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Chapter and Conference Paper
EcoShap: Save Computations by only Calculating Shapley Values for Relevant Features
One of the most widely adopted approaches for eXplainable Artificial Intelligence (XAI) involves employing of Shapley values (SVs) to determine the relative importance of input features. While based on a solid...
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Chapter and Conference Paper
AID4HAI: Automatic Idea Detection for Healthcare-Associated Infections from Twitter, a Framework Based on Active Learning and Transfer Learning
This research is an interdisciplinary work between data scientists, innovation management researchers and experts from Swedish academia and a hygiene and health company. Based on this collaboration, we have de...
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Chapter and Conference Paper
A Systematic Approach for Tracking the Evolution of XAI as a Field of Research
The increasing use of AI methods in various applications has raised concerns about their explainability and transparency. Many solutions have been developed within the last few years to either explain the mode...
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Chapter and Conference Paper
CycleFootprint: A Fully Automated Method for Extracting Operation Cycles from Historical Raw Data of Multiple Sensors
Extracting operation cycles from the historical reading of sensors is an essential step in IoT data analytics. For instance, we can exploit the obtained cycles for learning the normal states to feed into semi-...
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Chapter and Conference Paper
Embeddings Based Parallel Stacked Autoencoder Approach for Dimensionality Reduction and Predictive Maintenance of Vehicles
Predictive Maintenance (PdM) of automobiles requires the storage and analysis of large amounts of sensor data. This requirement can be challenging in deploying PdM algorithms onboard the vehicles due to limite...
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Article
Open information extraction as an intermediate semantic structure for Persian text summarization
Semantic applications typically exploit structures such as dependency parse trees, phrase-chunking, semantic role labeling or open information extraction. In this paper, we introduce a novel application of Ope...
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Article
Identifying and 3D Displaying Poles and Zeros in Analog Circuit Transfer Functions: Bode Surfaces
A new technique is developed that extends the normal Bode plots from two-dimensional to three-dimensional, including the ...
