are processed into aggregated data and a given site evaluated the aggregated data using a predictive model to automatically determine whether the given site is likely to be a phishing site. The predictive model may be built using machine learning based on training data, e.g., including known phishing sites and/or known non-phishing sites. To determine whether an object corresponding to a site is likely a phishing-related object are described, various criteria are evaluated, including one or more features of the object when evaluated. The determination is output in some way, e.g., made available to a reputation service, used to block access to a site or warn a user before allowing access, and/or used to assist a hand grader in being more efficient in evaluating sites.
摘要翻译：描述了一种将钓鱼相关数据源处理为聚合数据的技术，给定的站点使用预测模型评估聚合数据，以自动确定给定站点是否可能是钓鱼站点。可以使用基于训练数据的机器学习来构建预测模型，例如包括已知的网络钓鱼站点和/或已知的非网络钓鱼站点。为了确定对应于站点的对象是否可能是与钓鱼相关的对象，评估了各种标准，包括评估时对象的一个或多个特征。该确定以某种方式输出，例如可用于信誉服务，用于阻止对站点的访问或在允许访问之前警告用户，和/或用于帮助平手机更有效地评估站点。

6. 发明申请

US20050022031A1 Advanced URL and IP features 有权
标题翻译：高级URL和IP功能
公开(公告)号：US20050022031A1
公开(公告)日：2005-01-27
申请号：US10856978
申请日：2004-05-28
申请人： Joshua Goodman , Robert Rounthwaite , Geoffrey Hulten , John Deurbrouck , Manav Mishra , Anthony Penta
发明人： Joshua Goodman , Robert Rounthwaite , Geoffrey Hulten , John Deurbrouck , Manav Mishra , Anthony Penta
IPC分类号： G06F13/00 , G06F12/00 , G06F17/00 , G06Q10/10 , G06Q99/00 , H04L12/58 , H04L29/06 , H04L9/00 , G06F12/14 , H04L9/32
CPC分类号： H04L51/12 , G06Q10/107
摘要： Disclosed are systems and methods that facilitate spam detection and prevention at least in part by building or training filters using advanced IP address and/or URL features in connection with machine learning techniques. A variety of advanced IP address related features can be generated from performing a reverse IP lookup. Similarly, many different advanced URL based features can be created from analyzing at least a portion of any one URL detected in a message.
摘要翻译：公开了至少部分地通过使用与机器学习技术相关联的高级IP地址和/或URL特征来构建或训练过滤器来促进垃圾邮件检测和预防的系统和方法。可以通过执行反向IP查找来生成各种高级IP地址相关功能。类似地，可以通过分析消息中检测到的任何一个URL的至少一部分来创建许多不同的基于高级URL的特征。

7. 发明申请

US20060036693A1 Spam filtering with probabilistic secure hashes 有权
标题翻译：垃圾邮件过滤与概率安全散列
公开(公告)号：US20060036693A1
公开(公告)日：2006-02-16
申请号：US10917077
申请日：2004-08-12
申请人： Geoffrey Hulten , Joshua Goodman , Robert Rounthwaite , Manav Mishra , Elissa Murphy
发明人： Geoffrey Hulten , Joshua Goodman , Robert Rounthwaite , Manav Mishra , Elissa Murphy
IPC分类号： G06F15/16
CPC分类号： H04L51/12 , H04L63/0227 , H04L63/123
摘要： Disclosed are signature-based systems and methods that facilitate spam detection and prevention at least in part by calculating hash values for an incoming message and then determining a probability that the hash values indicate spam. In particular, the signatures generated for each incoming message can be compared to a database of both spam and good signatures. A count of the number of matches can be divided by a denominator value. The denominator value can be an overall volume of messages sent to the system per signature for example. The denominator value can be discounted to account for different treatments and timing of incoming messages. Furthermore, secure hashes can be generated by combining portions of multiple hashing components. A secure hash can be made from a combination of multiple hashing components or multiple combinations thereof. The signature based system can also be integrated with machine learning systems to optimize spam prevention.
摘要翻译：公开了基于签名的系统和方法，其至少部分地通过计算输入消息的散列值，然后确定散列值指示垃圾邮件的概率来促进垃圾邮件检测和预防。特别地，为每个传入消息生成的签名可以与垃圾邮件和良好签名的数据库进行比较。匹配次数的计数可以除以分母值。分母值可以是例如每个签名发送到系统的消息的总体积。分母值可以折扣，以解决传入消息的不同处理和时间。此外，可以通过组合多个散列分量的部分来生成安全散列。可以从多个散列组件或其多个组合的组合形成安全散列。基于签名的系统也可以与机器学习系统集成，以优化垃圾邮件防范。

8. 发明申请

US20070100949A1 Proofs to filter spam 有权
标题翻译：过滤垃圾邮件的证明
公开(公告)号：US20070100949A1
公开(公告)日：2007-05-03
申请号：US11265842
申请日：2005-11-03
申请人： Geoffrey Hulten , Gopalakrishnan Seshadrinathan , Joshua Goodman , Manav Mishra , Robert Pengelly , Robert Rounthwaite , Ryan Colvin
发明人： Geoffrey Hulten , Gopalakrishnan Seshadrinathan , Joshua Goodman , Manav Mishra , Robert Pengelly , Robert Rounthwaite , Ryan Colvin
IPC分类号： G06F15/16
CPC分类号： H04L51/12 , G06Q10/00
摘要： Embodiment of proofs to filter spam are presented herein.
摘要翻译：这里介绍过滤垃圾邮件的证明的实施例。

9. 发明申请

US20060168041A1 Using IP address and domain for email spam filtering 有权
标题翻译：使用IP地址和域进行垃圾邮件过滤
公开(公告)号：US20060168041A1
公开(公告)日：2006-07-27
申请号：US11031672
申请日：2005-01-07
申请人： Manav Mishra , Elissa Murphy , Geoffrey Hulten , Joshua Goodman , Wen-Tau Yih
发明人： Manav Mishra , Elissa Murphy , Geoffrey Hulten , Joshua Goodman , Wen-Tau Yih
IPC分类号： G06F15/16
CPC分类号： H04L51/28 , H04L29/1215 , H04L51/12 , H04L61/1564 , H04L63/0227 , H04L63/1441
摘要： Email spam filtering is performed based on a combination of IP address and domain. When an email message is received, an IP address and a domain associated with the email message are determined. A cross product of the IP address (or portions of the IP address) and the domain (or portions of the domain) is calculated. If the email message is known to be either spam or non-spam, then a spam score based on the known spam status is stored in association with each (IP address, domain) pair element of the cross product. If the spam status of the email message is not known, then the (IP address, domain) pair elements of the cross product are used to lookup previously determined spam scores. A combination of the previously determined spam scores is used to determine whether or not to treat the received email message as spam.
摘要翻译：电子邮件垃圾邮件过滤是基于IP地址和域名的组合来执行的。当接收到电子邮件消息时，确定与电子邮件消息相关联的IP地址和域。计算IP地址（或IP地址的部分）和域（或域的部分）的交叉乘积。如果电子邮件消息被称为垃圾邮件或非垃圾邮件，则根据已知垃圾邮件状态的垃圾邮件分数与交叉产品的每个（IP地址，域）对元素相关联地存储。如果电子邮件消息的垃圾邮件状态未知，则交叉产品的（IP地址，域）对元素将用于查找先前确定的垃圾邮件分数。使用先前确定的垃圾邮件分数的组合来确定是否将接收的电子邮件消息视为垃圾邮件。

10. 发明申请

US20060031338A1 Challenge response systems 有权
标题翻译：挑战响应系统
公开(公告)号：US20060031338A1
公开(公告)日：2006-02-09
申请号：US10914325
申请日：2004-08-09
申请人： Nina Kang , Joshua Goodman , Robert Rounthwaite , Josh Benaloh , Elissa Murphy , Manav Mishra , Gopalakrishnan Seshadrinathan , Derek Hazeur , Ryan Colvin
发明人： Nina Kang , Joshua Goodman , Robert Rounthwaite , Josh Benaloh , Elissa Murphy , Manav Mishra , Gopalakrishnan Seshadrinathan , Derek Hazeur , Ryan Colvin
IPC分类号： G06F15/16
CPC分类号： G06Q20/3674 , H04L51/12
摘要： Disclosed are systems and methods that facilitate securing communication channels used in a challenge-response system to mitigate spammer intrusion or deception. The systems and methods make use of unique IDs that can be added to outbound messages originating from a sender, a recipient, and a third-party server. The IDs can be correlated according to the relevant parties. Thus, for example, a sender can add a signed ID to an outgoing message. A challenge sent back to the sender for that particular message can echo the same ID or a new ID derived from the original ID to allow a sender to verify that the challenge corresponds to an actual message. The IDs can include cookies as well to facilitate correlation of messages and to facilitate the retrieval of messages once a sender is determined to be legitimate.
摘要翻译：公开了有助于确保在挑战 - 响应系统中使用的通信信道的系统和方法，以减轻垃圾邮件发送者入侵或欺骗。系统和方法使用可以添加到源自发件人，收件人和第三方服务器的出站邮件的唯一ID。 ID可以根据相关方关联。因此，例如，发送者可以向输出消息添加签名的ID。向该发送者发送的针对该特定消息的挑战可以回显与原始ID相同的ID或新的ID，以允许发送方验证该挑战是否对应于实际的消息。 ID可以包括cookie，以便于消息的相关性，并且一旦发送者被确定为合法，便于检索消息。

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