International Conference on Intelligent Data Science Technologies and Applications最新文献

{"title":"Keynote Speech 1: A Connected World: Blockchain Scaling for Micropayments, IoT & the Future of Data","authors":"Jimmy Nguyen","doi":"10.1109/idsta55301.2022.9923136","DOIUrl":"https://doi.org/10.1109/idsta55301.2022.9923136","url":null,"abstract":"","PeriodicalId":320524,"journal":{"name":"International Conference on Intelligent Data Science Technologies and Applications","volume":"17 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-09-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123698674","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}

{"title":"Keynote Speech 2: Blockchain based Data science and data engineering: (Human) Ecology in the Digital Age","authors":"Daniel F. Keane","doi":"10.1109/idsta55301.2022.9923039","DOIUrl":"https://doi.org/10.1109/idsta55301.2022.9923039","url":null,"abstract":"","PeriodicalId":320524,"journal":{"name":"International Conference on Intelligent Data Science Technologies and Applications","volume":"87 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-09-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131326855","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}

{"title":"Keynote Speech 2: Extending the Data Science pipeline: Integrating Machine Learning into Edge Environments","authors":"Omer F. Rana","doi":"10.1109/idsta53674.2021.9660813","DOIUrl":"https://doi.org/10.1109/idsta53674.2021.9660813","url":null,"abstract":"","PeriodicalId":320524,"journal":{"name":"International Conference on Intelligent Data Science Technologies and Applications","volume":"45 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-11-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114502706","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}

{"title":"Keynote Speech 1: Leveraging Cloud and Fog Computing for Real-Time Applications: Resource Allocation and Scheduling Issues","authors":"H. Karatza","doi":"10.1109/idsta53674.2021.9660817","DOIUrl":"https://doi.org/10.1109/idsta53674.2021.9660817","url":null,"abstract":"","PeriodicalId":320524,"journal":{"name":"International Conference on Intelligent Data Science Technologies and Applications","volume":"133 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-11-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134433836","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}

{"title":"Keynote Speech 3: 6G - The Journey Towards a New Breeze of Cloud-Native Mobile Networking","authors":"T. Taleb","doi":"10.1109/idsta53674.2021.9660792","DOIUrl":"https://doi.org/10.1109/idsta53674.2021.9660792","url":null,"abstract":"","PeriodicalId":320524,"journal":{"name":"International Conference on Intelligent Data Science Technologies and Applications","volume":"15 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-11-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114136583","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}

{"title":"Keynote Speech 1: Integrating Big Data, Data Science and Cyber Security with Applications in Internet of Transportation and Infrastructures","authors":"B. Thuraisingham","doi":"10.1109/mcna50957.2020.9264284","DOIUrl":"https://doi.org/10.1109/mcna50957.2020.9264284","url":null,"abstract":"The collection, storage, manipulation, analysis, and retention of massive amounts of data have resulted in new technologies including big data analytics and data science. It is now possible to analyse massive amounts of data and extract useful nuggets. However, the collection and manipulation of this data has also resulted in serious security and privacy considerations. Various regulations are being proposed to handle big data so that the privacy of the individuals is not violated. Furthermore, the massive amounts of data being stored may also be vulnerable to cyber attacks. Big Data, Data Science and Security are being integrated to solve many of the security and privacy challenges. For example, machine learning techniques are being applied to solve security problems such as malware analysis and insider threat detection. However, there is also a major concern that the machine learning techniques themselves could be attacked. Therefore, the machine learning techniques are being adapted to handle adversarial attacks. This area is known as adversarial machine learning. In addition, privacy of the individuals is also being violated through these machine learning techniques as it is now possible to gather and analyse vast amounts of data and therefore privacy enhanced data science techniques are being developed. With the advent of the web, computing systems are now being used in every aspect of our lives from mobile phones to autonomous vehicles. It is now possible to collect, store, manage, and analyse vast amounts of sensor data emanating from numerous devices and sensors including from various transportation systems. Such systems collectively are known as the Internet of Transportation, which is essentially the Internet of Things for Transportation, where multiple autonomous transportation systems are connected through the web and coordinate their activities. However, security and privacy for the Internet of Transportation and the infrastructures that support it is a challenge. Due to the large volumes of heterogenous data being collected from numerous devices, the traditional cyber security techniques such as encryption are not efficient to secure the Internet of Transportation. Some Physics-based solutions being developed are showing promise. More recently, the developments in Data Science are also being examined for securing the Internet of Transportation and its supporting infrastructures. To assess the developments on the integration of Big Data, Data Science and Security over the past decade and apply them to the Internet of Transportation, the presentation will focus on three aspects. First it will examine the developments on applying Data Science techniques for detecting cyber security problems such as insider threat detection as well as the advances in adversarial machine learning. Some developments on privacy aware and policy-based data management frameworks will also be discussed. Second it will discuss the developments on securing the ","PeriodicalId":320524,"journal":{"name":"International Conference on Intelligent Data Science Technologies and Applications","volume":"25 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-10-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121901970","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}

{"title":"Keynote Speech 2: Intelligent Video Summary Generation: Current Challenges and Future Directions","authors":"Khan Muhammad","doi":"10.1109/mcna50957.2020.9264292","DOIUrl":"https://doi.org/10.1109/mcna50957.2020.9264292","url":null,"abstract":"There has been an exponential growth in the amount of multimedia data daily acquired from surveillance cameras and many other resources. This massive amount of data requires efficient mechanisms such as video summarization to ensure that only significant data are reported and the redundancy is reduced. Video summarization tends to detect important visual data in the surveillance stream and can help in efficient indexing and retrieval of required data from huge surveillance datasets. This presentation will focus on the mainstream video summarization strategies with their broader overview for entertainment, medical and surveillance domains. Further, it will highlight the challenges confronted by researchers in video summarization domain in terms of multimedia data computing, multi-modality information processing, among many others. Finally, the presentation will be concluded with some future research directions considering the discussed challenges.","PeriodicalId":320524,"journal":{"name":"International Conference on Intelligent Data Science Technologies and Applications","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-10-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127711828","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}