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Unsupervised discovery of negative categories in lexicon bootstrapping

Unsupervised discovery of negative categories in lexicon boo...

引用

Conference on Empirical Methods in Natural Language Processing, EMNLP 2010

作者： McIntosh, Tara NICTA Victoria Research Lab. Dept. of Computer Science and Software Engineering University of Melbourne Australia

ISBN: (纸本)1932432868

Multi-category bootstrapping algorithms were developed to reduce semantic drift. By extracting multiple semantic lexicons simultaneously, a category's search space may be restricted. The best results have been achieved through reliance on manually crafted negative categories. Unfortunately, identifying these categories is non-trivial, and their use shifts the unsupervised bootstrapping paradigm towards a supervised framework. We present NEG-FINDER, the first approach for discovering negative categories automatically. NEG-FINDER exploits unsupervised term clustering to generate multiple negative categories during bootstrapping. Our algorithm effectively removes the necessity of manual intervention and formulation of negative categories, with performance closely approaching that obtained using negative categories defined by a domain expert. © 2010 Association for Computational Linguistics.

关键词： Semantics

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Predicting and compensating for lexicon access errors 11

Predicting and compensating for lexicon access errors

引用

2011 15th ACM International Conference on Intelligent User Interfaces, IUI'11

作者： Yencken, Lars Baldwin, Timothy NICTA Victoria Research Lab. Dept. of Computer Science and Software Engineering University of Melbourne Australia

ISBN: (纸本)9781450304191

Learning a foreign language is a long, error-prone process, and much of a learner's time is effectively spent studying vocabulary. Many errors occur because words are only partly known, and this makes their mental storage and retrieval problematic. This paper describes how an intelligent interface may take advantage of the access structure of the mental lexicon to help predict the types of mistakes that learners make, and thus compensate for them. We give two examples, firstly a dictionary interface which uses search-by-similarity to circumvent the tip-of-the-tongue problem, and secondly an adaptive test generator which leverages user errors to generate plausible multiple-choice distractors. © 2011 ACM.

关键词： Errors

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A Web Based Four-Tier Architecture using Reduced Feature Based Neural Network Approach for Prediction of Student Performance 2

A Web Based Four-Tier Architecture using Reduced Feature Bas...

引用

2nd International Conference on Robotics, Electrical and Signal Processing Techniques, ICREST 2021

作者： Hossen, Anwar Alamgir, Rakib Bin Alam, Arman Ul Siddika, Fatema Hossain, Shah Fahad Arman, Md. Shohel Daffodil International University Dept. of Software Engineering Dhaka Bangladesh Jagannath University Dept. of Computer Science and Engineering Dhaka Bangladesh

ISBN: (纸本)9781665415767

Enhancing student's performance is a significant part of developing quality education in any educational institute. It is very difficult to get promising student performance without student categorization according to their academic performance as there are different standardized students. In this paper, our aim is to determine the performance of the students. For this purpose, a survey has been conducted on students in our university in order to collect data and to analyze and predict the student category based on their performance. Apart from this, another purpose of this study is to examine the effect of the reduced features on the classification model using state-of-art machine learning algorithms. Here, we propose a workflow of web-based four-tier architecture for the student performance prediction that will define the student's category in order to help them exactly pinpoint their learning capabilities. Hence, we used multiple supervised learning-based machine learning techniques for the prediction of student performance. Each of the student category categorized by considering on the top features. The analysis results indicate that we got the highest performance that is 88.00% by using the Artificial Neural Network (ANN) among the classifiers by showing its superiority to the existing model. © 2021 IEEE.

关键词： Students

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Sinhala Sign Language Learning System for Hearing Impaired Community 4

Sinhala Sign Language Learning System for Hearing Impaired C...

引用

4th International Informatics and software engineering Conference, IISEC 2023

作者： Idushan, K.A.S. Dilshan, P.G.T. Jayasundera, P.S. Madhushan, K.L.B. Krishara, Jenny Wijendra, Dinuka Sri Lanka Institute of Information Technology Dept. of Computer Science and Software Engineering Malabe Sri Lanka

ISBN: (纸本)9798350318036

This research aims to develop a comprehensive system for Sinhala Sign Language (SSL) that includes a learning system, dynamic sign detection, audio/video to sign conversion, and vocal training. SSL plays a crucial role in facilitating communication for individuals who are deaf or hard of hearing in Sri Lanka. The learning system provides a platform for learning SSL and includes a text-To-sign language interpreter. The dynamic sign detection system uses computer vision techniques to identify and interpret dynamic signs accurately. The audio/video to sign conversion system bridges the gap between spoken language and SSL by converting auditory information into visual representations. The vocal training system focuses on enhancing the vocal skills of cochlear implanted children. This research contributes to the development of effective communication and language skills for SSL users. © 2023 IEEE.

关键词： Learning systems

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CORBA based approach to the development of an advanced architecture in TINA service management system 12

CORBA based approach to the development of an advanced archi...

引用

12th International Workshop on Database and Expert Systems Applications, DEXA 2001

作者： Park, Heasook Choi, O-Hoon Baik, Doo-Kwon Software Systems Lab. Dept. of Computer Science and Engineering Korea University Seoul Korea Republic of

ISBN: (纸本)0769512305

In order to satisfy, the complex and various demands of the customers, telecommunication networks must provide their services rapidly and flexibly, with the support of efficient service and network management systems. To fulfill these requirements, TINA has appeared as a concept for the advanced telecommunication system using information technology such as distributed processing, object oriented modeling. We mention some problems of developing applications in the TINA service management layer. To solve the problems, we propose the advanced architecture called OMS (object management system), which consists of three managers (data manager, data access manager and metadata registry manager). OMS separates the application layer and the middleware such as ODBC and JDBC. And the application layer and OMS are connected by distributed object middleware based on CORBA. Also in order to manage efficiently managed objects stored in different repositories, we have implemented metadata registry by using the metadata concept. © 2001 IEEE.

关键词： Middleware

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Teaching black-box testing techniques through specification patterns

Teaching black-box testing techniques through specification ...

引用

2008 ASEE Annual Conference and Exposition

作者： Salamah, Salamah Gates, Ann Computer and Software Engineering Dept. Embry-Riddle Aeronautical University Computer Science Dept. University of Texas El Paso United States

software verification is one of the most important activities in the software development cycle, and testing remains the most common approach to verification used in industry. The goal of blackbox testing (functional testing) is to verify the system's adherence to specifications. The notion of patterns and scopes developed by Dwyer et al. provides a cohesive and rich set of examples to teach black-box testing strategies. A pattern describes a recurring software property, and a scope specifies the interval of program execution where a pattern must hold. A property specified using a pattern and scope combination has characteristics that must be satisfied if it is to hold. Based on these characteristics, there is a large set of behaviors that can be examined using black-box testing techniques. In a complementary fashion, the behaviors specified by patterns and scopes provide clear and simple examples that can enhance the understanding of these testing techniques. In this paper, we describe an approach and present general lessons and exercises that demonstrate how patterns and scopes can be used to teach boundary value analysis and equivalence class testing, which are two of the most commonly used black-box testing techniques. As a side effect of this approach, students are exposed to, and become familiar with, formally specifying system behavior. © American Society for engineering Education, 2008.

关键词： Specifications

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Field deployment of a large-scale WSN for parking management system

Field deployment of a large-scale WSN for parking management...

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7th Annual IEEE Communications Society Conference on Sensor, Mesh and Ad Hoc Communications and Networks, SECON 2010

作者： Kim, Jaeseok Kim, Haeyong Jeong, Jongsoo Seo, Youngbin Mah, Pyeongsoo Dept of Computer Software and Engineering University of Science and Technology Daejeon Korea Republic of ETRI Daejeon Korea Republic of

ISBN: (纸本)9781424471515

We introduce integrated parking management system (IPMS) based on wireless sensor network. The system was designed with the object of a large scale deployment in existing facilities, and has been actually deployed to monitor over 400 parking spaces. This paper describes the fundamentals of hardware and software design, and several efforts to facilitate a long-term operation and ease of management. The evaluation results demonstrate that our system assures semi-permanent operation, while providing extensibility and manageability via network reprogramming-support and GUI-based monitoring software, respectively. © 2010 IEEE.

关键词： Solar energy

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Handcrafted and Deep features based Classification of Scoliosis 2

Handcrafted and Deep features based Classification of Scolio...

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2nd International Conference on Digital Futures and Transformative Technologies, ICoDT2 2022

作者： Fatima, Joddat Mohsan, Mashood M. Qaisar, Muhammad Umair Hamza, Muhammad Tahir, Muhammad Zeshan Zaman, Ghazzal Bahria University Dept. of Computer Science Islamabad Pakistan National University of Sciences & Technology Dept. of Computer & Software Engineering Rawalpindi Pakistan

ISBN: (纸本)9781665498197

The Spinal cord acts as the central transmission line connecting the Brain with all other body organs. Vertebrae are 33 uneven bones stacked over one another that holds the whole skeleton structure. Scoliosis is the three-dimensional spinal deformity which commonly occurs during the growing age and erupts before puberty. It is further classified in two Shapes C and S. Our research work has two stages, in first stage we segment out the vertebral column using Mask-RCNN. The segmented column is used for features extraction and in stage two feature based classification is done for normal, C and S shape of scoliosis using AASCE2019 dataset. A comparative study on multiple image classification networks is also conducted and based on results EfficientNet-B4 is selected for formulation of hybrid feature set. The accuracy achieved using Random forest classifier, for handcrafted and deep features was up to 94.32% and 89.66%. Hybrid feature set formulated with combination of deep and handcrafted features attained accuracy up to 94.45%. © 2022 IEEE.

关键词： Decision trees

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Resolving Conflict of Interests in Recommending Reviewers for Academic Publications Using Link Prediction Techniques 2

Resolving Conflict of Interests in Recommending Reviewers fo...

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2nd International Conference on New Trends in Computing sciences, ICTCS 2019

作者： Al-Zboon, Sa'Ad A. Tawalbeh, Saja Khaled Ai-Jarrah, Heba Al-Asa'D, Muntaha Hammad, Mahmoud Al-Smadi, Mohammad Jordan University of Science and Technology Dept. of Computer Science Irbid Jordan Jordan University of Science and Technology Dept. of Software Engineering Irbid Jordan

ISBN: (纸本)9781728128825

An honest peer-review process is a key for producing high quality scientific research. However, this process depends on two main factors: (1) the expertise of reviewers in the topic of a submitted paper and (2) the relationships between reviewers and authors. To satisfy the first factor, editors and conferences chairs manually select reviewers. Whereas to prevent any conflict of interest (CoI) between reviewers and authors to satisfy the second factor, reviewers and authors are asked to declare any CoI manually. Such a solution is tedious to all actors and error-prone. To solve this problem and satisfy those two factors, we have developed a novel framework that (1) recommend expert reviewers and (2) resolve the CoIproblem. To develop our framework, we have represented the DBLP citation network dataset as a graph database using Neo4J. A Cypher queries used to select expert reviewers. Various link prediction algorithms, especially the Adamic Adar and the Common Neighbors algorithms, have been utilized to resolve any notential conflict of interest. © 2019 IEEE.

关键词： Forecasting

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A dependency-sharing tool for global software engineering

A dependency-sharing tool for global software engineering

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2nd International Conference on Design, User Experience, and Usability: Web, Mobile, and Product Design, DUXU 2013, Held as Part of 15th International Conference on Human-computer Interaction, HCI International 2013

作者： Lee, Douglas Milewski, Allen E. Rosca, Daniela Dept. of Computer Science and Software Engineering Monmouth University West Long Branch NJ United States

ISBN: (纸本)9783642392528

This project explores the design of a tool to facilitate a common task that software engineers find difficult - the identification and management of dependencies between the many heterogeneous entities created in the course of a software development project. The focus of this tool is the value it might have during the maintenance phase. Maintenance engineers learn and understand the project differently from the original authors of the artifacts. Typically, they come to understand the project by investigating dependencies between entities- a task that can be very difficult and time-consuming. To deal with these differences, the Global software Traceability (GST) Tool was designed and prototyped to explore improvements in the usability of maintaining dependency links after the project has been deployed. The GST Tool is a proof-of-concept design prototype used to investigate how to make such a tool both useful and usable. The tool was successful in creating an environment whose overhead was low enough to make it likely that it would be used despite the severe time constraints found in software maintenance. © 2013 Springer-Verlag Berlin Heidelberg.

关键词： Curricula

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