Proceedings of the Australasian Computer Science Week Multiconference最新文献

筛选
英文 中文
Spam Detection in Social Networks based on Peer Acceptance 基于同伴接受度的社交网络垃圾邮件检测
Proceedings of the Australasian Computer Science Week Multiconference Pub Date : 2020-02-04 DOI: 10.1145/3373017.3373025
D. Koggalahewa, Yue Xu, Ernest Foo
{"title":"Spam Detection in Social Networks based on Peer Acceptance","authors":"D. Koggalahewa, Yue Xu, Ernest Foo","doi":"10.1145/3373017.3373025","DOIUrl":"https://doi.org/10.1145/3373017.3373025","url":null,"abstract":"Online Social Networks (OSNs) have become immensely popular for spammers spreading malicious content and links. Using the nature of OSNs, spammers frequently change their behavior to avoid detection. The current approaches for spam detection are mainly based on classification techniques. Classification techniques have known issues such as “data labelling”, “spam drift”, “imbalanced datasets” and “data fabrication” which hinder the performance and the accuracy of spam detection. In this paper we propose a fully unsupervised approach using a user's peer acceptance within the OSN to distinguish spammers from legitimate users. Peer acceptance can be derived based on common shared interests over multiple shared topics. The contribution of this research is an unsupervised method to detect spammers based on users’ peer acceptance generated from users’ post content. While not as accurate as traditional supervised classification techniques, our unsupervised techniques are able to achieve 94.1% accuracy on some datasets without the need for labelling.","PeriodicalId":297760,"journal":{"name":"Proceedings of the Australasian Computer Science Week Multiconference","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-02-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130462580","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
Event attendance prediction using social media 利用社交媒体预测活动出席人数
Proceedings of the Australasian Computer Science Week Multiconference Pub Date : 2020-02-04 DOI: 10.1145/3373017.3373033
Ubaid Mehmood, I. Moser, Nicole Ronald
{"title":"Event attendance prediction using social media","authors":"Ubaid Mehmood, I. Moser, Nicole Ronald","doi":"10.1145/3373017.3373033","DOIUrl":"https://doi.org/10.1145/3373017.3373033","url":null,"abstract":"Predicting attendance at events a few hours in advance can be useful for organisers and road users alike. Several studies attempt to detect attendance at the time of the event from social media using geo-tagging or event-based social networks. In this study, we present a novel attendance classifier based on an LSTM and show that it outperforms other machine learning algorithms on two recent data sets with a few thousand attendees. The attendance prediction is based on the content of tweets alone, without the need for network or geospatial information. The pertinent analysis of the tweets requires text pre-processing, a sequence of steps that are implicit in the classification process and generally not discussed in other studies. We conducted a sensitivity analysis of text pre-processing steps and found that some steps like stemming and the removal of a custom list of stop words did nothing to improve the result, but the removal of mentions, punctuation and numbers proved very useful in terms of the results. The best-performing combination was identical for both data sets and led to a 6% improvement of the classification performance compared to the worst-performing combination.","PeriodicalId":297760,"journal":{"name":"Proceedings of the Australasian Computer Science Week Multiconference","volume":"19 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-02-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125004520","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
Evaluating GameFlow in a Multiplayer Online Strategy Game Under Development 评估一款正在开发中的多人在线策略游戏的游戏流
Proceedings of the Australasian Computer Science Week Multiconference Pub Date : 2020-02-04 DOI: 10.1145/3373017.3373068
P. Sweetser, Daniel M. Johnson, Jay Kyburz
{"title":"Evaluating GameFlow in a Multiplayer Online Strategy Game Under Development","authors":"P. Sweetser, Daniel M. Johnson, Jay Kyburz","doi":"10.1145/3373017.3373068","DOIUrl":"https://doi.org/10.1145/3373017.3373068","url":null,"abstract":"GameFlow is a widely used model of player enjoyment, with hundreds of applications to designing and evaluating games and game-like experiences since its first publication. Derived from a general set of heuristics for creating enjoyable player experiences, GameFlow strives to be a general model of player enjoyment, applicable to all game genres and platforms. However, research so far has been focused on the single-player experience and GameFlow elements such as Challenge and Control can vary considerably in a group situation. Therefore, it is also important to test the GameFlow model's applicability to multiplayer games. In this article, we report the findings of a study that applies the GameFlow model to a multiplayer online strategy game under development. Expert reviews, using the GameFlow criteria, were conducted by 12 stakeholders (developer, players, researchers, and journalists) in the game Neptune's Pride 2: Triton. We reflect on lessons learned about evaluating a multiplayer game under development, as well as several key points of improvement for future versions of the GameFlow model and criteria.","PeriodicalId":297760,"journal":{"name":"Proceedings of the Australasian Computer Science Week Multiconference","volume":"70 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-02-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122660631","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
Patient-Centric Mobile App Solution 以患者为中心的移动应用解决方案
Proceedings of the Australasian Computer Science Week Multiconference Pub Date : 2020-02-04 DOI: 10.1145/3373017.3373063
S. Khurram, K. Sardar
{"title":"Patient-Centric Mobile App Solution","authors":"S. Khurram, K. Sardar","doi":"10.1145/3373017.3373063","DOIUrl":"https://doi.org/10.1145/3373017.3373063","url":null,"abstract":"Background: In this era of smartphones, more and more people use mobile apps to help them with daily tasks. While this trend is penetrating the health industry, the mobile apps available are mostly fitness-related or health service provider-centric. Apps to help patients manage their conditions and health records are rare. Objective: The purpose of this study was to design a mobile app to help cancer patients manage their stressful daily routine and health records during their cancer journey. The study also investigated ways blockchain technologies can be deployed to ensure data on the app can be stored securely and that ownership of data belongs to the patient. Methods and Results: A survey and interviews were conducted, and a working prototype was developed based on the features requested by patients and carers. Conclusion: In this article, a patient-centric app for people dealing with cancer is presented. It was developed as a prototype following pilot research investigating patients’ needs and requirements during their cancer journeys. This research paper also analyses the use of blockchain technologies to empower patients to own their health data. Finally, as this is research in progress, we discuss how this study will be advanced and the future work planned.","PeriodicalId":297760,"journal":{"name":"Proceedings of the Australasian Computer Science Week Multiconference","volume":"9 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-02-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127705355","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: 2
The Player-Ethnographer: An Ethnographic Approach to the Study of Non-Player Characters in Digital Games 玩家-人种学家:研究数字游戏中非玩家角色的人种学方法
Proceedings of the Australasian Computer Science Week Multiconference Pub Date : 2020-02-04 DOI: 10.1145/3373017.3373064
H. Ogier
{"title":"The Player-Ethnographer: An Ethnographic Approach to the Study of Non-Player Characters in Digital Games","authors":"H. Ogier","doi":"10.1145/3373017.3373064","DOIUrl":"https://doi.org/10.1145/3373017.3373064","url":null,"abstract":"This paper reports on the first steps toward the construction and evaluation of a novel methodological approach to the study of non-player characters in games, NPC Ethnography. In this approach, ethnographic data collection and analysis methods are applied to the study of game NPCs. The proposed approach has been tested in a single case study, an exploration of the appearance of “independent lives” among NPCs in the computer roleplaying game Fallout 4. This case study was motivated by the suggestion that the appearance of NPC autonomy is a key contributing factor to the commonly desired qualities of realism and believability. A total of 273 hours of ethnographic fieldwork were conducted, and ethnographic analysis of the resulting data led to an emergent framework of evidence for the appearance or illusion of NPCs leading independent lives. In this paper I discuss and evaluate the applicability of real-world ethnographic methods to NPCs as virtual human subjects, as explored through the case study. The ability to apply most of the tested methods to NPCs without significant modification to textbook examples of real-world applications supports NPC Ethnography as a valid methodological approach. The generation of useful results through the preliminary Fallout 4 case study illustrates the potential utility of NPC Ethnography as a methodology for applied NPC studies in games and virtual environments.","PeriodicalId":297760,"journal":{"name":"Proceedings of the Australasian Computer Science Week Multiconference","volume":"61 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-02-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132913301","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: 2
An Algorithmic Approach to Create Bi-directional Mapping Files Between ICD-10 and ICD-10-AM 建立ICD-10与ICD-10- am双向映射文件的算法方法
Proceedings of the Australasian Computer Science Week Multiconference Pub Date : 2020-01-29 DOI: 10.1145/3373017.3373044
Hafiz Shafruddin, J. A. Ginige
{"title":"An Algorithmic Approach to Create Bi-directional Mapping Files Between ICD-10 and ICD-10-AM","authors":"Hafiz Shafruddin, J. A. Ginige","doi":"10.1145/3373017.3373044","DOIUrl":"https://doi.org/10.1145/3373017.3373044","url":null,"abstract":"Given that the health industry uses varying clinical classification systems across countries, it is important to have mappings between these classification systems to enable comparison and statistical analysis of healthcare data across the borders. This paper discusses an algorithmic technique that facilitates the creation of mapping files between an international disease classification and a country-specific extension of the said international classification. The algorithm is tested by creating maps between ICD-10 (International Statistical Classification of Diseases and Related Health Problems 10th Revision) and its Australian Modification (ICD-10-AM). This algorithmic approach leverages Elasticsearch which is a full-text search engine that enables finding the closest lexical match between sentences. The result for ICD-10 to ICD-10-AM is 99.96% sensitivity, 100% specificity with an f-score value of 99.98% while ICD-10-AM to ICD-10 mapping has 99.58% sensitivity, 64.44% specificity and f-score value of 99.75%.","PeriodicalId":297760,"journal":{"name":"Proceedings of the Australasian Computer Science Week Multiconference","volume":"48 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-01-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126957827","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: 0
AmblyopiaVR
Proceedings of the Australasian Computer Science Week Multiconference Pub Date : 2020-01-29 DOI: 10.1145/3373017.3373070
S. Greuter, Amanda G Douglass, R. Woodcock, Geoffrey Sampson, Lienors Torre, Luke Chong, S. Backhouse, J. Armitage
{"title":"AmblyopiaVR","authors":"S. Greuter, Amanda G Douglass, R. Woodcock, Geoffrey Sampson, Lienors Torre, Luke Chong, S. Backhouse, J. Armitage","doi":"10.1145/3373017.3373070","DOIUrl":"https://doi.org/10.1145/3373017.3373070","url":null,"abstract":"Amblyopia is a childhood condition in which best-corrected visual acuity in one eye is poorer than the other. Current treatments involve forcing the brain to privilege the affected eye, usually by blocking vision through the better one. Few studies have considered the binocular affordances provided by virtual reality (VR) headsets and the engaging qualities of electronic games as a treatment. To explore these opportunities, we introduce AmblyopiaVR. The system calibrates a user's VR view separately for each eye and engages them in play experiences. The objective is to encourage prolonged exposure to the treatment and improve vision in the weak eye. Specific aspects of the VR image can be altered in real-time, enabling researchers to investigate driving factors in amblyopia treatment. This paper presents the conceptualization and design of the system and its implementation, prototype-game ideas, and future user testing plans.","PeriodicalId":297760,"journal":{"name":"Proceedings of the Australasian Computer Science Week Multiconference","volume":"5 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-01-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132556428","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
Finding Slid Pairs for the Plantlet Stream Cipher 寻找Plantlet流密码的滑动对
Proceedings of the Australasian Computer Science Week Multiconference Pub Date : 2020-01-29 DOI: 10.1145/3373017.3373024
Joshua Copeland, L. Simpson
{"title":"Finding Slid Pairs for the Plantlet Stream Cipher","authors":"Joshua Copeland, L. Simpson","doi":"10.1145/3373017.3373024","DOIUrl":"https://doi.org/10.1145/3373017.3373024","url":null,"abstract":"This paper presents the results of an investigation into relationships between (key, IV) pairs that give rise to phase shifted keystreams for the stream cipher Plantlet. We demonstrate that such slid pairs exist for Plantlet, and that very small phase shifts are possible, including shifts of length 1. We also show that the keyspace can be partitioned into sets of keys which give rise to initial states that lie on the same state cycle during keystream generation. For a given key used to generate Plantlet keystreams, we provide a method for generating all other keys that give rise to phase shifted keystreams as they move through internal states on the same state cycle.","PeriodicalId":297760,"journal":{"name":"Proceedings of the Australasian Computer Science Week Multiconference","volume":"784 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-01-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134585067","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: 2
Can I help you? Preferences of young adults for the age, gender and ethnicity of a Virtual Support Person based on individual differences including personality and psychological state 我能帮你吗?基于个体差异(包括个性和心理状态)的年轻人对虚拟支持人员年龄、性别和种族的偏好
Proceedings of the Australasian Computer Science Week Multiconference Pub Date : 2020-01-29 DOI: 10.1145/3373017.3373065
Deborah Richards, Bayan M. Alsharbi, Amal Abdulrahman
{"title":"Can I help you? Preferences of young adults for the age, gender and ethnicity of a Virtual Support Person based on individual differences including personality and psychological state","authors":"Deborah Richards, Bayan M. Alsharbi, Amal Abdulrahman","doi":"10.1145/3373017.3373065","DOIUrl":"https://doi.org/10.1145/3373017.3373065","url":null,"abstract":"The appearance of virtual characters has been shown to impact the way people respond to the character. In helping contexts, building human-agent rapport is important for a successful supportive relationship. Positive first impressions will get the relationship off to a good start and are typically based on appearance and preferences or biases. We have conducted a study with 174 young adults (aged 18-30) to determine their preferences for the look of a character in a helping role with respect to the character’s age, gender and ethnic appearance. After briefly meeting and ranking 12 animated characters, participants interacted with their top-ranked character. We measured the level of rapport established and general attitude to using virtual humans for support. About half of the participants said gender or ethnic appearance did not matter and preferred a peer-aged character that played the role of a friend. The other half preferred an older character who was female if they were female, or split if male. Significant differences based on participant gender, course studied, openness to experience personality trait and depression and anxiety levels were found for preferences but not rapport scores. Participants were mostly agreeable to using a virtual support person, though reluctant to recommend one to a friend. Our study identifies the importance of user profiling and tailoring of graphical models for certain personality types or psychological states.","PeriodicalId":297760,"journal":{"name":"Proceedings of the Australasian Computer Science Week Multiconference","volume":"70 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-01-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123444998","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: 9
Towards Smart Online Dispute Resolution for Medical Disputes 医疗纠纷智能在线解决之路
Proceedings of the Australasian Computer Science Week Multiconference Pub Date : 2020-01-29 DOI: 10.1145/3373017.3373059
Emilia Bellucci, S. Venkatraman, A. Stranieri
{"title":"Towards Smart Online Dispute Resolution for Medical Disputes","authors":"Emilia Bellucci, S. Venkatraman, A. Stranieri","doi":"10.1145/3373017.3373059","DOIUrl":"https://doi.org/10.1145/3373017.3373059","url":null,"abstract":"With the advancements in technologies, digitization of health records in the healthcare industry is undertaking a rapid revolution. This is further fueled with the entrance of Internet of Things (IoT), where mobile health devices have resulted in an explosion of health data and increased accessibility via wireless communications and sensor networks. With the introduction of an Electronic Health Record (EHR) system as an important venture for the general health and wellbeing of a country's citizens, privacy issues and medical disputes are expected to rise. In addition to critical health information being documented and shared electronically, integrating data from diverse smart medical IoT devices are leading towards increasingly more complex disputes that require immense time and effort to resolve. Online dispute resolution (ODR) programs have been successfully applied to cost-effectively help disputants resolve commercial, insurance and other legal disputes, but as yet have not been applied to healthcare. This paper takes a modest step in this direction, firstly to identify the drivers of medical disputes that include patient empowerment and technology advancements and trends. Secondly, we explore dispute resolution models and identify the status and limitations of current ODR systems.","PeriodicalId":297760,"journal":{"name":"Proceedings of the Australasian Computer Science Week Multiconference","volume":"43 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-01-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132846821","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: 0
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
相关产品
×
本文献相关产品
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信