Search Results - "Fakhraei, Shobeir"

A probabilistic approach for collective similarity-based drug-drug interaction prediction by Sridhar, Dhanya, Fakhraei, Shobeir, Getoor, Lise

“…As concurrent use of multiple medications becomes ubiquitous among patients, it is crucial to characterize both adverse and synergistic interactions between…”
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Bias and stability of single variable classifiers for feature ranking and selection by Fakhraei, Shobeir, Soltanian-Zadeh, Hamid, Fotouhi, Farshad

“…•We show that SVC feature ranking is highly sensitive to the choice of classifiers.•Ranking and classification with the same classifier is not always the best…”
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Network-Based Drug-Target Interaction Prediction with Probabilistic Soft Logic by Fakhraei, Shobeir, Huang, Bert, Raschid, Louiqa, Getoor, Lise

“…Drug-target interaction studies are important because they can predict drugs' unexpected therapeutic or adverse side effects. In silico predictions of…”
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SoMEF: A Framework for Capturing Scientific Software Metadata from its Documentation by Mao, Allen, Garijo, Daniel, Fakhraei, Shobeir

“…Scientific software has become a key asset to reproduce and understand the products of scientific research in many disciplines. However, scientific software is…”
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Biomedical Named Entity Recognition via Reference-Set Augmented Bootstrapping by Mathew, Joel, Fakhraei, Shobeir, Ambite, José Luis

“…We present a weakly-supervised data augmentation approach to improve Named Entity Recognition (NER) in a challenging domain: extracting biomedical entities…”
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NSEEN: Neural Semantic Embedding for Entity Normalization by Fakhraei, Shobeir, Mathew, Joel, Ambite, Jose Luis

“…Much of human knowledge is encoded in text, available in scientific publications, books, and the web. Given the rapid growth of these resources, we need…”
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Adaptive Neighborhood Graph Construction for Inference in Multi-Relational Networks by Fakhraei, Shobeir, Sridhar, Dhanya, Pujara, Jay, Getoor, Lise

“…A neighborhood graph, which represents the instances as vertices and their relations as weighted edges, is the basis of many semi-supervised and relational…”
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Collective Multi-Relational Network Mining by Fakhraei, Seyed Shobeir

“…Our world is becoming increasingly interconnected, and the study of networks and graphs are becoming more important than ever. Domains such as biological and…”
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Comparing apples to apples in the evaluation of binary coding methods by Rastegari, Mohammad, Fakhraei, Shobeir, Choi, Jonghyun, Jacobs, David, Davis, Larry S

“…We discuss methodological issues related to the evaluation of unsupervised binary code construction methods for nearest neighbor search. These issues have been…”
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Consensus Feature Ranking in Datasets with Missing Values by Fakhraei, S, Soltanian-Zadeh, H, Fotouhi, F, Elisevich, K

“…Development of a feature ranking method based upon the discriminative power of features and unbiased towards classifiers is of interest. We have studied a…”
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Confident Surgical Decision Making in Temporal Lobe Epilepsy by Heterogeneous Classifier Ensembles by Fakhraei, S., Soltanian-Zadeh, H., Jafari-Khouzani, K., Elisevich, K., Fotouhi, F.

“…In medical domains with low tolerance for invalid predictions, classification confidence is highly important and traditional performance measures such as…”
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Attribute ranking for lateralizing focal epileptogenicity in temporal lobe epilepsy by Fakhraei, S, Soltanian-Zadeh, H, Elisevich, K, Fotouhi, F

“…A consensus feature-ranking approach has been applied to the study of localization-related temporal lobe epilepsy (TLE) in order to evaluate the relative…”
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