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A Comprehensive Survey of Knowledge Graph Embeddings with Literals: Techniques and Applications

Genet Asefa Gesese, Russa Biswas, Harald Sack
2019 Extended Semantic Web Conference  
In this study, we conduct a comprehensive survey based on techniques of KG embedding models which consider the structured information of the graph as well as the unstructured information in form of literals  ...  systems and Q&A applications etc.  ...  Conclusion and Future Directions To sum up, in this paper, a comprehensive survey of KG embedding models with literals is presented.  ... 
dblp:conf/esws/GeseseBS19 fatcat:kcshiaiygvbp7bebsfiugxu64u

A Survey on Knowledge Graph Embeddings with Literals: Which model links better Literal-ly? [article]

Genet Asefa Gesese, Russa Biswas, Mehwish Alam, Harald Sack
2020 arXiv   pre-print
Knowledge Graphs (KGs) are composed of structured information about a particular domain in the form of entities and relations.  ...  Along with a theoretical analysis and comparison of the methods proposed so far for generating KG embeddings with literals, an empirical evaluation of the different methods under identical settings has  ...  In this paper, a comprehensive survey of those KG embedding models with literals has been presented.  ... 
arXiv:1910.12507v2 fatcat:j3roq6x4jfahnikk3yc4zclmlu

Predictive Analysis on Twitter: Techniques and Applications [article]

Ugur Kursuncu, Manas Gaur, Usha Lokala, Krishnaprasad Thirunarayan, Amit Sheth, I. Budak Arpinar
2018 arXiv   pre-print
In this chapter, we discuss techniques, approaches and state-of-the-art applications of predictive analysis of Twitter data.  ...  actions, and relate a few success stories.  ...  [93] employs machine learning algorithms along with word embedding, and DBpedia knowledge graph to capture the context of the tweets and user profiles for harassment prediction. Edupuganti et al.  ... 
arXiv:1806.02377v1 fatcat:gm5cqpmgvfggzgxgzocv4c3fqi

Predictive Analysis on Twitter: Techniques and Applications [chapter]

Ugur Kursuncu, Manas Gaur, Usha Lokala, Krishnaprasad Thirunarayan, Amit Sheth, I. Budak Arpinar
2018 Lecture Notes in Social Networks  
In this chapter, we discuss techniques, approaches and state-of-the-art applications of predictive analysis of Twitter data.  ...  actions, and relate a few success stories.  ...  [93] employs machine learning algorithms along with word embedding, and DBpedia knowledge graph to capture the context of the tweets and user profiles for harassment prediction. Edupuganti et al.  ... 
doi:10.1007/978-3-319-94105-9_4 fatcat:knquzcuqcjdjjguzq435nq5kni

Adversarial Attacks and Defenses for Social Network Text Processing Applications: Techniques, Challenges and Future Research Directions [article]

Izzat Alsmadi, Kashif Ahmad, Mahmoud Nazzal, Firoj Alam, Ala Al-Fuqaha, Abdallah Khreishah, Abdulelah Algosaibi
2021 arXiv   pre-print
In this paper, we provide a comprehensive review of the main approaches for adversarial attacks and defenses in the context of social media applications with a particular focus on key challenges and future  ...  These vulnerabilities allow adversaries to launch a diversified set of adversarial attacks on these algorithms in different applications of social media text processing.  ...  Acknowledgment The authors extend their appreciation to the Deputyship for Research & Innovation, Ministry of Education in Saudi Arabia for funding this research work through the project number 1120.  ... 
arXiv:2110.13980v1 fatcat:e373if4sszed7i4owzwiabmzxu

AOPS: an abstraction-oriented programming system for literate programming

Stephen Shum, Curtis Cook
1993 Software Engineering Journal  
AOPS introduces the notion Redacted for Privacy of a phantom abstraction that enhances the understandability of the literate program and when used in conjunction with the browser greatly extends the capabilities  ...  AOPS tools include a hypertext browser, a lister with the ability to select what is presented and what is suppressed, and a filter to extract the program code from the AOPS source file.  ...  The main goal of literate programming is to present a technique for coding software systems that promotes readability and comprehension.  ... 
doi:10.1049/sej.1993.0016 fatcat:gdndkp2nb5fkdk5fhh2etqisy4

Applying Formal Methods to Networking: Theory, Techniques, and Applications

Junaid Qadir, Osman Hasan
2015 IEEE Communications Surveys and Tutorials  
In this paper, we present a self-contained tutorial of the formidable amount of work that has been done in formal methods, and present a survey of its applications to networking.  ...  This has also led to a great resurgence in interest of applying formal methods to specification, verification, and synthesis of networking protocols and applications.  ...  A more detailed treatment of this topic survey application of formal verification techniques in hardware design can be found at [11] . VII.  ... 
doi:10.1109/comst.2014.2345792 fatcat:oc6l6pn4tnddjbbr5v4gbbuycq

Analysis of reactive search optimisation techniques for the maximum clique problem and applications

Franco Mascia
2011 4OR  
Moreover, building on the knowledge gained from the analysis, we propose a new hyper-heuristic which defines the new state of the art, and a novel supervised clustering technique based on a clique-finding  ...  A more in depth analysis of the search dynamics of RLS-MC and RLS-LTM reveals the reasons behind the tabu tenure explosion and sheds some new light on the reactive mechanism.  ...  See [21] for a survey with the most recent developments.  ... 
doi:10.1007/s10288-011-0176-6 fatcat:v4sgnnqazreenok2uq25n2n444

IoT Based Smart Water Quality Monitoring: Recent Techniques, Trends and Challenges for Domestic Applications

Farmanullah Jan, Nasro Min-Allah, Dilek Düştegör
2021 Water  
Due to the recent advances in Internet-of-Things (IoT) that can be applied in the development of more efficient, secure, and cheaper systems with real-time capabilities, we present here a survey aimed  ...  Safe water is becoming a scarce resource, due to the combined effects of increased population, pollution, and climate changes.  ...  Moreover, we are highly pleased to authors, corporations, companies, and organizations whose material has been utilized in the preparation of this article.  ... 
doi:10.3390/w13131729 fatcat:mmqxdwkaj5axpa6ui466mauxeq

Software engineering techniques for statically analyzing mobile apps: research trends, characteristics, and potential for industrial adoption

Marco Autili, Ivano Malavolta, Alexander Perucci, Gian Luca Scoccia, Roberto Verdecchia
2021 Journal of Internet Services and Applications  
Over the years, literally hundreds of static analysis techniques have been proposed, ranging from structural and control-flow analysis to state-based analysis.In this paper, we present a systematic mapping  ...  AbstractMobile platforms are rapidly and continuously changing, with support for new sensors, APIs, and programming abstractions.  ...  methods and techniques of mobile apps Authors' contributions The authors equally contributed to the elaboration of this survey.  ... 
doi:10.1186/s13174-021-00134-x fatcat:mlzjbkdi7fhezisn3tcv7wzlbi

Knowledge Graphs: A Practical Review of the Research Landscape

Mayank Kejriwal
2022 Information  
This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https:// creativecommons.org/licenses/by/ 4.0/).  ...  Conflicts of Interest: The authors declare no conflict of interest.  ...  Institutional Review Board Statement: Not applicable. Informed Consent Statement: Not applicable. Data Availability Statement: Not applicable.  ... 
doi:10.3390/info13040161 dblp:journals/information/Kejriwal22 fatcat:ipsnstoqtnfmdny6gaq2e5i5hq

A Birds Eye View on Knowledge Graph Embeddings, Software Libraries, Applications and Challenges [article]

Satvik Garg, Dwaipayan Roy
2022 arXiv   pre-print
This study intends to provide an overview of knowledge bases combined with different challenges and their impacts.  ...  We discuss existing KGC approaches, including the state-of-the-art Knowledge Graph Embeddings (KGE), not only on static graphs but also for the latest trends such as multimodal, temporal, and uncertain  ...  An overview of existing techniques related to multimodality, including temporal and uncertain knowledge graphs, is also conducted in our survey providing readers a comprehensive view on KGC.  ... 
arXiv:2205.09088v1 fatcat:c4gfzg4ldras3axpf5wvbldstm

Knowledge-aware Document Summarization: A Survey of Knowledge, Embedding Methods and Architectures [article]

Yutong Qu, Wei Emma Zhang, Jian Yang, Lingfei Wu, Jia Wu
2022 arXiv   pre-print
Knowledge-aware methods have boosted a range of natural language processing applications over the last decades.  ...  With the gathered momentum, knowledge recently has been pumped into enormous attention in document summarization, one of natural language processing applications.  ...  and question answering.Cai et al.[15]proposed a classification of graph embedding work based on problem settings with descriptions of graph embedding techniques and applications in the artificial intelligence  ... 
arXiv:2204.11190v2 fatcat:rx7x6l47xzaa3gubjfvyaexpem

Domain-specific Knowledge Graphs: A survey [article]

Bilal Abu-Salih
2021 arXiv   pre-print
Knowledge Graphs (KGs) have made a qualitative leap and effected a real revolution in knowledge representation.  ...  This survey is the first to offer a comprehensive definition of a domain-specific KG.  ...  Knowledge graphs continue to dominate as a distinctive form of data representation and knowledge inference, and a core activity for several industrial applications.  ... 
arXiv:2011.00235v3 fatcat:oc2loewqdjfgvlapy4kmult5li

A Survey on Knowledge Graph Embeddings for Link Prediction

Meihong Wang, Linling Qiu, Xiaoli Wang
2021 Symmetry  
In this paper, we provide a comprehensive survey on KG-embedding models for link prediction in knowledge graphs.  ...  We first provide a theoretical analysis and comparison of existing methods proposed to date for generating KG embedding.  ...  Conflicts of Interest: The authors declare no conflict of interest.  ... 
doi:10.3390/sym13030485 fatcat:hvnn5nshhbdmdoevheh6mrx7ze
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