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Type of predictive modeling
data repositories upon which predictive analytics may be conducted. The biopharmaceutical industry uses predictive informatics (a superset of chemoinformatics)
Predictive_informatics
Computational approaches to health care
biomedical informatics has been proposed. Dutch former professor of medical informatics Jan van Bemmel has described medical informatics as the theoretical
Health_informatics
Statement about a future event
to predict the life time of a material with a mathematical model. In medical science predictive and prognostic biomarkers can be used to predict patient
Prediction
Statistical measures of whether a finding is likely to be true
predictive value, the two are numerically equal. In information retrieval, the PPV statistic is often called the precision. The positive predictive value
Positive and negative predictive values
Positive_and_negative_predictive_values
Method to predict when equipment should be maintained
therefore is not cost-effective. The "predictive" component of predictive maintenance stems from the goal of predicting the future trend of the equipment's
Predictive_maintenance
Information science by discipline
Legal informatics is an area within information science. The American Library Association defines informatics as "the study of the structure and properties
Legal_informatics
Interdisciplinary research field
graduate programs in public informatics and related public-sector data science and analytics degrees. Public informatics applies advanced data science
Public_informatics
System that supports business decisions
Information systems are the primary focus of study for organizational informatics. Silver et al. (1995) provided two views on IS that includes software
Information_system
Application of informatics
Biodiversity informatics is the application of informatics techniques to biodiversity information, such as taxonomy, biogeography or ecology. It is defined
Biodiversity_informatics
Table layout for visualizing performance; also called an error matrix
{\displaystyle P=TP+FN} and N = F P + T N {\displaystyle N=FP+TN} . In predictive analytics, a table of confusion (sometimes also called a confusion matrix)
Confusion_matrix
Investigator Award, American Medical Informatics Association 2015 – Fellow, American College of Medical Informatics 2016 – Divisional Teaching Award, Stanford
Nigam_Shah
Disease Informatics (also called Infectious Disease informatics) addresses some major challenges to global public health, demanding solid medical interference
Disease_informatics
Prediction interval Predictive analytics Predictive inference Predictive informatics Predictive intake modelling Predictive modelling Predictive validity Preference
List_of_statistics_articles
Imaging informatics, also known as radiology informatics or medical imaging informatics, is a subspecialty of biomedical informatics that aims to improve
Imaging_informatics
Computational analysis of large, complex sets of biological data
werkconcept" [BIO-INFORMATICS: a working concept]. Het Kameleon (in Dutch). 1 (6): 28–29. Hesper B, Hogeweg P (2021). "Bio-informatics: a working concept
Bioinformatics
Statistical measure of a test's accuracy
information retrieval systems, the F-score or F-measure is a measure of predictive performance. It is calculated from the precision and recall of the test
F-score
Digital replica of a living or non-living physical entity
3390/en16145525. Kandemir, Ege (2024). "Predictive digital twin for wind energy systems: a literature review". Energy Informatics. 7 68. doi:10.1186/s42162-024-00373-9
Digital_twin
Predictive modelling technique
attempts to build a predictive model that separates the likely responders from the non-responders using one of a number of predictive modelling techniques
Uplift_modelling
and bioinformatics applications. Genome informatics includes methods for analyzing DNA sequence data, predicting protein sequences and structures, and studying
Genome_informatics
Study of computation
(πληροφορική, which means informatics) in Greek. Similar words have also been adopted in the UK (as in the School of Informatics, University of Edinburgh)
Computer_science
Pattern-recognition performance metrics
a collection, corpus or sample space. Precision (also called positive predictive value) is the fraction of relevant instances among the retrieved instances
Precision_and_recall
Quantitative measurement of accuracy
classification test can be measured with positive predictive value (PPV), also known as precision, and negative predictive value (NPV). The positive prediction value
Evaluation of binary classifiers
Evaluation_of_binary_classifiers
College of Business. His research focuses on predictive data analytics, financial text mining, healthcare informatics, and sports analytics. Schumaker is best
Robert_P._Schumaker
Statistical measure of a binary classification
specificity, likelihood ratios and predictive values from a 2x2 table – calculator of confidence intervals for predictive parameters". medcalc.org. Burge
Sensitivity_and_specificity
analytics Social computing: social network data analysis Policy informatics Public health informatics Computational journalism Computational transportation science
Population_informatics
Indian technology company
tools for life sciences research, including applications in data mining, predictive modelling, and computational chemistry. Strand also offers custom solutions
Strand_Life_Sciences
Diagnostic plot of binary classifier ability
predictive power, simply reversing its decisions leads to a new predictive method C′ which has positive predictive power. When the C method predicts p
Receiver operating characteristic
Receiver_operating_characteristic
Computer program developed by naviHealth
Retrieved December 6, 2024. Jaffe, Susan (2023-10-05). "Feds Rein In Use of Predictive Software That Limits Care for Medicare Advantage Patients". KFF Health
NH_Predict
Disaster informatics or crisis informatics is the study of the use of information and technology in the preparation, mitigation, response and recovery
Disaster_informatics
Computational chemistry
Journal of Cheminformatics Materials informatics Molecular design software Molecular graphics Molecular Informatics Molecular modelling Nanoinformatics
Cheminformatics
and lead to implications that are difficult to predict and prevent. Predictive policing Big data Predictive analytics Quay, Ray (2010). "Anticipatory Governance:
Anticipatory_governance
Runtime predictive analysis (or predictive analysis) is a runtime verification technique in computer science for detecting property violations in program
Runtime_predictive_analysis
Specialist field of computer science
Problem domains for computational science/scientific computing include: Predictive computational science is a scientific discipline concerned with the formulation
Computational_science
Information systems theory
Systematic Review of the Technology Acceptance Model in Health Informatics". Applied Clinical Informatics. 09 (3): 604–634. doi:10.1055/s-0038-1668091. PMC 6094026
Technology_acceptance_model
Using technology to accommodate the differences between individuals
data is one source of providing this predictive analysis, particularly social data that is structured. Predictive personalization is a much more recent
Personalization
Techniques to study geometric data
computationally effective using scalable Gaussian process models, such as Gaussian Predictive Processes and Nearest Neighbor Gaussian Processes (NNGP). Spatial neural
Spatial_analysis
Predictive model of human movement
as Fitts' law) is a predictive model of human movement primarily used in human–computer interaction and ergonomics. The law predicts that the time required
Fitts's_law
Medical model that tailors medical practices to the individual patient
between these expressions based on particular nuances. P4 is short for "predictive, preventive, personalized and participatory". While the tailoring of treatment
Personalized_medicine
addresses also SD predictive methods and vice versa. Durations of surgeries are known to have large variability. Therefore, SD predictive methods attempt
Predictive methods for surgery duration
Predictive_methods_for_surgery_duration
Chinese-American biomedical engineer
"for outstanding contributions in biomedical and health informatics for personalized and predictive health and for providing technical leadership". She was
May_Wang
Process of analyzing large data sets
the extracted models—in particular for use in predictive analytics—the key standard is the Predictive Model Markup Language (PMML), which is an XML-based
Data_mining
Combined science of forestry and informatics
Forest informatics is the combined science of forestry and informatics, with a special emphasis on collection, management, and processing of data, information
Forest_informatics
Israeli medical researcher, professor, and physician
Shalev's research interests mainly include epidemiology, medical informatics and predictive analytics. She has authored over 200 publications in peer-reviewed
Varda_Shalev
Archaeological sub-discipline
societal developments. By leveraging Geographic Information Systems (GIS), predictive modeling, and various simulation tools, computational archaeology enhances
Computational_archaeology
Institute for Biomedical Informatics, founding Director of the Division of Informatics, and founding Senior Associate Dean for Informatics at the Perelman School
Jason_H._Moore
Information extraction method
natural language processing (NLP), computational linguistics, and health informatics. It was developed to address challenges in extracting structured, analyzable
Text_nailing
study health informatics, focused on the convergence of molecular bioinformatics, biostatistics, statistical genetics and clinical informatics. Its focus
Translational_bioinformatics
US Professor in Biomedical Informatics and Bioengineering
biomedical informatician specializing in clinical informatics. He is a professor emeritus in Biomedical Informatics at the University of Texas Health Science
Dean_F._Sittig
Education, Ecosystem Informatics at Oregon State University industrial Environmental Informatics, Industrial Environmental Informatics at HTW-Berlin, University
Ecoinformatics
Academic field concerned with collection and analysis of information
analytics, social informatics, computational linguistics Spatial information: geographic information science, environmental informatics Organizational settings:
Information_science
2010s–present technological convergence era
Industry 4.0 facilitates predictive maintenance, due to the use of advanced technologies, including IoT sensors. Predictive maintenance, which can identify
Fourth_Industrial_Revolution
American medical equipment manufacturer
Fame 2023: Spacelabs Healthcare expands clinical informatics capabilities with acquisition of predictive analytics company PeraHealth "Spacelabs Healthcare
Spacelabs_Healthcare
Extremely large or complex datasets
healthcare analytics, geographic information systems, urban informatics, and business informatics. Scientists encounter limitations in e-Science work, including
Big_data
American academic
a Faculty Lead of Translational Bioinformatics in the Institute for Informatics at Washington University in St. Louis. Swamidass has published over 150
S._Joshua_Swamidass
Type of health care system
sub-optimal care. Predictive patient risk modeling uses patterns in data to find groups at greater risk of adverse events. Predictive care risk and outcome
Learning_health_systems
Statistical hypothesis test for forecasting
and Hripcsak, G. (2011) "A review of causal inference for biomedical informatics" Archived April 30, 2012, at the Wayback Machine J. Biomed Informatics
Granger_causality
Software targeted towards corporations/organisations
example, IBM's business intelligence platform (Cognos), integrates with a predictive analytics platform (SPSS) and can obtain records from its database packages
Enterprise_software
Technology and software to provide legal services
so-called predictive coding became possible for use in the discovery process of litigation. These predictive coding tools helped lawyers predict which documents
Legal_technology
Predictive genomics is at the intersection of multiple disciplines: predictive medicine, personal genomics and translational bioinformatics. Specifically
Predictive_genomics
Software company
NextBio to improve their ability to identify relevant prognostic and predictive molecular signatures which are significant in their research. In October
Nextbio
Biomedical engineer
Department of Biomedical Informatics at UC San Diego. She also received several accolades for her work in biomedical informatics during this period. She
Lucila_Ohno-Machado
Indian-American computer scientist, and artificial intelligence
learning algorithms for constructing predictive models from distributed data and linked open data, learning predictive models from high dimensional longitudinal
Vasant_Honavar
Study of disease
tissues in the brain and heart respectively. Pathology informatics is a subfield of health informatics. It is the use of information technology in pathology
Pathology
Predictive chemical model
vector machines, decision trees, artificial neural networks for inducing a predictive learning model. Molecule mining approaches, a special case of structured
Quantitative structure–activity relationship
Quantitative_structure–activity_relationship
Latvian computer scientist
informatics from Vilnius University's Institute of Mathematics and Informatics. He is also a professor at the Faculty of Mathematics and Informatics and
Aistis_Raudys
Centerstone research institute found that predictive modeling of EHR data has achieved 70–72% accuracy in predicting individualized treatment response. These
Artificial intelligence in healthcare
Artificial_intelligence_in_healthcare
Partition method to study protein ligand association processes
developed to evaluate the efficiency of benzamide trypsin inhibitors. The predictive capability of SEEB is shown to achieve state of the art QSAR performances
Semiempirical_Energy_Based
Terminal command scheme used to transfer data
transmission delay; and measurements are noisy. Thus, the sender uses a predictive filter fed updates from the receiver. The transmission rate is chosen
Fast_and_Secure_Protocol
804685. Stamatakos, Georgios (2006). "Spotlight on Cancer Informatics". Cancer Informatics. 2 (2): 83–86. doi:10.1177/117693510600200029. PMC 2675506
In_silico_medicine
Facts provided or learned about something or someone
analysis method. Information communication represents the convergence of informatics, telecommunication and audio-visual media & content. Accuracy and precision
Information
Cancer biomarker discovery project
knowledge management and collaborate research. The informatics activities within EDRN are led by the Informatics Center at NASA Jet Propulsion Laboratory, Fred
Early Detection Research Network
Early_Detection_Research_Network
Digital collection of patient and population electronically stored health information
issues. Furthermore, studies such as the one conducted in BMC Medical Informatics and Decision Making showed that although the implementation of electronic
Electronic_health_record
Area of clinical pathology that is generally concerned with analysis of bodily fluids
knowledge from medicine, biology, chemistry, biomedical engineering, informatics, and an applied form of biochemistry (not to be confused with medicinal
Clinical_chemistry
Systematic approach to understanding the behavior of humans and other animals
decision. Behavior informatics and behavior computing deeply explore behavior intelligence and behavior insights from the informatics and computing perspectives
Behaviorism
Concept in natural language processing
& Hornof, A.J. (2005). "A comparison of LSA, wordNet and PMI-IR for predicting user click behavior". Proceedings of the SIGCHI Conference on Human Factors
Semantic_similarity
American engineer and intelligent design advocate (born 1950)
doing, which the website described as happening at the "Evolutionary Informatics Lab" at Baylor. In the summer of 2007 that website was called to the
Robert_J._Marks_II
Belarusian physician and scientist
Herasevich is a Belarusian physician-scientist specializing in clinical informatics and critical care medicine. His work focuses on developing and implementing
Vitaly_Herasevich
Social media platform owned by Meta
Andrew G.; Danforth, Christopher M. (2017). "Instagram photos reveal predictive markers of depression". EPJ Data Science. 6 (1): 15. arXiv:1608.03282
American computer scientist
computer programmer, and researcher. He is a professor in the Department of Informatics and Telecommunications at the University of Athens. He is the author
Yannis_Smaragdakis
Open-source data analysis software
and preprocessing to empirical evaluation of learning algorithms and predictive modeling. Visual programming is implemented through an interface in which
Orange_(software)
Artificial intelligence and text mining software
provides an environment for text mining, data mining, machine learning, and predictive analytics. It is used by Megaputer to build tools with applications to
PolyAnalyst
Artificial intelligence program by DeepMind
means for protein folding, biology and bioinformatics, Oxford Protein Informatics Group. (3 December) Mohammed AlQuraishi, AlphaFold2 @ CASP14: "It feels
AlphaFold
British public health physician and data scientist
Health, the American College of Medical Informatics, British Computer Society and the Faculty of Clinical Informatics. He has also been an advisor to UK,
Iain_Buchan
Prior to Mount Sinai, he held positions as Co-founder and Director of Informatics at NuMedii, Inc. and Consulting Professor of Systems Medicine in the
Joel_Dudley
Systematized collection of data in bioinformatics
gene-protein-disease. A predictive database is one based on statistical inference. One particular approach to such inference is known as predictive inference, but
Gene_Disease_Database
Farr Institute of Health Informatics Research. The network is also building capacity and funding projects in health informatics research. The Farr Institute
Health_eResearch_Centre
Cancer Biomedical Informatics Grid
The cancer Biomedical Informatics Grid (caBIG) was a US government program to develop an open-source, open access information network called caGrid for
CaBIG
American data scientist and academic
American data scientist who is an associate professor of biomedical informatics at the Columbia University Vagelos College of Physicians and Surgeons
Noémie_Elhadad
Mind mapping software
It can also be used for research review process and synthesis. As per Predictive Analytics Today, the software can be used by students, professionals and
MindMapper
consumers. Predictive analytics is a form of analytics involving the use of historical data and artificial intelligence algorithms to predict future trends
Artificial intelligence in marketing
Artificial_intelligence_in_marketing
middle age. The first paper was published in 2012. Population informatics Sociogenomics Predictive analytics Social media analytics Computational sociology
Social_genome
Type of plane partition
of forests and forest canopies, and may also be helpful in developing predictive models for forest fires. In ethology, Voronoi diagrams are used to model
Voronoi_diagram
Interdisciplinary field that encompasses telecommunications
control remote objects The integrated use of telecommunications and informatics for application in vehicles and to control vehicles on the move Global
Telematics
Centralized storage of knowledge
Normalization is the norm for data modeling techniques in this system. Predictive analytics is about finding and quantifying hidden patterns in the data
Data_warehouse
Change in data distribution between training and deployment in machine learning
of the data encountered in real-world use, often resulting in degraded predictive performance and diminished generalization ability. Dataset shift is a
Dataset_shift
Task of finding records in a data set that refer to same entity across different sources
truly matching records that are linked by the algorithm) and positive predictive value (or precision, the proportion of records linked by the algorithm
Record_linkage
Application of digital technologies to healthcare
and its remits overlap in many ways with those of health and medical informatics. Worldwide adoption of electronic medical records has been on the rise
Digital_health
Technology discipline within engineering
identify performance deviations from established service intents, while predictive maintenance techniques, powered by machine learning (ML), allow engineers
Computer_network_engineering
Conceptual model of a system
system architectures have gained traction, leveraging machine learning for predictive maintenance, anomaly detection, and automated system optimization. The
Systems_architecture
climate informatics. She is particularly interested in the application of statistical and data science techniques to domains such as healthcare predictive analytics
Yulia_Gel
PREDICTIVE INFORMATICS
PREDICTIVE INFORMATICS
Boy/Male
Danish, Finnish, German, Hebrew, Jewish, Swedish
Hebrew Ephraim; Fertile; Productive; Fruitful
Girl/Female
Greek Latin
Fruitful, productive.
Boy/Male
Arabic, Muslim
Productive; Fruitful
Girl/Female
Muslim
Progressive, Productive
Boy/Male
American, Australian, British, English, Greek, Latin
Productive; Fertile; Resurrection
Girl/Female
American, Australian, Jamaican
Productive; Quietness; Earth; Lump of Earth
Girl/Female
Muslim/Islamic
Progressive productive
Boy/Male
Greek
Productive.
Boy/Male
American, Australian, British, English, Greek, Jamaican
Productive; Fertile; Resurrection; To Stand
Boy/Male
Arabic, Australian, Muslim
Fruitful; Productive
Boy/Male
Indian
Fruitful, Productive
Biblical
productive; fruitful
Boy/Male
Arabic, Muslim, Sindhi
Fertile; Productive; Profuse; Fruitful; Prolific
Boy/Male
Dutch, French, German, Hawaiian, Hebrew
Productive; Very Fruitful; Fertile
Girl/Female
Biblical
Productive; fruitful.
Girl/Female
Bengali, Hindu, Indian, Kannada, Malayalam, Marathi, Telugu
Leafy Season (Spring); Productive
Boy/Male
British, Christian, Dutch, English, German, Greek
Fruitful; Productive
Boy/Male
Muslim/Islamic
Fertile Productive, Profuse
Girl/Female
Indian
Progressive, Productive
Boy/Male
Muslim
Fruitful, Productive
PREDICTIVE INFORMATICS
PREDICTIVE INFORMATICS
Girl/Female
Tamil
Splendorous, Bright
Girl/Female
Muslim
Gift, Present
Boy/Male
Biblical, British, English
Poor; Humble
Boy/Male
American, British, English
Dark Traveler; Blend of Dwayne and Wade
Girl/Female
Indian
Answer of prayers, Goddess Lakshmi
Girl/Female
English American
Abbreviation of Jaqueline which is the feminine of Jacques.
Boy/Male
Teutonic
Bold for his people.
Boy/Male
Indian
Fluent
Girl/Female
Tamil
Pareshka | பரேஷà¯à®•à®¾Â
Girl/Female
Hindu, Indian
Signifies Beyond Measure; Goddess Parvati
PREDICTIVE INFORMATICS
PREDICTIVE INFORMATICS
PREDICTIVE INFORMATICS
PREDICTIVE INFORMATICS
PREDICTIVE INFORMATICS
a.
Expressing affirmation or predication; affirming; predicating, as, a predicative term.
n.
A prediction; also, a preface.
p. pr. & vb. n.
of Predict
a.
Bringing into being; causing to exist; producing; originative; as, an age productive of great men; a spirit productive of heroic achievements.
n.
A prediction.
n.
A reductive agent.
a.
Having the quality or power of producing; yielding or furnishing results; as, productive soil; productive enterprises; productive labor, that which increases the number or amount of products.
n.
A prediction; a vaticination.
a.
Foretelling; prophetic; foreboding.
a.
Fertile; fruitful; productive.
a.
Predictive.
a.
Yielding abundance; productive; fruitful.
n.
Prediction; prophecy.
a.
Prolific; productive.
a.
Causing existence; productive.
v. i.
Bearing Children; (Fig.) productive; fruitful.
a.
Producing, or able to produce, in large measure; fertile; profitable.
a.
Inventive; productive; capable.
a.
Fruitful; productive; profitable.
n.
The act of foretelling; also, that which is foretold; prophecy.