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681.
公开(公告)号:US20190122111A1
公开(公告)日:2019-04-25
申请号:US16168244
申请日:2018-10-23
Applicant: NEC Laboratories America, Inc.
Inventor: Renqiang Min , Bing Bai , Alexandru Niculescu-Mizil , Igor Durdanovic , Hans Peter Graf
Abstract: Systems and methods for predicting new relationships in the knowledge graph, including embedding a partial triplet including a head entity description and a relationship or a tail entity description to produce a separate vector for each of the head, relationship, and tail. The vectors for the head entity, relationship, and tail entity can be combined into a first matrix, and adaptive kernels generated from the entity descriptions can be applied to the matrix through convolutions to produce a second matrix having a different dimension from the first matrix. An activation function can be applied to the second matrix to obtain non-negative feature maps, and max-pooling can be used over the feature maps to get subsamples. A fixed length vector, Z, flattens the subsampling feature maps into a feature vector, and a linear mapping method is used to map the feature vectors into a prediction score.
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公开(公告)号:US20190109752A1
公开(公告)日:2019-04-11
申请号:US16153029
申请日:2018-10-05
Applicant: NEC Laboratories America, Inc.
Inventor: Shaoliang Zhang , Fatih Yaman , Ting Wang , Zhen Qu
IPC: H04L27/34 , H04B10/516 , H04B10/61 , H04L1/00
CPC classification number: H04L27/345 , H04B10/5161 , H04B10/541 , H04B10/616 , H04L1/0058 , H04L1/0061 , H04L27/3405
Abstract: Systems and methods for optical data transport, including controlling data transport across an optical transmission medium by generating two-dimensional (2D) distribution matchers (DMs) based on probabilistic fold shaping (PFS) and arbitrary probabilistic shaping (APS). The 2D PFS-based DM is can encode any N-fold rotationally symmetrical Quadrature Amplitude Modulation (QAM) format by applying the 2D PFS-based DM only to symbols in one quadrant based on a target entropy. A fold index yield uniform distribution is determined, and is utilized to carry generated uniform distributed parity check bits across the optical transmission medium. The 2D APS-based DM can encode any arbitrary modulation formats by encoding uniform binary data to generate non-uniform target symbols, and generating a probability distribution for the target symbols by indirectly applying the 2D APS-based DM based on a target probability distribution and a detected code rate of generated FEC code.
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公开(公告)号:US20190109736A1
公开(公告)日:2019-04-11
申请号:US16153051
申请日:2018-10-05
Applicant: NEC Laboratories America, Inc. , NEC Corporation
Inventor: Fatih Yaman , Shaoliang Zhang , Eduardo Mateo Rodriguez , Yoshihisa Inada , Yue-Kai Huang , Weiyang Mo
IPC: H04L25/03 , H04B10/079 , G06N3/08
Abstract: Systems and methods for transmission filtering are provided. A receiver includes an input coupled to a transmission line to receive distorted optical symbols. A distortion filter is coupled to the input to replace the distorted optical symbols with predicted symbols using a trained neural network. A decoder is coupled to the distortion filter to decode the predicted symbols.
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公开(公告)号:US20190108445A1
公开(公告)日:2019-04-11
申请号:US16153018
申请日:2018-10-05
Applicant: NEC Laboratories America, Inc.
Inventor: Yue-Kai Huang , Shaoliang Zhang , Ezra Ip , Weiyang Mo
IPC: G06N3/08
Abstract: Systems and methods for predicting performance of a modulation system are provided. A neural network model is trained using performance information of a source system. The neural network model is modified with transferable knowledge about a target system to be evaluated. The neural network model is tuned using specific characteristics of the target system to create a source-based target model. The target system performance is evaluated using the source-based target model to predict system performance of the target system.
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公开(公告)号:US20190104108A1
公开(公告)日:2019-04-04
申请号:US16146166
申请日:2018-09-28
Applicant: NEC Laboratories America, Inc. , NEC Corporation
Inventor: Junghwan Rhee , Hongyu Li , Shuai Hao , Chung Hwan Kim , Zhenyu Wu , Zhichun Li , Kangkook Jee , Lauri Korts-Parn
IPC: H04L29/06
Abstract: Systems and methods for an automotive security gateway include an in-gateway security system that monitors local host behaviors in vehicle devices to identify anomalous local host behaviors using a blueprint model trained to recognize secure local host behaviors. An out-of-gateway security system monitors network traffic across remote hosts, local devices, hotspot network, and in-car network to identify anomalous behaviors using deep packet inspection to inspect packets of the network. A threat mitigation system issues threat mitigation instructions corresponding to the identified anomalous local host behaviors and the anomalous remote host behaviors to secure the vehicle devices by removing the identified anomalous local host behaviors and the anomalous remote host behaviors. Automotive security gateway services and vehicle electronic control units operate the vehicle devices according to the threat mitigation instructions.
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公开(公告)号:US20190095699A1
公开(公告)日:2019-03-28
申请号:US16145578
申请日:2018-09-28
Applicant: NEC Laboratories America, Inc.
Inventor: Xiang Yu , Xi Yin , Kihyuk Sohn , Manmohan Chandraker
Abstract: A computer-implemented method, system, and computer program product are provided for facial recognition. The method includes receiving, by a processor device, a plurality of images. The method also includes extracting, by the processor device with a feature extractor utilizing a convolutional neural network (CNN) with an enlarged intra-class variance of long-tail classes, feature vectors for each of the plurality of images. The method additionally includes generating, by the processor device with a feature generator, discriminative feature vectors for each of the feature vectors. The method further includes classifying, by the processor device utilizing a fully connected classifier, an identity from the discriminative feature vector. The method also includes control an operation of a processor-based machine to react in accordance with the identity.
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687.
公开(公告)号:US20190094867A1
公开(公告)日:2019-03-28
申请号:US16145649
申请日:2018-09-28
Applicant: NEC Laboratories America, Inc.
Inventor: Paul Vernaza , Wongun Choi , Nicholas Rhinehart
Abstract: Systems and methods for predicting vehicle behavior includes capturing images of a vehicle in traffic using an imaging device. Future behavior of the vehicle is stochastically modeled using a processing device including an energy-based model stored in a memory of the processing device. The energy-based model includes generating a distribution of possible future trajectories of the vehicle using a generator, sampling the distribution of possible future trajectories according to an energy value of each trajectory in the distribution of possible future trajectories an energy model to determine probable future trajectories, and optimizing parameters of each of the generator and the energy model using an optimizer. A user is audibly alerted with a speaker upon an alert system recognizing hazardous trajectories of the probable future trajectories.
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公开(公告)号:US10234886B2
公开(公告)日:2019-03-19
申请号:US15228670
申请日:2016-08-04
Applicant: NEC Laboratories America, Inc.
Inventor: Babak Asghari , Ratnesh Sharma , Amirsaman Arabali
Abstract: A system and method for management of one or more grid-scale Energy Storage Systems (GSSs), including generating an optimal GSS schedule in the presence of frequency regulation uncertainties. The GSS scheduling includes determining optimal capacity deployment factors to minimize penalties for failing to provide scheduled energy and frequency regulation up/down services subject to risk constraints; generating a schedule for a GSS unit by performing co-optimization using the optimal capacity deployment factors, the co-optimization including tracking upper and/or lower bounds on a state of charge (SoC) and including the bounds as a hard constraints; and calculating risk indices based on the optimal scheduling for the GSS unit, and outputting an optimal GSS schedule if risk constraints are satisfied. A controller charges and/or discharges energy from GSS units based on the generated optimal GSS schedule.
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公开(公告)号:US10234550B2
公开(公告)日:2019-03-19
申请号:US15891994
申请日:2018-02-08
Applicant: NEC Laboratories America, Inc.
Inventor: Mohammad Khojastepour , Mustafa Arslan
IPC: G01S5/02 , G01S7/41 , G01S13/26 , G01S13/34 , G01S13/36 , G01S7/292 , G01S5/12 , G01S5/14 , G01S11/02 , G01S11/06 , G01S7/35 , G06K7/10 , G06K19/07
Abstract: A system, method, and computer program product are provided for estimating a distance. The system includes a Radio Frequency Identifier (RFID) reader. The system further includes an RFID tag. The system also includes measurement equipment for measuring a plurality of phase differences at different frequencies between transmitted Radio Frequency (RF) signals from the RFID reader and corresponding received RF signals at the RFID tag. The system additionally includes a processor. The processor is configured to calculate normalized phases from the plurality of phase differences. The processor is further configured to calculate corrected phases by resolving one or more ambiguities from the normalized phases. The processor is also configured to obtain a characteristic curve using the corrected phases. The processor is additionally configured to provide an estimate of the distance based on the characteristic curve and the corrected phases.
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公开(公告)号:US20190079999A1
公开(公告)日:2019-03-14
申请号:US16038858
申请日:2018-07-18
Applicant: NEC Laboratories America, Inc.
Inventor: Renqiang Min , Dinghan Shen , Yitong Li
Abstract: A system for electronic message classification and delivery using a neural network architecture includes one or more computing devices associated with one or more users, and at least one computer processing system in communication with one or more computing devices over at least one network. The at least one computer processing system includes at least one processor operatively coupled to a memory device and configured to execute program code stored on the memory device to receive one or more inputs associated with one or more e-mails corresponding to the one or more users across the at least one network, classify the one or more e-mails by performing natural language processing based on one or more sets of filters conditioned on respective ones of the one or more inputs, and permit the one or more users access to the one or more classified e-mails via the one or more computing devices.
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