Hagit Shatkay
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American computer scientist
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Hagit Shatkaycomputer-science Degrees
Computer Science
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Data Mining
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Machine Learning
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Computer Science
Hagit Shatkay's Degrees
- PhD Computer Science University of Maryland, Baltimore County
- Masters Computer Science University of Maryland, Baltimore County
- Bachelors Computer Science University of Maryland, Baltimore County
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Why Is Hagit Shatkay Influential?
(Suggest an Edit or Addition)According to Wikipedia, Hagit Shatkay was an Israeli-American computer scientist, known for her contributions to computational biology, medical informatics, bioinformatics, and machine learning. She was a professor in the department of computer and information sciences at the University of Delaware. Shatkay was a senior member and served on the board of directors of the International Society for Computational Biology.
Hagit Shatkay's Published Works
Published Works
- A large-scale evaluation of computational protein function prediction (2013) (784)
- F-SNP: computationally predicted functional SNPs for disease association studies (2007) (360)
- Approximate queries and representations for large data sequences (1996) (306)
- Mining the Biomedical Literature in the Genomic Era: An Overview (2003) (306)
- Learning Topological Maps with Weak Local Odometric Information (1997) (219)
- The Protein-Protein Interaction tasks of BioCreative III: classification/ranking of articles and linking bio-ontology concepts to full text (2011) (212)
- Combining multi-species genomic data for microRNA identification using a Naïve Bayes classifier (2006) (197)
- Whole-genome shotgun assembly and comparison of human genome assemblies (2004) (195)
- New directions in biomedical text annotation: definitions, guidelines and corpus construction (2006) (190)
- Genes, Themes, and Microarrays: Using Information Retrieval for Large-Scale Gene Analysis (2000) (189)
- Multi-dimensional classification of biomedical text: Toward automated, practical provision of high-utility text to diverse users (2008) (130)
- SherLoc: high-accuracy prediction of protein subcellular localization by integrating text and protein sequence data (2007) (129)
- SherLoc2: a high-accuracy hybrid method for predicting subcellular localization of proteins. (2009) (127)
- Text mining for biology - the way forward: opinions from leading scientists (2008) (109)
- Integrating image data into biomedical text categorization (2006) (109)
- An integrative scoring system for ranking SNPs by their potential deleterious effects (2009) (100)
- Discovering semantic features in the literature: a foundation for building functional associations (2006) (89)
- EpiLoc: A (Working) Text-Based System for Predicting Protein Subcellular Location (2007) (75)
- Utilizing ECG-Based Heartbeat Classification for Hypertrophic Cardiomyopathy Identification (2015) (65)
- BNTagger: improved tagging SNP selection using Bayesian networks (2006) (59)
- Hairpins in bookstacks: Information retrieval from biomedical text (2005) (48)
- Protein Function Prediction using Text-based Features extracted from the Biomedical Literature: The CAFA Challenge (2013) (42)
- Learning models for robot navigation (1999) (41)
- How to Get the Most out of Your Curation Effort (2009) (38)
- Learning Geometrically-Constrained Hidden Markov Models for Robot Navigation: Bridging the Topological-Geometrical Gap (2011) (34)
- Information Retrieval Meets Gene Analysis (2002) (31)
- Identifying Ventricular Arrhythmias and Their Predictors by Applying Machine Learning Methods to Electronic Health Records in Patients With Hypertrophic Cardiomyopathy(HCM-VAr-Risk Model) (2019) (30)
- Significantly Improved Prediction of Subcellular Localization by Integrating Text and Protein Sequence Data (2005) (28)
- The Fourier Transform - A Primer (1995) (26)
- An Automatic System for Extracting Figures and Captions in Biomedical PDF Documents (2011) (23)
- Reproductive phasiRNAs in grasses are compositionally distinct from other classes of small RNAs. (2018) (22)
- Text as data: using text-based features for proteins representation and for computational prediction of their characteristics. (2015) (22)
- Figure and caption extraction from biomedical documents (2019) (22)
- Breast Cancer Prognosis via Gaussian Mixture Regression (2006) (21)
- Learning Topological Maps from Weak Odometric Information (1997) (18)
- Ranking single nucleotide polymorphisms by potential deleterious effects (2008) (16)
- Applying Probabilistic Thematic Clustering for Classification in the TREC 2005 Genomics Track (2005) (15)
- Compound image segmentation of published biomedical figures (2018) (15)
- Protein (multi-)location prediction: utilizing interdependencies via a generative model (2015) (14)
- Using Cluster Ensemble and Validation to Identify Subtypes of Pervasive Developmental Disorders (2007) (13)
- Exploring a new space of features for document classification: figure clustering (2006) (12)
- Functionally informative tag SNP selection using a pareto-optimal approach: playing the game of life (2009) (12)
- Identifying hypertrophic cardiomyopathy patients by classifying individual heartbeats from 12-lead ECG signals (2014) (11)
- CIS UDEL Working Notes on ImageCLEF 2015: Compound Figure Detection Task (2015) (11)
- Learning Hidden Markov Models with Geometric Information (1997) (11)
- An effective biomedical document classification scheme in support of biocuration: addressing class imbalance (2019) (11)
- Using Hidden Markov Models to capture temporal aspects of ultrasound data in prostate cancer (2015) (11)
- Finding Themes in Medline Documents: Probabilistic Similarity Search (2000) (10)
- Heading in the Right Direction (1998) (10)
- Effective biomedical document classification for identifying publications relevant to the mouse Gene Expression Database (GXD) (2017) (10)
- Protein (multi-)location prediction: using location inter-dependencies in a probabilistic framework (2013) (10)
- Mining the Biomedical Literature (2012) (9)
- Use of figures in literature mining for biomedical digital libraries (2006) (9)
- Identifying patterns of associated-conditions through topic models of Electronic Medical Records (2016) (9)
- Utilizing image-based features in biomedical document classification (2015) (8)
- Translational Knowledge Discovery Between Drug Interactions and Pharmacogenetics (2019) (8)
- Learning Hidden Markov Models with Geometrical Constraints (1999) (7)
- Prostate Cancer: Improved Tissue Characterization by Temporal Modeling of Radio-Frequency Ultrasound Echo Data (2016) (7)
- A linear classifier based on entity recognition tools and a statistical approach to method extraction in the protein-protein interaction literature (2011) (7)
- Biomedical Text Mining (2019) (6)
- Testing extensive use of NER tools in article classification and a statistical approach for method interaction extraction in the protein-protein interaction literature (2010) (6)
- UDEL CIS Working Notes in ImageCLEF 2016 (2016) (6)
- OCR-based image features for biomedical image and article classification: identifying documents relevant to cis-regulatory elements (2012) (6)
- Stochastic Modeling of Temporal Enhanced Ultrasound: Impact of Temporal Properties on Prostate Cancer Characterization (2018) (6)
- Learning Geometrically-Constrained Hidden Markov Models for Robot Navigation: Bridging the Geometrical-Topological Gap (2002) (6)
- ThurGood: Evaluating Assembly-to-Assembly Mapping (2004) (6)
- Integrating image caption information into biomedical document classification in support of biocuration (2020) (5)
- Identifying growth-patterns in children by applying cluster analysis to electronic medical records (2014) (5)
- Two Birds, One Stone: Selecting Functionally Informative Tag SNPs for Disease Association Studies (2007) (5)
- Co-occurrence of medical conditions: Exposing patterns through probabilistic topic modeling of snomed codes (2018) (5)
- Linking Literature, Information, and Knowledge for Biology - Workshop of the BioLink Special Interest Group, ISMB/ECCB 2009, Stockholm, Sweden, June 28-29, 2009, Revised Selected Papers (2010) (5)
- Extracting Figures and Captions from Scientific Publications (2018) (5)
- Segmenting Compound Biomedical Figures into Their Constituent Panels (2017) (5)
- Building a classifier for identifying sentences pertaining to disease-drug relationships in tardive dyskinesia (2012) (4)
- Correction: A linear classifier based on entity recognition tools and a statistical approach to method extraction in the protein-protein interaction literature (2011) (4)
- Finding Themes in Medline Documents (2000) (4)
- What We Found on Our Way to Building a Classifier: A Critical Analysis of the AHA Screening Questionnaire (2013) (4)
- Domain-Informed Neural Networks for Interaction Localization Within Astroparticle Experiments (2021) (4)
- Chronic Kidney Disease stratification using office visit records: Handling data imbalance via hierarchical meta-classification (2018) (4)
- Assessing chronic kidney disease from office visit records using hierarchical meta-classification of an imbalanced dataset (2017) (3)
- Proceedings of the ACM fourth international workshop on Data and text mining in biomedical informatics (2010) (2)
- Utilizing image and caption information for biomedical document classification (2021) (2)
- Machine Learning Methods for Identifying Atrial Fibrillation Cases and Their Predictors in Patients With Hypertrophic Cardiomyopathy: The HCM-AF-Risk Model (2021) (2)
- Overview of the Ninth Annual Meeting of the BioLINK SIG at ISMB: Linking Literature, Information and Knowledge for Biology (2009) (2)
- Toward Computer-Assisted Text Curation: Classification Is Easy (Choosing Training Data Can Be Hard...) (2009) (2)
- Detecting and using document structure in scientific text (2012) (2)
- A Method for Quantifying Position Reconstruction Uncertainty in Astroparticle Physics using Bayesian Networks (2022) (2)
- Identifying articles relevant to drug-drug interaction: Addressing class imbalance (2017) (2)
- Abstract 19765: Efficacy of the American Heart Association Questionnaire in Identifying Electrocardiographic and Echocardiographic Abnormalities in Young Athletes During Community-based Screening (2010) (2)
- Models of temporal enhanced ultrasound data for prostate cancer diagnosis: the impact of time-series order (2017) (2)
- Searching for High-Utility Text in the Biomedical Literature A Preliminary Report (2005) (2)
- Abstract 15967: Identifying Ventricular Arrhythmia Cases and Their Predictors by Applying Machine Learning Methods to Electronic Health Records (EHR) of Hypertrophic Cardiomyopathy (HCM) Patients (2017) (2)
- Co-occurrence of Medical Conditions: Exposing Patterns Through Probabilistic Topic Modeling (2018) (1)
- Using unsupervised learning to determine risk level for left ventricular diastolic dysfunction (2014) (1)
- Improved Multi-Label Classification Using Inter-Dependence Structure via a Generative Mixture Model (2016) (1)
- Corrigendum to: Utilizing image and caption information for biomedical document classification (2021) (1)
- Modality-Classification of Microscopy Images Using Shallow Variants of Deep Networks (2020) (1)
- Advances in Bioinformatics - 4th International Workshop on Practical Applications of Computational Biology and Bioinformatics 2010 (IWPACBB 2010), Guimarães, Portugal, 16-18 June 2010 (2010) (1)
- Learning Hidden Markov Models with Geometric Information Learning Hidden Markov Models with Geometric Information (1997) (1)
- Proceedings of the ACL-ISMB Workshop on Linking Biological Literature, Ontologies and Databases: Mining Biological Semantics@ISMB 2005, Detroit, MI, USA June 24, 2005 (2005) (1)
- Machine Learning for Computational Haplotype Analysis (2008) (1)
- Protein (multi-)location prediction: using location inter-dependencies in a probabilistic framework (2014) (1)
- Proceedings of the ACL 2012 workshop on Detecting Structure in Scholarly Discourse (DSSD-2012) (2012) (1)
- Functionally informative tag SNP selection using a Pareto-optimal approach. (2010) (1)
- Predicting Protein Function using Text Data from the Biomedical Literature (2011) (1)
- Protein Function Prediction using Text-based Features extracted from the Biomedical Literature: The CAFA Challenge (2013) (1)
- International Conference on Bioinformatics and Biomedicine ( BIBM 2014 ) Special (2015) (1)
- ANIMO: Annotation of Biomed Image Modalities (2021) (0)
- Toward ECG-based analysis of hypertrophic cardiomyopathy: a novel ECG segmentation method for handling abnormalities (2022) (0)
- Abstract 13828: Safety During Treadmill Exercise in Patients With High Gradient Hypertrophic Cardiomyopathy. (2011) (0)
- Correction to: Stochastic Sequential Modeling: Toward Improved Prostate Cancer Diagnosis Through Temporal-Ultrasound (2020) (0)
- Erratum to: A linear classifier based on entity recognition tools and a statistical approach to method extraction in the protein-protein interaction literature (2012) (0)
- Data and text mining Compound image segmentation of published biomedical figures (2018) (0)
- Putting It All Together: Current Applications and Future Directions (2012) (0)
- Increasing the Discovery Power and Condence Levels of Disease Association Studies: A Survey (2014) (0)
- Corrigendum to "Text as data: Using text-based features for proteins representation and for computational prediction of their characteristics" [Methods 74 (2015) 54-64]. (2016) (0)
- Data and text mining Figure and caption extraction from biomedical documents (2019) (0)
- DTMBIO workshop summary (2010) (0)
- Faculty Opinions recommendation of Using the Future to "Sort Out" the Present: Rankprop and Multitask Learning for Medical Risk Evaluation. (2018) (0)
- APPENDICES TO THE GUIDELINES FOR ANNOTATION (2006) (0)
- The Fourier Transform -a Primer the Fourier Transform { a Primer (1995) (0)
- Translational drug–interaction corpus (2022) (0)
- Reproductive phasiRNAs in grasses are compositionally distinct from other classes of small RNAs (2018) (0)
- MultiLoc 2 and SherLoc 2 : improved prediction of subcellular protein localization (2009) (0)
- Fundamental Concepts in Biomedical Text Analysis (2012) (0)
- Stochastic Sequential Modeling: Toward Improved Prostate Cancer Diagnosis Through Temporal-Ultrasound (2020) (0)
- Proceedings of the 2009 workshop of the BioLink Special Interest Group, international conference on Linking Literature, Information, and Knowledge for Biology (2009) (0)
- HCM-AF-Risk Model to Identify Cases and Predictors of Atrial Fibrillation in Hypertrophic Cardiomyopathy (2020) (0)
- Identifying Experimental Evidence in Biomedical Abstracts Relevant to Drug-Drug Interactions (2018) (0)
- Faculty Opinions recommendation of A method for detecting and characterizing outbreaks of infectious disease from clinical reports. (2017) (0)
- Summary of the BioLINK SIG 2013 meeting at ISMB/ECCB 2013 (2015) (0)
- Triage Based on Figure Classification (2006) (0)
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