Proceedings of the 9th International Symposium on Information and Communication Technology最新文献_第6页

Fully Residual Convolutional Neural Networks for Aerial Image Segmentation 航空图像分割的全残差卷积神经网络

Proceedings of the 9th International Symposium on Information and Communication Technology Pub Date : 2018-12-06 DOI: 10.1145/3287921.3287970

D. V. Sang, N. D. Minh

引用次数: 6

Personal Diary Generation from Wearable Cameras with Concept Augmented Image Captioning and Wide Trail Strategy 基于概念增强图像字幕和宽径策略的可穿戴相机的个人日记生成

Proceedings of the 9th International Symposium on Information and Communication Technology Pub Date : 2018-12-06 DOI: 10.1145/3287921.3287955

Viet-Khoa Vo-Ho, Quoc-An Luong, Duy-Tam Nguyen, Mai-Khiem Tran, Minh-Triet Tran

{"title":"Personal Diary Generation from Wearable Cameras with Concept Augmented Image Captioning and Wide Trail Strategy","authors":"Viet-Khoa Vo-Ho, Quoc-An Luong, Duy-Tam Nguyen, Mai-Khiem Tran, Minh-Triet Tran","doi":"10.1145/3287921.3287955","DOIUrl":"https://doi.org/10.1145/3287921.3287955","url":null,"abstract":"Writing diary is not only a hobby but also provides a personal lifelog for better analysis and understanding of a user's daily activities and events. However, in a busy society, people may not have enough time to write in diary all their social interaction. This motivates our proposal to develop a ubiquitous system to automatically generate daily text diary using our novel method for image captioning from photos taken periodically from wearable cameras. We propose to incorporate common visual concepts extracted from a photo to enhance the details of the image description. We also propose a wide trail beam search strategy to enhance the naturalness of text caption. Our captioning method improves the results on MSCOCO dataset on four metrics: BLEU, METEOR, ROUGE-L, CIDEr. As compared to the method proposed by Xu et.al and Neuraltalk of Karpathy, our model has better performance on all four metrics. We also develop smart glasses and a prototype smart workplace in which people can have their personal diary generated from photos taken by smart glasses. Furthermore, we also apply a transformer machine translation model in order to translate captions into Vietnamese language. The results are promising and can be used for Vietnamese people.","PeriodicalId":448008,"journal":{"name":"Proceedings of the 9th International Symposium on Information and Communication Technology","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-12-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130237580","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 10

A survey on opportunities and challenges of Blockchain technology adoption for revolutionary innovation 采用区块链技术进行革命性创新的机遇与挑战调查

Proceedings of the 9th International Symposium on Information and Communication Technology Pub Date : 2018-12-06 DOI: 10.1145/3287921.3287978

Phan The Duy, Do Thi Thu Hien, Do Hoang Hien, V. Pham

{"title":"A survey on opportunities and challenges of Blockchain technology adoption for revolutionary innovation","authors":"Phan The Duy, Do Thi Thu Hien, Do Hoang Hien, V. Pham","doi":"10.1145/3287921.3287978","DOIUrl":"https://doi.org/10.1145/3287921.3287978","url":null,"abstract":"In the \"Industry 4.0\" era, blockchain as well as related distributed ledger technologies has been an unmissable trend for both academy and industry recently. Blockchain technology has become famous as the innovative technology that underlies cryptocurrencies such as Bitcoin and Ethereum platform. It also has been spreading with multiple industries exploring their capabilities and new blockchain use cases springing up on a daily basis. Its emergence has brought a great deal of impact on how the information will be stored and processed securely. Furthermore, almost of advocates say that blockchain will disrupt and change everything from education to financial payments, insurance, intellectual property, healthcare,... in the years to come. However, a comprehensive survey on potential and issues of blockchain adoption in academy and industry has not been yet accomplished. This paper tries to conduct a comprehensive survey on the blockchain technology adoption by discussing its influences as well as the opportunities and challenges when utilizing it in the real-world scenarios.","PeriodicalId":448008,"journal":{"name":"Proceedings of the 9th International Symposium on Information and Communication Technology","volume":"39 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-12-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123359944","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 45

Detecting Attacks on Web Applications using Autoencoder 使用自动编码器检测对Web应用程序的攻击

Proceedings of the 9th International Symposium on Information and Communication Technology Pub Date : 2018-12-06 DOI: 10.1145/3287921.3287946

Hieu Mac, Dung Truong, Lam Nguyen, Hoa Nguyen, H. Tran, Duc Tran

引用次数: 26

Quantifying the Approaching Behaviors for Interactions in Detecting Estrus of Breeding Cattle 种牛发情检测中相互作用接近行为的量化

Proceedings of the 9th International Symposium on Information and Communication Technology Pub Date : 2018-12-06 DOI: 10.1145/3287921.3287944

Shunta Fukumoto, Ryo Nishide, Yumi Takaki, C. Ohta, K. Oyama, T. Ohkawa

{"title":"Quantifying the Approaching Behaviors for Interactions in Detecting Estrus of Breeding Cattle","authors":"Shunta Fukumoto, Ryo Nishide, Yumi Takaki, C. Ohta, K. Oyama, T. Ohkawa","doi":"10.1145/3287921.3287944","DOIUrl":"https://doi.org/10.1145/3287921.3287944","url":null,"abstract":"In the management of beef cattle breeding, estrus detection is especially important for improving productivity. Generally, pedometers have been used since the past few decades to measure the increase in momentum, which is likely to occur during estrus. Cattle are known to be social animals which take unique actions such as the approaching or mounting other cattle during estrus. However, the sociality of cattle has not been focused much on detecting estrus accurately. In this paper, we propose the method to detect estrus in relation to the approaching behavior between cattle. We extract the approaching behaviorbased on position information from GPS devices attached to the cattle. Our method focuses on moving direction to detect even small approaching actions with which the momentum may not increase clearly. Furthermore, we conducted an experiment based on the records of artificial insemination to examine the efficiency of our method. As a result, we verified some cases with a distinctive characteristic related to approaching behavior, which occurred during the days when the pregnancy was confirmed from the artificial insemination records.","PeriodicalId":448008,"journal":{"name":"Proceedings of the 9th International Symposium on Information and Communication Technology","volume":"518 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-12-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133944252","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 1

An Efficient Parallel Algorithm for Computing the Closeness Centrality in Social Networks 一种计算社交网络亲密度中心性的高效并行算法

Proceedings of the 9th International Symposium on Information and Communication Technology Pub Date : 2018-12-06 DOI: 10.1145/3287921.3287981

P. Du, N. Chau, K. Nguyen, N. Nguyen

{"title":"An Efficient Parallel Algorithm for Computing the Closeness Centrality in Social Networks","authors":"P. Du, N. Chau, K. Nguyen, N. Nguyen","doi":"10.1145/3287921.3287981","DOIUrl":"https://doi.org/10.1145/3287921.3287981","url":null,"abstract":"Closeness centrality is an substantial metric used in large-scale network analysis, in particular social networks. Determining closeness centrality from a vertex to all other vertices in the graph is a high complexity problem. Prior work has a strong focuses on the algorithmic aspect of the problem, and little attention has been paid to the definition of the data structure supporting the implementation of the algorithm. Thus, we present in this paper an efficient algorithm to compute the closeness centrality of all nodes in a social network. Our algorithm is based on (i) an appropriate data structure for increasing the cache hit rate, and then reducing amount of time accessing the main memory for the graph data, and (ii) an efficient and parallel complete BFS search to reduce the execution time. We tested performance of our algorithm, namely BigGraph, with five different real-world social networks and compare the performance to that of current approaches including TeexGraph and NetworKit. Experiment results show that BigGraph is faster than TeexGraph and NetworKit 1.27-2.12 and 14.78-68.21 times, respectively.","PeriodicalId":448008,"journal":{"name":"Proceedings of the 9th International Symposium on Information and Communication Technology","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-12-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124030942","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 5

A matrix completion method for drug response prediction in personalized medicine 个体化医疗中药物反应预测的矩阵补全方法

Proceedings of the 9th International Symposium on Information and Communication Technology Pub Date : 2018-12-06 DOI: 10.1145/3287921.3287974

Giang T. T. Nguyen, Duc-Hau Le

{"title":"A matrix completion method for drug response prediction in personalized medicine","authors":"Giang T. T. Nguyen, Duc-Hau Le","doi":"10.1145/3287921.3287974","DOIUrl":"https://doi.org/10.1145/3287921.3287974","url":null,"abstract":"One of the significant goals of personalized medicine is to provide the right treatment to patients based on their molecular features. Several big projects have been launched and generated a large amount of -omics and drug response data for cell lines of the human. These projects are very useful for testing of drug responses on cell lines before employing clinical trials on humans. However, a range of drugs and cell lines have not been tested yet. Thus, many computational methods attempt to predict such the responses to maximize the treatment efficiency and to minimize side-effects. These methods use not only known drug -- cell lines responses but also the similarity between drugs and between cell lines. Nevertheless, -omics data for cell lines which is used to calculate the cell-line similarities usually varies among platforms leading to heterogeneous results. Therefore, in this study, we propose a drug response prediction method (MCDRP) based on a matrix completion technique using only known drug -- cell lines response information to predict drug responses for untested cell lines. The method can impute responses for not only one at time but also all drugs simultaneously. In comparison with other methods, we found that our method achieved better performance for IC50 response measurement.","PeriodicalId":448008,"journal":{"name":"Proceedings of the 9th International Symposium on Information and Communication Technology","volume":"4 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-12-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127955635","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 5

Semantics Based Substituting Technique for Reducing Code Bloat in Genetic Programming 减少遗传规划中代码膨胀的基于语义的替换技术

Proceedings of the 9th International Symposium on Information and Communication Technology Pub Date : 2018-12-06 DOI: 10.1145/3287921.3287948

Thi Huong Chu, Nguyen Quang Uy, V. Cao

引用次数: 6

Blockchain and Internet of Things Opportunities and Challenges 区块链与物联网的机遇与挑战

Proceedings of the 9th International Symposium on Information and Communication Technology Pub Date : 2018-12-06 DOI: 10.1145/3287921.3287933

Kimheng Sok, Jean-Noel Colin, Kimtho Po

{"title":"Blockchain and Internet of Things Opportunities and Challenges","authors":"Kimheng Sok, Jean-Noel Colin, Kimtho Po","doi":"10.1145/3287921.3287933","DOIUrl":"https://doi.org/10.1145/3287921.3287933","url":null,"abstract":"We are now living in the significant era where technologies are advancing very quickly. Among the leading technologies, Internet of Things or IoT in short is standing at the peak of inflated expectation in the Gartner Hype Cycle [1]. The application of IoT has evolved from home appliances in the smart home environment such as smart tv, smart refrigerator, smart door and has grown into smart building, smart city, smart healthcare, smart industry. We could imagine that everything could go online to cut cost, add value to businesses and increase users convenience. The prediction has been made [2] that there will be 50 Billion IoT devices by 2020. Along the new revolution there has also been threats that significantly warned us if we didn't take security into account some bad things could happen, such as Mirai botnet [3] attacked dyn DNS server by using vulnerable IoT devices which turned smart devices became exploitable or vulnerable devices and named as the weakness link of the network. At the same time another hype among technology communities of using Blockchain Technology to secure the Internet of Things is getting mainstream. Blockchain is not a silver bullet to secure Internet of Things, in this paper we will propose an architecture model of using a Blockchain called Hyperledger Fabric to secure the Internet of Things network in a smart classroom scenario and integrated with The Thing Networks (TTN) cloud server and demonstrates the opportunities and challenges of this concept by taking security properties such as confidentiality, integrity, availability and non-repudiation to evaluate the concept.","PeriodicalId":448008,"journal":{"name":"Proceedings of the 9th International Symposium on Information and Communication Technology","volume":"16 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-12-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133971490","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 7

Inspecting rice seed species purity on a large dataset using geometrical and morphological features 利用几何和形态特征在大数据集上检测水稻种子物种纯度

Proceedings of the 9th International Symposium on Information and Communication Technology Pub Date : 2018-12-06 DOI: 10.1145/3287921.3287983

Hai Vu, Van Ngoc Duong, Thuy Thi Nguyen

{"title":"Inspecting rice seed species purity on a large dataset using geometrical and morphological features","authors":"Hai Vu, Van Ngoc Duong, Thuy Thi Nguyen","doi":"10.1145/3287921.3287983","DOIUrl":"https://doi.org/10.1145/3287921.3287983","url":null,"abstract":"Although there is a great interest in developing automatical machines for classifying rice seed varieties, it is still unclear if differences in performance of existing techniques come from better feature descriptors or if this is due to varying inter-class or intra-class among the examined species. In this paper, we present a novel method for inspecting purity of rice seed species from the largest number of rice species dataset. The proposed method is conducted utilizing both morphological and geometrical features extracted from high resolution RGB images. Particularly, we take into account relevant pre-processing techniques so that the collected seeds are normalized by their biological structure. As a consequent, the geometrical features at local part of a seed can measured precisely. In addition, whereas existing methods include a limitation number (or a few) of examined species, we construct a dataset a much larger number of species. Because of a sufficient number of species, we can analyze the dependence of a classification performance on similarities of species (or their distinguishable), or types of the extracted features. In the evaluations, we confirm that both morphological features and geometrical features are informative. Combinations of them achieve the highest performances. Extensive evaluations on several schemes of different classifiers as well as several sub-datasets which consist of varying similarity of species are taken into account. These evaluations confirm stability and feasibility of the proposed method.","PeriodicalId":448008,"journal":{"name":"Proceedings of the 9th International Symposium on Information and Communication Technology","volume":"28 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-12-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123969343","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 3