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Sentiment Analysis on Indonesian-Sundanese Code-Mixed Data

Sentiment Analysis on Indonesian-Sundanese Code-Mixed Data

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international conference for convergence of technology (I2CT)

作者： Hajarot Najiha Ade Romadhony School of Computing Telkom University Bandung Indonesia

In this work, we conduct sentiment analysis on Indonesian-Sundanese code-mixed tweets. Sundanese is one of Indonesia’s regional languages with over 42.000.000 speakers. We use a pre-trained language model, IndoBERT, to tackle the sentiment analysis task. Our evaluation result shows that the best accuracy is 81%. We analyze the errors and find that most mislabeled tweets are because the words on the wrongly predicted tweet contain many words from other labels. It is also possible that it happens since the sentence in the tweet is ambiguous, the words used in the tweet are unavailable in the training data set, or the use of abbreviated words in the tweet.

关键词： Sentiment analysis Analytical models Codes Social networking (online) Training data Data models Labeling

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RDMA over Ethernet — A preliminary study

RDMA over Ethernet — A preliminary study

引用

IEEE international conference on Cluster computing

作者： Hari Subramoni Ping Lai Miao Luo Dhabaleswar K. Panda Department of Computer Science and Engineering Ohio State Uinversity USA

Though convergence has been a buzzword in the networking industry for sometime now, no vendor has successfully brought out a solution which combines the ubiquitous nature of Ethernet with the low latency and high performance capabilities that InfiniBand offers. Most of the overlay protocols introduced in the past have had to bear with some form of performance trade off or overhead. Recent advances in InfiniBand interconnect technology has allowed vendors to come out with a new model for network convergence-RDMA over Ethernet (RDMAoE). In this model, the IB packets are encapsulated into Ethernet frames thereby allowing us to transmit them seamlessly over an Ethernet network. The job of translating InfiniBand addresses to Ethernet addresses and back is taken care of by the InfiniBand HCA. This model, allows end users access to large computational clusters through the use of ubiquitous Ethernet interconnect technology while retaining the high performance, low latency guarantees that InfiniBand provides. In this paper, we present a detailed evaluation and analysis of the new RDMAoE protocol as opposed to the earlier overlay protocols as well as native-IB and socket based implementations. Through these evaluations, we also look at whether RDMAoE brings us closer the eventual goal of network convergence. The experimental results obtained with verbs, MPI, application and data center level evaluations show that RDMAoE is capable of providing performance comparable to native-IB based applications on a standard 10 GigE network.

关键词： Ethernet networks Switches Delay Costs High performance computing Access protocols Communication switching Computer science Computer industry Pervasive computing

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convergence Analysis of Unscented Transform for Underwater Passive Target Tracking in Noisy Environment

Convergence Analysis of Unscented Transform for Underwater P...

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IEEE international conference on Signal Processing, Communications and computing (ICSPCC)

作者： Wasiq Ali Yaan Li Shujaat Ali Khan Tanoli Muhammad Asif Zahoor Raja Kashif Javaid Nauman Ahmed School of Marine Science and Technology Northwestern Ploytechnical University Xi'an China COMSATS University Islamabad Attock Pakistan

Optimal passive target tracking in noisy ocean environments is an important research problem. This issue is frequently dealt with nonlinear Bayesian filtering techniques, in which passive measurements are nonlinear while the dynamic system model is considered linear. The key objective of underwater passive object tracking is to accurately find the motion parameters of the object over uncertain measurements extracted from array elements. In this paper, the rule of unscented transform is used to examine the convergence of unscented Kalman filter (UKF) and unscented Rauch Tung Striebel (URTS) type Kalman post processing method. This study delicately finds the real-time state of a long distance dynamic target in a noisy complex underwater scenario, in which variance of background noise is high. Underwater Bearings-Only Tracking (BOT) technology is used for tracking purposes by deploying eight array elements which are localized on a horizontal Uniform Linear Array (ULA). Simulations are done for finding least Root Mean Square Error (RMSE) among real and approximated position of the target. Independent numerical results demonstrate that URTS smoother offers a higher convergence rate from UKF in a noisy ocean environment.

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A Scientific Rapid Prototyping Model for the Haskell Language

A Scientific Rapid Prototyping Model for the Haskell Languag...

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international conference on convergence Information technology

作者： Brian J. d'Auriol Sungyoung Lee Young-Koo Lee Kyung Hee University Dongdaemun-gu Seoul KR Department of Computer Engineering Kyung Hee University Korea

ISBN: (纸本)9781424432721

A simple methodology for computational and scientific rapid prototyping in Haskell is proposed. The methodology is based on identifying abstractions that are defined over entire list data structures combined with identifying a set of processes that initially construct a list data structure and subsequently modify that data structure in iterative steps leading to a final post modification process to output the data structure. A case study exemplifies and details an application of the proposed *** results indicate that the proposed methodology can be easily implemented for developers or coders with little in-depth knowledge of functional programming capabilities; thereby, enabling applicability for a wide range of users.

关键词： Prototypes Application software Computer networks High performance computing Data structures Software prototyping Libraries Design engineering Parallel programming Computational modeling

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Design and Implementation of an RDMA Gateway for Heterogeneous Clusters

Design and Implementation of an RDMA Gateway for Heterogeneo...

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international conference on convergence Information technology

作者： Shin-Gye Kim Hyuck Han Hyungsoo Jung Heon Y. Yeom School of Computer Science and Engineering Seoul National University Seoul South Korea

ISBN: (纸本)9781424431779

Building high-performance clusters using one of the two leading network technologies, Myrinet and InfiniBand, has been thought as a de facto way to achieve several teraflops computing power. Meanwhile, maintaining both types of clusters, it appears, may have created an another challenge for the MPI programming system, the most popular parallel programming library that has been successfully used on both networks. The belief that extending cluster resources across two different types of networks may increase computing parallelism has driven many researchers to tackle this challenge with various viewpoints. We approach this challenge with a different perspective, application transparency, which is accomplishing the goal without any modification of legacy MPI applications. We, therefore, focus on the design of an RDMA gateway that can relay messages very fast, and this design focus turns out to be a better way to preserve the application transparency. RDMA gateway (RG), our prototyped system, has a very efficient memory management mechanism that prevents RG from showing irregular spikes of a memory usage under a heavy load condition. Experimental results show that running parallel applications over heterogeneous clusters can be very promising with low performance overhead.

关键词： Computer networks Parallel programming Roentgenium Memory management Buildings Libraries Concurrent computing Parallel processing Relays Prototypes

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Survey on Fault Tolerance and Security in Mobile Ad Hoc Networks (MANETs)

Survey on Fault Tolerance and Security in Mobile Ad Hoc Netw...

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international conference for convergence of technology (I2CT)

作者： Desai Rahul Babasaheb Indhumathi Raman School of Information Technology & Engineering VIT University Vellore Tamilnadu India

Providing fault tolerance in Mobile Ad hoc Networks (MANETs) is very tricky activity as nodes migrate from one place to other place and changes network topology. Also MANET is very susceptible for various attacks like DoS attacks etc. So providing security to MANET is also very difficult job. Multipath protocols provide better results than unipath protocols. Multipath protocols provide fault tolerance but many multipath protocols for MANETs not targeted security issues. Distributed and cooperative security that means Intrusion Detection System (IDS) gives better security to MANETs. In this paper we have discussed many confronts and concerns regarding fault tolerance and IDS.

关键词： Ad hoc networks Mobile computing Routing Fault tolerance Fault tolerant systems Routing protocols

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An inspection method for burrs in an inlet side hole using a low cost vision system

An inspection method for burrs in an inlet side hole using a...

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international conference on Information and Communication technology convergence (ICTC)

作者： Hyeon Sung Cho Su-young Chi Intelligent Cognitive Technology Research Department ETRI Daejeon Korea

ISBN: (纸本)9781467371179

We propose a vision-based automatic inspection system for machine parts using a novel image processing method. We also built a standalone inspection system using low-cost computing hardware, camera, and lens. Our system inspects rough spot or unwanted particles, which are called “burr”, on machine parts after they are manufactured by CNC machines. A burr is side effects during machining operations. It causes many problems in assembling tasks or brings out machine failure at working time. To automate screening out defected goods, which have burrs, we proposed a low cost vision system and image processing method. Furthermore, we evaluated the accuracy of the proposed method using burr detection rates.

关键词： Image resolution Inspection Hardware Cameras Lenses Shape

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Towards the development of a unified virtual population model in hypertrophic cardiomyopathy

Towards the development of a unified virtual population mode...

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2021 IEEE EMBS international conference on Biomedical and Health Informatics, BHI 2021

作者： Grigoriadis, Grigoris I. Pezoulas, Vasileios C. Roumpi, Maria Gkois, George Tachos, Nikolaos S. Prodanovic, Momcilo Prodanovic, Danica Stojanovic, Boban Mijailovich, Srboljub M. Filipovic, Nenad Fotiadis, Dimitrios I. Unit of Medical Technology and Intelligent Information Systems Department of Materials Science and Engineering University of Ioannina IoanninaGR 45110 Greece University of Kragujevac Faculty of Engineering Kragujevac Serbia University of Kragujevac Faculty of Science Kragujevac Serbia Department of Biology Illinois Institute of Technology ChicagoIL United States BioIRC Prvoslava Stojanovica 6 Kragujevac34000 Serbia Department of Biomedical Research Institute of Molecular Biology and Biotechnology FORTH Ioannina Greece The Dept. of Materials Science and Engineering Unit of Medical Technology and Intelligent Information Systems University of Ioannina IoanninaGR 45110 Greece

ISBN: (纸本)9781665403580

The SILICOFCM platform is an in-silico cloud computing platform which utilizes advanced computational workflows for drug development and optimized clinical therapy in the domain of hypertrophic cardiomyopathy (HCM). The current study presents the SILICOFCM's virtual population model (VPM) which can be used to generate high-quality virtual clinical data using both multivariate and machine learning methods along with virtual geometries for in-silico clinical trials. The proposed VPM workflow includes data quality management functionalities for outlier detection and similarity detection which are used to enhance the quality of the real patient data. In addition, the virtual clinical data generator which is part of the VPM includes both multivariate methods, such as, the multivariate normal distribution and machine learning methods, such as, the tree ensembles, the artificial neural networks, and the Bayesian networks. The VPM was utilized in a use-case scenario which included 592 records of patients with HCM towards the generation of clinical data for 1000 virtual patients. Our results suggest that the VPM was able to yield virtual distributions with an increased convergence with the real distributions, where the average goodness of fit was 0.038, the Kullback-Leibler (KL) divergence was 0.029 and the absolute correlation difference 0.0443 between the real and the virtual correlation matrices along with virtual geometries that mimic the real ones. © 2021 IEEE

关键词： Bayesian networks

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Providing Recommendation in Peer-to-Peer Networking based Content Delivery Service

Providing Recommendation in Peer-to-Peer Networking based Co...

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international conference on Computer Sciences and convergence Information technology (ICCIT)

作者： Chang-kyu Lee Wook Hyun Shin-gak Kang Department of engineering University of science and technology Daejeon South Korea Standard research center Electronics and telecommunications research institute Daejeon South Korea

ISBN: (纸本)9781467308946

Content delivery service for providing content to a larger number of recipients is based on client-server fashion in general. Since the burden on the content server can be increased as the number of recipient grows, peer-to-peer networking has been studied and adopted by various industries and applications. It had been studied that users with similar preference request or search for the similar content. Based on the similarity called small world, it is possible to recommend the content in which the user may interest. In the service with client-server fashion, recommendation is easy to implement because the service provider-side server manages the information on the relation between the provided service and user but the service with peer-to-peer networking is in different situation. Peer-to-peer networking based service, especially the service using a server called tracker managing peer-to-peer network cannot provide recommendation because the server does not have the description on content shared in each peer-to-peer network. This paper shows how content delivery service based on peer-to-peer networking can support content recommendation.

关键词： content delivery service peer-to-peer networking recommandation

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Impact of node speed and transmission range on the hello interval of MANET routing protocols

Impact of node speed and transmission range on the hello int...

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international conference on Information and Communication technology convergence (ICTC)

作者： Neung-Um Park Jae-Choong Nam You-Ze Cho Kyungpook National University Daegu Korea

ISBN: (纸本)9781509013265

In mobile ad-hoc networks (MANETs), nodes use hello messages to detect neighbor nodes and to maintain link connectivity. In a typical MANET routing, a node broadcasts hello messages at a fixed interval. However, a fixed hello interval causes a long delay of neighbor discovery (too long hello intervals) or a more bandwidth waste by unnecessary protocol overhead (too short hello intervals). In this paper, we investigate the impact of node speed and transmission range on hello intervals in terms of network throughput. Through simulations for a mobile ad-hoc network using AODV routing protocol, we show that the hello interval to maximize the network throughput can be determined as a function of node speed and transmission range.

关键词： Throughput Ad hoc networks Routing Routing protocols Mobile communication Mobile computing

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