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IDEL: In-Database Entity Linking with Neural Embeddings [article]

Torsten Kilias, Alexander Löser, Felix A. Gers, Richard Koopmanschap, Ying Zhang, Martin Kersten
2018 arXiv   pre-print
We present a novel architecture, In-Database Entity Linking (IDEL), in which we integrate the analytics-optimized RDBMS MonetDB with neural text mining abilities.  ...  IDEL represents text and relational data in a joint vector space with neural embeddings and can compensate errors with ambiguous entity representations.  ...  In this way, various neural machine learning libraries, e.g. TensorFlow, can be used to facilitate entity linking with neural embeddings.  ... 
arXiv:1803.04884v1 fatcat:3ix22c2fvnbynlspznpi25fd7a

RETRO: Relation Retrofitting For In-Database Machine Learning on Textual Data [article]

Michael Günther, Maik Thiele, Wolfgang Lehner
2020 arXiv   pre-print
However, a naive one-to-one mapping of each word in a database to a word embedding vector is not sufficient and would lead to poor accuracies in ML tasks.  ...  value imputation and link prediction.  ...  The entity linking system IDEL [22] also created tuple embeddings based on the concatenation of feature vectors for attributes and foreign keys. Text attributes are encoded using neural embeddings.  ... 
arXiv:1911.12674v2 fatcat:qxfaoca75bapdpn5avxdypjele

Machine Learning-Enabled IoT Security: Open Issues and Challenges Under Advanced Persistent Threats

Zhiyan Chen, Jinxin Liu, Yu Shen, Murat Simsek, Burak Kantarci, Hussein T. Mouftah, Petar Djukic
2022 ACM Computing Surveys  
It is worth to bridge the state-of-the-art in network attack detection with APT attack detection in a comprehensive review article.  ...  Machine learning (ML)-based methods are widely used against cyber threats in IoT networks with promising performance.  ...  ACKNOWLEDGMENTS This work is supported in part by the Ontario Centre for Innovation under ENCQOR 5G Project #31993.  ... 
doi:10.1145/3530812 fatcat:msuclulqu5bddaalyeluabhkpy

Parallelizing FAD Using Compile-Time Analysis Techniques

Brian E. Hart, Patrick Valduriez, Scott Danforth
1989 IEEE Data Engineering Bulletin  
Current database machine activity, both in the lab and in the marketplace, is often driven by an emphasis on customized hardware or software.  ...  Each call to the database causes an asynchronous request in the host, so it is important to minimize the interaction between the host and the backend database machine.  ...  Now, when a. tuple is input into the WM relation Dept with a. value of Dno=D12, the link information stored in the relation COND-Dept reflects the existence of matching tuples in Emp.  ... 
dblp:journals/debu/HartVD89 fatcat:d5tvd5hoxvcmbmlfzsjiodqmfu

The self-transcendent brain - a meta-analysis of functional neuroimaging on meditation and psychedelics

Timon Krause
2018 unpublished
Literature review of MEDLINE, PsycINFO and Web of Science yielded in 33 included studies (20 studies for STM, 13 for psychedelics) with 430 peak foci.  ...  In future neuroimaging studies, psychedelic states and self-transcending meditative states need to be directly investigated in contrasting juxtaposition to gain further information about the shares neural  ...  As mentioned above, meditation has been deeply embedded in many religious traditions.  ... 
doi:10.25365/thesis.52553 fatcat:qkpugx2uabaxfmor4teg3mwsji

Meeting Abstracts of the BACR conference: response and resistance in cancer therapy

Tim R. Fenton, Michelle D. Garrett, Martin Michaelis, Mark N. Wass
2018 Cancer Drug Resistance  
Sunitinib-resistant cells were significantly hypertrophic compared with parental cells as evidenced by increases in the surface areas of the whole cells and the nuclei.  ...  For example, we have shown that acquisition of resistance to MDM2 inhibitors is associated with TP53 mutations, which has been clinically conirmed.  ...  processes as used for other chemical entities.  ... 
doi:10.20517/cdr.2018.18 fatcat:4jqntap6hvgadmihdqgb373qji

Agriculture and Digital Technology: Getting the most out of digital technology to contribute to the transition to sustainable agriculture and food systems

Véronique Bellon Maurel, Frédérick Garcia, Ludovic Brossard, Nathalie Mitton, Alexandre Termier
services reshaped by digital technology Reshaping value chains with greater market connectivity Managing resources at a regional level 9.  ...  3.4 Knowledge management and engineering for decision support in agriculture Knowledge-based systems in agriculture Knowledge restitution, visualisation and human-machine interaction in agriculture Decision  ...  relationship of "pest" links two "living organism"-type entities).  ... 
doi:10.17180/wmkb-ty56-en fatcat:o4l6kbeo5feqhp7o3kedhbohxq

Testing STT-MRAM: Manufacturing Defects, Fault Models, and Test Solutions

Lizhou Wu, Siddharth Rao, Mottaqiallah Taouil, Erik Jan Marinissen, Gouri Sankar Kar, Said Hamdioui
2021 2021 IEEE International Test Conference (ITC)  
I enjoy all the trips with you in Europe. Xindi, thanks for handling all stuff for me in China. May our friendship last forever! Many thanks to Prof.  ...  with the measured silicon data.  ...  Conventionally, on-chip SRAM is used for accelerating convolutional neural network (CNN) in AI processors.  ... 
doi:10.1109/itc50571.2021.00022 fatcat:4hlsp34pcrgexkssoxu5m5c25a

Production scheduling as joint cognitive work

Peter Denno
The trend over the past four decades to move manufacturing operations to low-wage countries has left many developed nations with diminished manufacturing skills.  ...  It may be possible, however, for humans to perform some cognitive tasks (such as production scheduling) jointly with artificial intelligence (AI) machine agents.  ...  In an immutable database, information is rarely deleted or modified, instead it is added with a timestamp indicating a complete temporal order.  ... 
doi:10.26174/thesis.lboro.13536947 fatcat:wmgtg4kxmnd6vp2asvcmuxo5nq

Finding the 'human' in the 'posthuman': The representation of the technologically enhanced posthuman in Young Adult fiction

Richard Shakeshaft, Apollo-University Of Cambridge Repository, Apollo-University Of Cambridge Repository, Maria Nikolajeva
with power in societies.  ...  I use a range of young adult texts, with a variety of different types of posthuman protagonists written over the past twenty years, to explore how the posthuman is represented through the narratives, and  ...  I therefore start and their readers are (presumably) predominantly human, this could be reversed with the authors and readers being accepted as posthuman.  ... 
doi:10.17863/cam.35392 fatcat:gq4725evxraoho242xpdlh2z2y