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Sentence-State LSTMs For Sequence-to-Sequence Learning 10th

Sentence-State LSTMs For Sequence-to-Sequence Learning

引用

10th CCF Conference on Natural Language Processing and Chinese Computing, NLPCC 2021

作者： Bai, Xuefeng Li, Yafu Zhang, Zhirui Xu, Mingzhou Chen, Boxing Luo, Weihua Wong, Derek Zhang, Yue School of Engineering Westlake University Hangzhou China Alibaba DAMO Academy Hangzhou China NLP2CT Lab Department of Computer and Information Science University of Macau China Institute of Advanced Technology Westlake Institute for Advanced Study Hangzhou China

ISBN: (纸本)9783030884796

Transformer is currently the dominant method for sequence to sequence problems. In contrast, RNNs have become less popular due to the lack of parallelization capabilities and the relatively lower performance. In this paper, we propose to use a parallelizable variant of bi-directional LSTMs (BiLSTMs), namely sentence-state LSTMs (S-LSTM), as an encoder for sequence-to-sequence tasks. The complexity of S-LSTM is only O(n) as compared to O(n2) of Transformer. On four neural machine translation benchmarks, we empirically find that S-SLTM can achieve significantly better performances than BiLSTM and convolutional neural networks (CNNs). When compared to Transformer, our model gives competitive performance while being 1.6 times faster during inference. © 2021, Springer Nature Switzerland AG.

关键词： Neural machine translation

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GeoPPRA: An energy-efficient geocasting protocol in mobile ad hoc networks

GeoPPRA: An energy-efficient geocasting protocol in mobile a...

引用

6th International Conference on Networking, ICN'07

作者： Jeon, Paul Barom Kesidis, George Networking Technology Lab. Samsung Advanced Institute of Technology Yongin Gyeonggi 446-712 Korea Republic of Department of Computer Science and Engineering Electrical Engineering Pennsylvania State University University Park PA 16802 United States

ISBN: (纸本)0769528058

In this paper, a variant of the conventional multicasting called geocasting, or location-based multicasting, is presented. The proposed scheme combines any casting, restricted broadcasting, and heal broadcasting to deliver packets to a group of nodes presented in a specific geographic region called geocast region. Also, the proposed scheme utilizes a pheromone-aided multipath algorithm (PPRA) to perform energy-efficient load balancing that increases the network lifetime. We compare the performance of GeoPPRA with well-known geocasting protocol GAMER via simulation. The simulation results show significant reductions of energy consumption, while maintaining comparable delivery ratio defined as the ratio of successfully delivered data packets to the total data packets sent from the source to one of the geocast group members. © 2007 IEEE.

关键词： Geographic information systems

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Sensitivity Study of Wafer-Level Packaging Lifetime Prediction Using Different Creep Constitutive Equations 25

Sensitivity Study of Wafer-Level Packaging Lifetime Predicti...

引用

25th International Conference on Thermal, Mechanical and Multi-Physics Simulation and Experiments in Microelectronics and Microsystems, EuroSimE 2024

作者： Lee, C.E. Yuan, Cadmus Chiang, K.N. National Tsing Hua University Department of Power Mechanical Engineering Hsinchu300 Taiwan Feng Chia University Department of Mechanical and Computer-aided Engineering Taichung Taiwan Advanced Microsystem Packaging and Nano-Mechanics Research Lab Taiwan

ISBN: (纸本)9798350393637

Reliability is essential in electronic packaging development. Since low-cycle fatigue is a common WLP (Wafer-Level Packaging) solder joint failure mechanism, industries often apply the accelerated thermal cycle test to estimate the risk experimentally. Due to the cost and execution time of the accelerated thermal cycling test (ATCT) being high and long, so the finite element simulation is critically needed to replace the ATCT experiment. To numerically estimate the solder fatigue risk, equivalent plastic strain-based Coffin-Manson and energy density equations are often applied. However, only the energy density equation works well while time-dependent material nonlinearity is *** this research, we build five finite element models corresponding to five validated test vehicles. These test vehicles have a lifetime range from 313 to 1013 cycles. For reliability estimation, we use the energy density-based method. The modified energy density method is applied to establish the correlation between the strain energy and the lifetime. We also employed two creep models, Garofalo Hyperbolic Sine model and Anand model, to analyze five test vehicles, subsequently comparing the reliability predictions calculated using the modified energy method with the increment of strain energy density. After calculation, both the Garofalo and Anand models demonstrated the ability to provide accurate results, with errors measuring less than 20%. Notably, the Anand model outperformed the Garofalo model in terms of accuracy. © 2024 IEEE.

关键词： Accelerated Thermal Cycling Test Anand model energy density method Finite Element Analysis Garofalo Hyperbolic Sine model Wafer Level Packaging

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Data Crawling and Research Based on Topic Web Crawler 5

Data Crawling and Research Based on Topic Web Crawler

引用

5th International Conference on computer Network, Electronic and Automation, ICCNEA 2022

作者： Wang, Zhongsheng Lv, Jieyi Xi'an Technological University School of Computer Science and Engineering Shaanxi China State and Provincial Joint Engineering Lab. of Advanced Network Monitoring and Control No.2 Xuefu Middle Road Weiyang district Shaanxi Xi'an China

ISBN: (数字)9781665491099

ISBN: (纸本)9781665491099

With the popularity of big data, efficient acquisition of existing massive data and multi-angle analysis has become a key technology. In this paper, compared with the traditional general web crawler, the main web crawler strategy adopted in network crawling can be more efficient for grasping targets, so as to carry out data grasping operations more efficiently. Based on the film review data on ***, this paper analyzes and studies the film review data without damaging the operation of the website. By using jieba, matplotlib, wordcloud and other libraries in python library, data can be visualized into wordcloud map, pie chart and line chart, which is helpful for users to see key words and the proportion of favorable and negative comments in movie works directly, which is of great significance to users' preference selection. It also has certain reference significance for accurate software recommendation in the era of big data. © 2022 IEEE.

关键词： Python

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Impact of crosstalk on MB-OFDM UWB transmission in radio over fiber WDM system

Impact of crosstalk on MB-OFDM UWB transmission in radio ove...

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作者： Hraimel, Bouchaib Zhang, Xiupu Shen, Yiming Advanced photonic systems Lab Department of Electrical and Computer Engineering Concordia University Montreal QC H3G 1M8 Canada

ISBN: (纸本)9781457702136

We experimentally investigate the impact of crosstalk on the performance of MB-OFDM UWB signal transmission in RoF WDM system. It is found that OFDM signal's orthogonalities are almost kept after 20 km of fiber transmission even under adjacent channel crosstalk level of 5 dB. MB-OFDM UWB over fiber is robust to crosstalk from other channels. © 2011 Optical Society of America.

关键词： Crosstalk

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Empirical Study of Computational Intelligence Approaches for the Early Detection of Autism Spectrum Disorder 5th

Empirical Study of Computational Intelligence Approaches for...

引用

5th International Conference on Intelligent Computing and Applications, ICICA 2019

作者： Khatun, Mst. Arifa Ali, Md. Asraf Ahmed, Md. Razu Noori, Sheak Rashed Haider Sahayadhas, Arun Department of Computer Science and Engineering Daffodil International University Dhaka Bangladesh Department of Software Engineering Daffodil International University Dhaka Bangladesh Artificial Intelligence Research Lab Vels Institute of Science Technology and Advanced Studies Chennai India

ISBN: (纸本)9789811555657

The objective of the research is to develop a predictive model that can significantly enhance the detection and monitoring performance of Autism Spectrum Disorder (ASD) using four supervised learning techniques. In this study, we applied four supervised-based classification techniques to the clinical ASD data obtained from 704 patients. Then, we compared the four machine learning (ML) algorithms performance across tenfold cross-validation, ROC curve, classification accuracy, F1 measure, precision, recall, and specificity. The analysis findings indicate that Support Vector Machine (SVM) achieved the uppermost performance than the other classifiers in terms of accuracy (85%), f1 measure (87%), precision (87%), and recall (88%). Our work presents a significant predictive model for ASD that can effectively help the ASD patients and medical practitioners. © 2021, Springer Nature Singapore Pte Ltd.

关键词： Support vector machines

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The impacts of signaling time on the performance of fast handovers for MIPv6

引用

IFIP TC6 9th International Conference on Personal Wireless Communications, PWC 2004

作者： Hwang, Seung-Hee Han, Youn-Hee Han, Jung-Hoon Hwang, Chong-Sun Dept of Computer Science and Engineering Korea University Seoul Korea Republic of I-Networking Lab Samsung Advanced Institute of Technology YonginKyungki-do Korea Republic of

ISBN: (纸本)3540231625

A Fast Handover protocol (FMIPv6) in IETF working groupis proposed to reduce the handover latency in Mobile IPv6 standard *** FMIPv6 proposes some procedures for fast movement detectionand fast binding update to minimize the handover latency. Additionally,to reduce the lost packets caused by a handover, this protocolintroduces buffers in access routers. However, the handover latency orthe amount of lost packets are affected by the time to send signals suchas Fast Binding Update message for the fast handover. In this paper, weinspect the impacts of the signaling time on packet loss and handoverlatency in FMIPv6 through the numerical analysis, we propose the optimalsignaling time to improve the performance of FMIPv6 in terms ofthe handover latency and lost packets. © IFIP International Federation for Information Processing 2004.

关键词： Routers

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High Quantum Yield Green and Red CdSe/CdS Dot-in-Rods and Their Electroluminescent Light Emitting Diodes

High Quantum Yield Green and Red CdSe/CdS Dot-in-Rods and Th...

引用

SID Symposium, Seminar, and Exhibition 2019, Display Week 2019

作者： Zhou, Ziming Liu, Haochen Hao, Junjie Wang, Kai Teo, Kie Leong Sun, Xiao Wei Guangdong University Key Lab for Advanced Quantum Dot Display and Lighting Shenzhen Key Lab for Advanced Quantum Dot Display and Lighting and Department of Electrical and Electronic Engineering Southern University of Science and Technology Shenzhen China Shenzhen Planck Innovation Technologies Co. Ltd Guangdong Shenzhen China Department of Electrical and Computer Engineering National University of Singapore Singapore

ISBN: (纸本)9781510896161

We successfully synthesized CdSe/CdS dot-in-rods (DiRs) with a high quantum yield (QY, 70% and 65% for green and red). And these DiRs were further utilized to fabricate DiRs electroluminescent (EL) light emitting diodes (LEDs), as the first-time report for green LED and record-high performance for red LED. This kind of DiRs can be utilized for high efficiency and color gamut display technologies. © 2019 SID.

关键词： Electroluminescence

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An Efficient Simulation CAD Tool For Interconnect Distribution Functions

An Efficient Simulation CAD Tool For Interconnect Distributi...

引用

Principles of advanced and Distributed Simulation (PADS), 2006 Workshop on;Avignon,France

作者： Manouchehr Ghahramanian Golzar Nasser Masoumi Ahmad Atghiaee Advanced VLSI Lab School of Electrical & Computer Engineering University of Tehran Iran

In this paper a new simulation technique is proposed for interconnect structures. It is possible in this technique to take into account the impact of interconnects in early stages of high level design with no need of layout information. For any given digital or mixed mode circuit in the above mentioned technique, one first determines a pre-defined interconnect model with high accuracy and flexibility, then by executing a new and low cost home-made CAD tool, interconnects model is located between any two cells. The output of this technique would be time or frequency domain curves for power, delay and cross talk noise for any given point of the circuit. This technique also gives some other useful information about interconnect density function (IDF) such as total number of interconnects, total, minimum and maximum interconnects lengths with no knowledge about the layout in the first steps in design flow. Simulation results demonstrate the accuracy and efficiency of our developed CAD Tool.

关键词： Distribution functions Integrated circuit interconnections Design automation Circuit simulation Flexible printed circuits Costs Frequency domain analysis Delay effects Circuit noise Density functional theory

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An efficient adaptive online neural spikes detection and classification engine based on Bayesian inference 6

An efficient adaptive online neural spikes detection and cla...

引用

6th International Conference on Systems and Informatics, ICSAI 2019

作者： Li, Nan Sawan, Mohamad Wang, Lei College of Computer Science National University of Defense Technology Changsha China Polystim Neurotech. Lab Polytechnique Montreal Electrical Engineering Dept. Montreal Canada School of Engineering Westlake University Hangzhou310024 China Institute of Advanced Study Westlake Institute for Advanced Study Hangzhou310024 China

ISBN: (纸本)9781728152561

A new method, called Bayesian inference-based template matching (BIBTM) method, is proposed in this article, which is designed to detect and classify neural spikes from real neural signals. Through this spike detection and classification method, the templates do not need be given in advance, and they can be automatically generated. To evaluate the performance of our method, we built signals with diverse signal-to-noise ratios and firing rates, and also researched two spike template generation methods. Based on the experimental results and comparison, BIBTM method has excellent detection performance. The true positive rates (TPR) and false positive rates (FPR) of the spike detection can reach 0.92 and 0.05 respectively, and the average FPR and average TPR of the spike classification can reach 0.05 and 0.6 respectively. From the discussion and analysis, our proposed BIBTM method not only has high detection and classification accuracy, but also has a simple structure and low complexity. © 2019 IEEE.

关键词： Template matching

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