公开(公告)号：US08892661B2

公开(公告)日：2014-11-18

申请号：US12562792

申请日：2009-09-18

申请人： Vishwanath Tumkur Ramarao ,  Mark E. Risher ,  Xiaopeng Xi

发明人： Vishwanath Tumkur Ramarao ,  Mark E. Risher ,  Xiaopeng Xi

IPC分类号： G06F15/16 ,  G06F11/00 ,  G06F12/14 ,  G06F12/16 ,  G08B23/00 ,  G06F7/04 ,  G06F17/30 ,  H04N7/16 ,  H04L12/58 ,  H04L29/06

CPC分类号： H04L12/585 ,  H04L51/12 ,  H04L63/1425

摘要： The invention provides for at least three processes for detecting the probability of abusive use of a message account for sending large amounts of unsolicited messages, such as spam, to other message accounts. For example, information provided at registration for a new message account can be processed to determine the likelihood of abusive use of that message account. Also, inbound messages can be processed to determine if the message account that sent the inbound message is abusing the use of that message account. Additionally, outbound messages can be processed to determine if the message account that is attempting to send an outbound message is abusing the use of that message account. Each of these three processes can operate separately or in any combination with each other to further improve the probability that abusive use of a message account will be detected promptly and accurately.

摘要翻译： 本发明提供至少三个过程，用于检测滥用于消息帐户以将大量未经请求的消息（例如垃圾邮件）发送到其他消息帐户的可能性的过程。 例如，可以处理在注册新消息帐户时提供的信息，以确定滥用该消息帐户的可能性。 此外，可以处理入站邮件以确定发送入站邮件的邮件帐户是否滥用该邮件帐户的使用。 此外，可以处理出站邮件，以确定尝试发送出站邮件的邮件帐户是否滥用该邮件帐户的使用。 这三个进程中的每一个可以分开地或彼此以任何组合的方式进行操作，以进一步提高迅速且准确地检测到滥用消息账户的可能性。

公开(公告)号：US08868663B2

公开(公告)日：2014-10-21

申请号：US12561940

申请日：2009-09-17

申请人： Bhasker Hariharan ,  Naveen Jamal ,  Anirban Kundu ,  Vishwanath Tumkur Ramarao ,  Mark E. Risher ,  Xiaopeng Xi ,  Lei Zheng

发明人： Bhasker Hariharan ,  Naveen Jamal ,  Anirban Kundu ,  Vishwanath Tumkur Ramarao ,  Mark E. Risher ,  Xiaopeng Xi ,  Lei Zheng

IPC分类号： G06F15/16 ,  H04L12/58 ,  H04L29/06

CPC分类号： H04L12/585 ,  H04L51/12 ,  H04L63/1425

摘要： The invention provides for at least three processes for detecting the probability of abusive use of a message account for sending large amounts of unsolicited messages, such as spam, to other message accounts. For example, information provided at registration for a new message account can be processed to determine the likelihood of abusive use of that message account. Also, inbound messages can be processed to determine if the message account that sent the inbound message is abusing the use of that message account. Additionally, outbound messages can be processed to determine if the message account that is attempting to send an outbound message is abusing the use of that message account. Each of these three processes can operate separately or in any combination with each other to further improve the probability that abusive use of a message account will be detected promptly and accurately.

摘要翻译： 本发明提供至少三个过程，用于检测滥用于消息帐户以将大量未经请求的消息（例如垃圾邮件）发送到其他消息帐户的可能性的过程。 例如，可以处理在注册新消息帐户时提供的信息，以确定滥用该消息帐户的可能性。 此外，可以处理入站邮件以确定发送入站邮件的邮件帐户是否滥用该邮件帐户的使用。 此外，可以处理出站邮件，以确定尝试发送出站邮件的邮件帐户是否滥用该邮件帐户的使用。 这三个进程中的每一个可以分开地或彼此以任何组合的方式进行操作，以进一步提高迅速且准确地检测到滥用消息账户的可能性。

公开(公告)号：US20100077040A1

公开(公告)日：2010-03-25

申请号：US12561940

申请日：2009-09-17

申请人： Bhasker Hariharan ,  Naveen Jamal ,  Anirban Kundu ,  Vishwanath Tumkur Ramarao ,  Mark E. Risher ,  Xiaopeng Xi ,  Lei Zheng

发明人： Bhasker Hariharan ,  Naveen Jamal ,  Anirban Kundu ,  Vishwanath Tumkur Ramarao ,  Mark E. Risher ,  Xiaopeng Xi ,  Lei Zheng

IPC分类号： G06F15/16

CPC分类号： H04L12/585 ,  H04L51/12 ,  H04L63/1425

摘要： The invention provides for at least three processes for detecting the probability of abusive use of a message account for sending large amounts of unsolicited messages, such as spam, to other message accounts. For example, information provided at registration for a new message account can be processed to determine the likelihood of abusive use of that message account. Also, inbound messages can be processed to determine if the message account that sent the inbound message is abusing the use of that message account. Additionally, outbound messages can be processed to determine if the message account that is attempting to send an outbound message is abusing the use of that message account. Each of these three processes can operate separately or in any combination with each other to further improve the probability that abusive use of a message account will be detected promptly and accurately.

摘要翻译： 本发明提供至少三个过程，用于检测滥用于消息帐户以将大量未经请求的消息（例如垃圾邮件）发送到其他消息帐户的可能性的过程。 例如，可以处理在注册新消息帐户时提供的信息，以确定滥用该消息帐户的可能性。 此外，可以处理入站邮件以确定发送入站邮件的邮件帐户是否滥用该邮件帐户的使用。 此外，可以处理出站邮件，以确定尝试发送出站邮件的邮件帐户是否滥用该邮件帐户的使用。 这三个进程中的每一个可以分开地或彼此以任何组合的方式进行操作，以进一步提高迅速且准确地检测到滥用消息账户的可能性。

公开(公告)号：US08826450B2

公开(公告)日：2014-09-02

申请号：US12561875

申请日：2009-09-17

申请人： Bhasker Hariharan ,  Naveen Jamal ,  Anirban Kundu ,  Vishwanath Tumkur Ramarao ,  Mark E. Risher ,  Xiaopeng Xi ,  Lei Zheng

发明人： Bhasker Hariharan ,  Naveen Jamal ,  Anirban Kundu ,  Vishwanath Tumkur Ramarao ,  Mark E. Risher ,  Xiaopeng Xi ,  Lei Zheng

IPC分类号： G06F7/04 ,  G06F15/16 ,  H04L12/58 ,  H04L29/06

CPC分类号： H04L12/585 ,  H04L51/12 ,  H04L63/1425

摘要： The invention provides for at least three processes for detecting the probability of abusive use of a message account for sending large amounts of unsolicited messages, such as spam, to other message accounts. For example, information provided at registration for a new message account can be processed to determine the likelihood of abusive use of that message account. Also, inbound messages can be processed to determine if the message account that sent the inbound message is abusing the use of that message account. Additionally, outbound messages can be processed to determine if the message account that is attempting to send an outbound message is abusing the use of that message account. Each of these three processes can operate separately or in any combination with each other to further improve the probability that abusive use of a message account will be detected promptly and accurately.

摘要翻译： 本发明提供至少三个过程，用于检测滥用于消息帐户以将大量未经请求的消息（例如垃圾邮件）发送到其他消息帐户的可能性的过程。 例如，可以处理在注册新消息帐户时提供的信息，以确定滥用该消息帐户的可能性。 此外，可以处理入站邮件以确定发送入站邮件的邮件帐户是否滥用该邮件帐户的使用。 此外，可以处理出站邮件，以确定尝试发送出站邮件的邮件帐户是否滥用该邮件帐户的使用。 这三个进程中的每一个可以分开地或彼此以任何组合的方式进行操作，以进一步提高迅速且准确地检测到滥用消息账户的可能性。

公开(公告)号：US20100077043A1

公开(公告)日：2010-03-25

申请号：US12562792

申请日：2009-09-18

申请人： Vishwanath Tumkur Ramarao ,  Mark E. Risher ,  Xiaopeng Xi

发明人： Vishwanath Tumkur Ramarao ,  Mark E. Risher ,  Xiaopeng Xi

IPC分类号： G06F15/16

CPC分类号： H04L12/585 ,  H04L51/12 ,  H04L63/1425

摘要： The invention provides for at least three processes for detecting the probability of abusive use of a message account for sending large amounts of unsolicited messages, such as spam, to other message accounts. For example, information provided at registration for a new message account can be processed to determine the likelihood of abusive use of that message account. Also, inbound messages can be processed to determine if the message account that sent the inbound message is abusing the use of that message account. Additionally, outbound messages can be processed to determine if the message account that is attempting to send an outbound message is abusing the use of that message account. Each of these three processes can operate separately or in any combination with each other to further improve the probability that abusive use of a message account will be detected promptly and accurately.

摘要翻译： 本发明提供至少三个过程，用于检测滥用于消息帐户以将大量未经请求的消息（例如垃圾邮件）发送到其他消息帐户的可能性的过程。 例如，可以处理在注册新消息帐户时提供的信息，以确定滥用该消息帐户的可能性。 此外，可以处理入站邮件以确定发送入站邮件的邮件帐户是否滥用该邮件帐户的使用。 此外，可以处理出站邮件，以确定尝试发送出站邮件的邮件帐户是否滥用该邮件帐户的使用。 这三个进程中的每一个可以分开地或彼此以任何组合的方式进行操作，以进一步提高迅速且准确地检测到滥用消息账户的可能性。

公开(公告)号：US20100076922A1

公开(公告)日：2010-03-25

申请号：US12561875

申请日：2009-09-17

申请人： Bhasker Hariharan ,  Naveen Jamal ,  Anirban Kundu ,  Vishwanath Tumkur Ramarao ,  Mark E. Risher ,  Xiaopeng Xi ,  Lei Zheng

发明人： Bhasker Hariharan ,  Naveen Jamal ,  Anirban Kundu ,  Vishwanath Tumkur Ramarao ,  Mark E. Risher ,  Xiaopeng Xi ,  Lei Zheng

IPC分类号： G06F21/00 ,  G06N7/02 ,  G06F15/16

CPC分类号： H04L12/585 ,  H04L51/12 ,  H04L63/1425

摘要： The invention provides for at least three processes for detecting the probability of abusive use of a message account for sending large amounts of unsolicited messages, such as spam, to other message accounts. For example, information provided at registration for a new message account can be processed to determine the likelihood of abusive use of that message account. Also, inbound messages can be processed to determine if the message account that sent the inbound message is abusing the use of that message account. Additionally, outbound messages can be processed to determine if the message account that is attempting to send an outbound message is abusing the use of that message account. Each of these three processes can operate separately or in any combination with each other to further improve the probability that abusive use of a message account will be detected promptly and accurately.

摘要翻译： 本发明提供至少三个过程，用于检测滥用于消息帐户以将大量未经请求的消息（例如垃圾邮件）发送到其他消息帐户的可能性的过程。 例如，可以处理在注册新消息帐户时提供的信息，以确定滥用该消息帐户的可能性。 此外，可以处理入站邮件以确定发送入站邮件的邮件帐户是否滥用该邮件帐户的使用。 此外，可以处理出站邮件，以确定尝试发送出站邮件的邮件帐户是否滥用该邮件帐户的使用。 这三个进程中的每一个可以分开地或彼此以任何组合的方式进行操作，以进一步提高迅速且准确地检测到滥用消息账户的可能性。

公开(公告)号：US09519682B1

公开(公告)日：2016-12-13

申请号：US13117037

申请日：2011-05-26

申请人： Jay Pujara ,  Vishwanath Tumkur Ramarao ,  Xiaopeng Xi ,  Martin Zinkevich ,  Anirban Dasgupta ,  Belle Tseng ,  Wei Chu ,  Jyh-Shin Gareth Shue

发明人： Jay Pujara ,  Vishwanath Tumkur Ramarao ,  Xiaopeng Xi ,  Martin Zinkevich ,  Anirban Dasgupta ,  Belle Tseng ,  Wei Chu ,  Jyh-Shin Gareth Shue

IPC分类号： G06F11/00 ,  G06F17/30 ,  G06Q10/10 ,  H04H20/28 ,  H04H60/82 ,  G06F12/14

CPC分类号： G06F17/3053 ,  G06Q10/10 ,  H04H20/28 ,  H04H60/82

摘要： Embodiments are directed towards generating a unified user account trustworthiness system through user account trustworthiness scores. A trusted group of user accounts may be identified for a given action by grouping a plurality of user accounts into tiers based on a trustworthiness score of each user account for the given action. The tiers and/or trustworthiness scores may be employed to classify an item, such as a message as spam or non-spam, based on input from the user accounts. The trustworthiness scores may also be employed to determine if a user account is a robot account or a human account. The trusted group for a given action may dynamically evolve over time by regrouping the user accounts based on modified trustworthiness scores. A trustworthiness score of an individual user account may be modified based on input received from the individual user account and input from other user accounts.

摘要翻译： 实施例旨在通过用户帐户可信度得分来生成统一的用户帐户可信赖性系统。 可以基于针对给定动作的每个用户帐户的可信度分数将多个用户帐户分组成层，可以为给定动作识别可信赖的用户帐户组。 层级和/或可信赖性分数可以用于基于来自用户帐户的输入来将项目（诸如作为垃圾邮件或非垃圾邮件）的消息分类。 还可以使用可信度分数来确定用户帐户是机器人帐户还是人类账户。 给定动作的受信任组可以通过基于修改的可信度得分重新分组用户账户而随着时间的推移而动态演变。 可以基于从单个用户帐户接收的输入和来自其他用户帐户的输入来修改个人用户帐户的可信度分数。

公开(公告)号：US07809824B2

公开(公告)日：2010-10-05

申请号：US12240708

申请日：2008-09-29

申请人： Stanley Wei ,  Xiaopeng Xi ,  Vishwanath Tumkur Ramarao ,  Dragomir Yankov

发明人： Stanley Wei ,  Xiaopeng Xi ,  Vishwanath Tumkur Ramarao ,  Dragomir Yankov

IPC分类号： G06F15/173

CPC分类号： H04L51/12

摘要： Multiple features of email traffic are analyzed and extracted. Feature vectors comprising the multiple features are created and cluster analysis is utilized to track spam generation even from dynamically changing or aliased IP addresses.

摘要翻译： 分析和提取电子邮件流量的多个功能。 创建包括多个特征的特征向量，并且利用集群分析来跟踪垃圾邮件的生成，即使是从动态变化或别名的IP地址。