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1. 发明申请

US20180005136A1 MACHINE LEARNING IN ADVERSARIAL ENVIRONMENTS 审中-公开
公开(公告)号：US20180005136A1
公开(公告)日：2018-01-04
申请号：US15201224
申请日：2016-07-01
申请人： YI GAI , CHIH-YUAN YANG , RAVI L. SAHITA
发明人： YI GAI , CHIH-YUAN YANG , RAVI L. SAHITA
IPC分类号： G06N99/00 , G06F21/55
CPC分类号： G06N20/00 , G06F21/55
摘要： An adversarial environment classifier training system includes feature extraction circuitry to identify a number of features associated with each sample included in an initial data set that includes a plurality of samples. The system further includes sample allocation circuitry to allocate at least a portion of the samples included in the initial data set to at least a training data set; machine-learning circuitry communicably coupled to the sample allocation circuitry, the machine-learning circuitry to: identify at least one set of compromiseable features for at least a portion of the initial data set; define a classifier loss function [l(xi, yi, w)] that includes: a feature vector (xi) for each sample included in the initial data set; a label (yi) for each sample included in the initial data set; and a weight vector (w) associated with the classifier; and determine the minmax of the classifier loss function (minwmaxi l(xi, yi, w)).

2. 发明申请

US20150381502A1 SYSTEMS, METHODS, AND DEVICES TO SUPPORT INTRA-APPLICATION FLOW PRIORITIZATION 有权
标题翻译：系统，方法和支持内部应用流量优化的设备
公开(公告)号：US20150381502A1
公开(公告)日：2015-12-31
申请号：US14316919
申请日：2014-06-27
申请人： JING ZHU , YI GAI
发明人： JING ZHU , YI GAI
IPC分类号： H04L12/851 , H04L12/805 , H04W28/10
CPC分类号： H04L47/36 , H04L41/0893 , H04L43/026 , H04L47/2441 , H04L47/32 , H04W28/0205 , H04W28/0247 , H04W28/0268 , H04W28/0273 , H04W72/04 , H04W72/042 , H04W72/08 , H04W72/087 , H04W72/1242 , H04W88/06
摘要： Systems and methods to support intra-application flow prioritization are disclosed herein. User equipment (UE) may be configured to communicatively couple to an Evolved Universal Terrestrial Radio Access Network (E-UTRAN) Node B (eNB). The eNB may transmit packets from the UE to an evolved packet core (EPC), which may transmit schedule packets to an application function (AF) via a network. The AF may provide classification information and prioritization information for a plurality of intra-application flows transmitted between the AF and the UE. The EPC may classify uplink and/or downlink traffic into the intra-application flows and mark and/or schedule the traffic based on the prioritization information. Absolute and/or modular length, payload values, and/or packet type may be used to classify the traffic into the intra-application flows.
摘要翻译：本文公开了支持应用内流优先级的系统和方法。用户设备（UE）可以被配置为通信地耦合到演进的通用陆地无线电接入网络（E-UTRAN）节点B（eNB）。 eNB可以将来自UE的分组传送到演进分组核心（EPC），其可以经由网络将调度分组发送到应用功能（AF）。 AF可以为在AF和UE之间发送的多个应用内流量提供分类信息和优先化信息。 EPC可以将上行链路和/或下行链路业务分类到应用内流中，并且基于优先级信息来标记和/或调度流量。可以使用绝对和/或模块长度，有效载荷值和/或分组类型来将流量分类到应用内流程中。

3. 发明申请

US20150281999A1 SYSTEMS, METHODS, AND DEVICES TO SUPPORT INTRA-QCI QOS-AWARE RADIO RESOURCE ALLOCATION 有权
标题翻译：系统，方法和支持内部QCI无线电资源分配的设备
公开(公告)号：US20150281999A1
公开(公告)日：2015-10-01
申请号：US14227775
申请日：2014-03-27
申请人： Jing Zhu , Yi Gai , Rath Vannithamby
发明人： Jing Zhu , Yi Gai , Rath Vannithamby
IPC分类号： H04W28/02 , H04W72/12
CPC分类号： H04W28/0268 , H04L47/2441 , H04W28/12 , H04W72/1236 , H04W72/1242
摘要： Systems and methods to support intra-quality of service (QoS) class identifier (QCI) QoS-aware scheduling are disclosed herein. User equipment (UE) may be configured to communicatively couple to an Evolved Universal Terrestrial Radio Access Network (E-UTRAN) Node B (eNB). The eNB may schedule packets within a QCI according to information provided to the eNB by the UE. Packets in a QCI may be classified into one or more flows using the information. The flows may be prioritized based on which are most important to the UE. The UE may provide QoS parameters for each flow. The eNB may be schedule the packets based on which flow each packet is in and the QoS parameters for that flow. The associated QoS parameters may be prioritized, and more important QoS parameters may be met to the detriment of less important QoS parameters.
摘要翻译：本文公开了支持服务质量内（QoS）类标识符（QCI）QoS感知调度的系统和方法。用户设备（UE）可以被配置为通信地耦合到演进的通用陆地无线电接入网络（E-UTRAN）节点B（eNB）。 eNB可以根据UE向eNB提供的信息调度QCI内的分组。 QCI中的数据包可以使用该信息分为一个或多个流。可以基于哪些对UE最重要的来优先考虑流。 UE可以为每个流提供QoS参数。 eNB可以基于每个分组所在的流程以及该流程的QoS参数来调度分组。相关联的QoS参数可以被优先化，并且更重要的QoS参数可能被满足以损害不太重要的QoS参数。

4. 发明申请

US20150119015A1 APPLICATION ACCESS CLASS BARRING 审中-公开
标题翻译：应用程序接入类BARRING
公开(公告)号：US20150119015A1
公开(公告)日：2015-04-30
申请号：US14494206
申请日：2014-09-23
申请人： Yi Gai , Jing Zhu , Rath Vannithamby
发明人： Yi Gai , Jing Zhu , Rath Vannithamby
IPC分类号： H04W48/06 , H04W28/02 , H04W48/12 , H04W4/00 , H04W48/08
CPC分类号： H04W72/10 , H04B7/0413 , H04B17/318 , H04J3/1694 , H04L5/0007 , H04L5/001 , H04L5/0098 , H04W4/02 , H04W4/023 , H04W4/60 , H04W4/80 , H04W4/90 , H04W8/005 , H04W8/04 , H04W8/06 , H04W8/183 , H04W24/10 , H04W28/0215 , H04W28/08 , H04W36/0055 , H04W36/0069 , H04W48/06 , H04W48/08 , H04W48/12 , H04W48/18 , H04W52/346 , H04W56/001 , H04W56/002 , H04W60/00 , H04W60/02 , H04W72/0453 , H04W72/048 , H04W72/0486 , H04W72/085 , H04W74/004 , H04W74/0833 , H04W76/10 , H04W76/14 , H04W76/15 , H04W76/18 , H04W76/19 , H04W84/12 , H04W88/02 , H04W88/08 , H04W88/16 , H04W88/18 , H04W92/20 , Y02D70/126
摘要： Technology for supporting application access class (AAC) barring is disclosed. An evolved node B (eNB) may communicate to a user equipment (UE) that the eNB has a capability to support application access class (AAC) barring. An AAC message may be generated that includes one or more AAC parameters related to the AAC barring. The AAC message may be sent from the eNB to the UE, wherein the UE is barred from loading one or more applications UE based on the one or more AAC parameters in the AAC message.
摘要翻译：披露了支持应用程序访问类（AAC）限制的技术。演进节点B（eNB）可以向用户设备（UE）通信eNB具有支持应用接入类（AAC）禁止的能力。可以生成包括与AAC限制相关的一个或多个AAC参数的AAC消息。 AAC消息可以从eNB发送到UE，其中UE基于AAC消息中的一个或多个AAC参数禁止加载一个或多个应用UE。

5. 发明申请

US20180189489A1 MALICIOUS OBJECT DETECTION IN A RUNTIME ENVIRONMENT 审中-公开
公开(公告)号：US20180189489A1
公开(公告)日：2018-07-05
申请号：US15395053
申请日：2016-12-30
申请人： Mingwei Zhang , Xiaoning Li , Ravi L. Sahita , Aravind Subramanian , Abhay S. Kanhere , Chih-Yuan Yang , Yi Gai
发明人： Mingwei Zhang , Xiaoning Li , Ravi L. Sahita , Aravind Subramanian , Abhay S. Kanhere , Chih-Yuan Yang , Yi Gai
IPC分类号： G06F21/56 , H04L29/06 , G06N99/00
摘要： A malicious object detection system for use in managed runtime environments includes a check circuit to receive call information generated by an application, such as an Android application. A machine learning circuit coupled to the check circuit applies a machine learning model to assess the information and/or data included in the call and detect the presence of a malicious object, such as malware or a virus, in the application generating the call. The machine learning model may include a global machine learning model distributed across a number of devices, a local machine learning model based on use patterns of a particular device, or combinations thereof. A graphical user interface management circuit halts execution of applications containing malicious objects and generates a user perceptible output.

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