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Multi-document Cohesion network Analysis: Automated Prediction of Inferencing across Multiple Documents 32

Multi-document Cohesion Network Analysis: Automated Predicti...

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32nd ieee International conference on Tools with Artificial Intelligence (ICTAI)

作者： Nicula, Bogdan Perret, Cecile A. Dascalu, Mihai McNamara, Danielle S. Univ Politehn Bucuresti Comp Sci Dept Bucharest Romania Arizona State Univ Dept Psychol Tempe AZ 85287 USA

ISBN: (纸本)9781728192284

open-ended comprehension questions are a common type of assessment used to evaluate how well students understand one of multiple documents. Our aim is to use natural language processing (NLP) to infer the level and type of inferencing within readers' answers to comprehension questions using the linguistic and semantic features within their responses. Our taxonomy considers three types of responses to comprehension questions from students (N=146) who read four documents: a) textbase responses (i.e., information required for the answer is present in a contiguous short sequence of text);b) single-document inference responses (i.e., requiring information from multiple text segments in a single document);and c) multi-document inference responses (i.e., information spanning multiple documents is required). The classification task was approached in two ways. First, we extracted features from students' answers to the comprehension questions using linguistic and semantic indices related to textual complexity and an extended Cohesion network Analysis (CNA) graph to assess semantic links between the answers and the reference documents. Second, we compared different Recurrent Neural networks (RNNs) architectures that rely on word embeddings to encode both answers and reference documents. Our best model based on RNNs predicts the answer type with an accuracy of 81%.

关键词： Predicting question type Natural Language Processing Cohesion network Analysis

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A Survey on the Effects of Working Conditions on programming Efficiency in an Educational Environment 20th

A Survey on the Effects of Working Conditions on Programming...

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20th International conference on Computational Science and Its Applications (ICCSA)

作者： Charikova, Mariia Thapaliya, Ananga Gimaeva, Susanna Grichshenko, Alexandr Varouqa, Selina de Araujo, Luiz Jonata Pires Succi, Giancarlo Innopolis Univ Innopolis 420500 Russia

ISBN: (纸本)9783030588175;9783030588168

A recurrent concern of instructors and managers in learning and industrial sectors is how to organise the working environment to increase the productivity in tasks such as programming and software testing. Evidence of the increasing interest from different domains in this topic is the growing amount of research that has been published on physical factors (e.g., product, personnel, project and process), programming tasks (e.g., tests, questionnaires, programming, testing and debugging), and assessment methods (e.g., time, software metrics and academic grading). The objective of this paper is to survey the literature and to enable one to gain valuable insights into the relevance of physical factors to improve programming efficiency, especially in a learning environment. This study also makes recommendations on the techniques that can provide further experience for learners before joining the industrial sector. Finally, this survey suggests research directions, including an analysis of the correlation between physical factors and measurable productivity.

关键词： programming efficiency Academic environment Physical conditions Productivity factors Evaluation of productivity

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Trading Based Service-Oriented Spectrum-Aware RAN-Slicing Under Spectrum Sharing

Trading Based Service-Oriented Spectrum-Aware RAN-Slicing Un...

引用

ieee Wireless Communications and networking conference (ieee WCNC)

作者： Jiao, Kajia Li, Xuanheng Pan, Miao Jiang, Fan Li, Ming Dalian Univ Technol Sch Informat & Commun Engn Dalian Peoples R China Univ Houston Dept Elect & Comp Engn Houston TX 77204 USA Xian Univ Posts & Telecommun Shaanxi Key Lab Informat Commun Network & Secur Xian 710121 Shaanxi Peoples R China

ISBN: (纸本)9781728131061

The fast development on emerging services makes our telecommunications networks witness two key problems. One is the flexibility to fulfill the diverse service requests and the other is the shortage on spectrum. network slicing and spectrum sharing have been regarded as two prominent solutions, which, however, are barely jointly studied. When taking the shared spectrum into account, its unique feature of heterogeneity and uncertainty will bring new challenges for the slicing. In this paper, we propose a service-oriented spectrum-aware RAN-slicing trading (SSRT) scheme with a comprehensive consideration on both aspects. For the SSRT scheme, we jointly slice three kinds of resources, namely, time, spectrum (including both licensed one and shared one), and network facilities, according to the diverse traffic requests, which are classified into delay-tolerant (DT) ones and delay-sensitive (DS) ones, as well as the willing payments from different service providers (SPs). To achieve both inter-slice and intra-slice isolation, we construct a three-dimensional (3D) conflict graph and formulate the SSRT scheme into a mixed-integer nonlinear programming (MINLP) problem with a cross-layer spectrum-aware resource allocation and a hybrid transmission mode (including both single-hop and multi-hop). Since finding all the maximum independent sets (MIS) for the 3D conflict graph is an NP-hard problem, we further develop an iterative heuristic algorithm for the MIS determination.

关键词： network slicing spectrum sharing service diversity spectrum-aware

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A Fusion of Java Domain Knowledge Base and Siamese network for Java API Recommendation 20

A Fusion of Java Domain Knowledge Base and Siamese Network f...

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20th ieee International conference on Software Quality, Reliability, and Security (QRS)

作者： Li, Hao Li, Tao Zhong, Sheng Kang, Yan Chen, Tie Yunnan Univ Dept Software Kunming 650500 Yunnan Peoples R China

ISBN: (纸本)9781728189154

APIs play an important role in modern software development. Programmers need to frequently search for the appropriate APIs according to different tasks. With the development of the information industry, API reference documents have become larger and larger. Due to redundant and erroneous information on the Internet, traditional search methods can also cause inconvenience to programmers' queries. At the same time, there is a gap in terms of vocabulary and knowledge between the natural language description of the programming task and the description in the API documentation, so it is difficult to find a suitable API. To solve these problems, this paper proposes a Java API recommendation model by fusing the Java domain knowledge base and the Siamese network to improve the accuracy of API recommendation. Experiments on the BIKER data set show that our method has better recommendation results than the state-of-art DeepAPI and BIKER model.

关键词： API recommendation deep learning Java Stack Overflow BERT

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Component Analysis for Visual Question Answering architectures

Component Analysis for Visual Question Answering Architectur...

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International Joint conference on Neural networks (IJCNN) held as part of the ieee World Congress on Computational Intelligence (ieee WCCI)

作者： Kolling, Camila Wehrmann, Jonatas Barros, Rodrigo C. Pontificia Univ Catolica Rio Grande do Sul Machine Intelligence & Robot Res Grp Sch Technol Av Ipiranga 6681 BR-90619900 Porto Alegre RS Brazil

ISBN: (纸本)9781728169262

Recent research advances in Computer Vision and Natural Language Processing have introduced novel tasks that are paving the way for solving AI-complete problems. One of those tasks is called Visual Question Answering (VQA). This system takes an image and a free-form, open-ended natural-language question about the image, and produce a natural language answer as the output. Such a task has drawn great attention from the scientific community, which generated a plethora of approaches that aim to improve the VQA predictive accuracy. Most of them comprise three major components: (i) independent representation learning of images and questions;(ii) feature fusion so the model can use information from both sources to answer visual questions;and (iii) the generation of the correct answer in natural language. With so many approaches being recently introduced, it became unclear the real contribution of each component for the ultimate performance of the model. The main goal of this paper is to provide a comprehensive analysis regarding the impact of each component in VQA models. Our extensive set of experiments cover both visual and textual elements, as well as the combination of these representations in form of fusion and attention mechanisms. Our major contribution is to identify core components for training VQA models so as to maximize their predictive performance.

关键词： Visual Question Answering Computer Vision Natural Language Processing

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A Service network Design Problem for Freight Transportation in Port Cities 20th

A Service Network Design Problem for Freight Transportation ...

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20th International conference on Computational Science and Its Applications (ICCSA)

作者： Di Francesco, Massimo Incollu, Dennis Porcu, Claudia Zanda, Simone Univ Cagliari Dept Math & Comp Sci I-09124 Cagliari Italy

ISBN: (纸本)9783030588205;9783030588199

This paper investigates a service network design problem, which is motivated by the case of freight transportation in a port city. We describe the novel features of this problem, which are based on the possible (but still unexploited) knowledge on the composition of the disaggregated loads in containers and semitrailers entering the port. In this problem, the transportation requests of these loads are highly customized and have different delivery costs. We must determine the paths of vehicles and loads, which result in costs paid by carriers and customers, as well as external costs for the city itself. The resulting network design problem is faced from the holistic viewpoint of a possible mobility manager, which must minimize the overall system costs. We present a mixed integer linear programming model (MILP) for this problem. Since it is very difficult to solve by standard MILP solvers, we present a Tabu Search algorithm exploiting the specific problem features. The computational experiments show to what extent this problem can be tackled by a general purpose mixed-integer programming solver and the Tabu Search algorithm.

关键词： network design problems City logistics Tabu Search

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Real-time analytics, hybrid transactional/analytical processing, in-memory data management, and non-volatile memory

Real-time analytics, hybrid transactional/analytical process...

引用

Ivannikov Ispras open conference (ISPRAS)

作者： Kuznetsov, Sergey D. Velikhov, Pavel E. Fu, Qiang Plekhanov Russian Univ Econ Ivannikov Inst Syst Programming RAS Lomonosov Moscow State Univ Moscow Inst Phys & TechnolState UnivNatl Res Un Moscow Russia Huawei Russian Res Inst Moscow Russia

ISBN: (纸本)9781665412919

These days, real-time analytics is one of the most often used notions in the world of databases. Broadly, this term means very fast analytics over very fresh data. Usually the term comes together with other popular terms, hybrid transactional/analytical processing (HTAP) and in-memory data processing. The reason is that the simplest way to provide fresh operational data for analysis is to combine in one system both transactional and analytical processing. The most effective way to provide fast transactional and analytical processing is to store an entire database in memory. So on the one hand, these three terms are related but on the other hand, each of them has its own right to life. In this paper, we provide an overview of several in-memory data management systems that are not HTAP systems. Some of them are purely transactional, some are purely analytical, and some support real-time analytics. Then we overview nine in-memory HTAP DBMSs, some of which don't support real-time analytics. Existing real-time in-memory HTAP DBMSs have very diverse and interesting architectures although they use a number of common approaches: multiversion concurrency control, multicore parallelization, advanced query optimization, just in time compilation, etc. Additionally, we are interested whether these systems use nonvolatile memory, and, if yes, in what manner. We conclude that an emergence of new generation of NVM will greatly stimulate its use in in-memory HTAP systems.

关键词： real-time analytics hybrid transactional/analytical processing in-memory data processing non-volatile memory

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A Modified Algorithm of Porting a Wave Motion 20th

A Modified Algorithm of Porting a Wave Motion

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20th International conference on Computational Science and Its Applications (ICCSA)

作者： Bogdanov, Alexander, V Mareev, Vladimir V. Storublevtcev, Nikita Smirnov, Victor Podsevalov, Ivan St Petersburg State Univ Fac Appl Math & Control Proc St Petersburg 198504 Russia

ISBN: (纸本)9783030588175;9783030588168

The purpose of our work is to identify the key features of algorithms in porting codes for calculating of essentially nonlinear processes to a modern cluster of hybrid architecture. The KPI equation with a source term was numerically modeled to reveal the features of the occurrence of extreme waves. A methodology for the implementation of boundary conditions for the modified KPI equation was also proposed.

关键词： High performance computing CPU architectures GPU FPGA Rogue wave KPI

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Traffic Off-Loading over Uncertain Shared Spectrums with End-to-End Session Guarantee 92

Traffic Off-Loading over Uncertain Shared Spectrums with End...

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92nd ieee Vehicular Technology conference (ieee VTC-Fall)

作者： Xiao, Ruyi Li, Xuanheng Pan, Miao Zhao, Nan Jiang, Fan Wang, Xianbin Dalian Univ Technol Sch Informat & Commun Engn Dalian Peoples R China Univ Houston Dept Elect & Comp Engn Houston TX 77204 USA Xian Univ Posts & Telecommun Shaanxi Key Lab Informat Commun Network & Secur Xian 710121 Shaanxi Peoples R China Univ Western Ontario Dept Elect & Comp Engn London ON N6A 5B9 Canada

ISBN: (纸本)9781728194844

As a promising solution of spectrum shortage, spectrum sharing has received tremendous interests recently. However, under different sharing policies of different licensees, the shared spectrum is heterogeneous both temporally and spatially, and is usually uncertain due to the unpredictable activities of incumbent users. In this paper, considering the spectrum uncertainty, we propose a spectrum sharing based delay-tolerant traffic off-loading (SDTO) scheme. To capture the available heterogeneous shared bands, we adopt a mesh cognitive radio network and employ the multi-hop transmission mode. To statistically guarantee the end-to-end (E2E) session request under the uncertain spectrum supply, we formulate the SDTO scheme into a stochastic optimization problem, which is transformed into a mixed integer nonlinear programming (MINLP) problem. Then, a coarse-fine search based iterative heuristic algorithm is proposed to solve the MINLP problem. Simulation results demonstrate that the proposed SDTO scheme can well schedule the network resource with an E2E session guarantee.

关键词： Spectrum sharing spectrum uncertainty delay-tolerant traffic off-loading end-to-end guarantee stochastic optimization

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QoSTCP: Provide Consistent Rate Guarantees to TCP flows in Software Defined networks

QoSTCP: Provide Consistent Rate Guarantees to TCP flows in S...

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ieee International conference on Communications (ieee ICC) / Workshop on NOMA for 5G and Beyond

作者： Chen, Chien Fang, Hoa-Chuan Iqbal, Muhammad Shahid Natl Chiao Tung Univ Dept Comp Sci Hsinchu Taiwan Natl Chiao Tung Univ Informat Technol Serv Ctr Hsinchu Taiwan Natl Chiao Tung Univ EECS Int Grad Program Hsinchu Taiwan

ISBN: (纸本)9781728150895

The Quality of Service (QoS) for applications is becoming increasingly important with the expansion of the Internet. A software-defined network offers flexibility and scalability in the use of network resources, like a meter table, which enables openFlow switches to measure flow rates and can be used to realize the rate limiter QoS. However, this drops packets when the flow-rate is over the limit, making the TCP congestion window reduce and grow periodically. The QoS of the upper layer using TCP will suffer regularly because of packet losses and bandwidth oscillation. Therefore, we propose a QoSTCP protocol using the meter and Rate Limiting Notification (RLN) to improve the QoS of TCP in SDN. The meter in the switch measures the flow rate to mark RLNs in the packets when the flow rate exceeds the threshold. A QoSTCP sender gets marking information to reduce the window size proportional to the marking packet ratio to avoid packet drop. We also provide a theoretical analysis to estimate when to mark packets at specific thresholds under two kinds of bandwidth demands in QoS, maximum and average rate. In order to verify QoSTCP performance, we implement a Two Rate Three Color Marker (trTCM) meter to measure the flow rate and mark RLNs using a programming protocol-independent Packet Processors (P4) switch. To simplify our implementation, the existing Explicit Congestion Notification (ECN) and Data Center TCP (DCTCP) are modified to emulate QoSTCP behavior. Experiment results confirm not only that QoSTCP provides a consistent rate guarantee by avoiding packet drop but also that it matches our theoretical analytical results.

关键词： Quality of Service (QoS) Transmission Control Protocol (TCP) programming protocol-independent Packet Processors (P4) Two Rate Three Color Marker (trTCM) Explicit Congestion Notification (ECN) Data Center TCP (DCTCP)

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