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48,453 grants matching “machine learning”
Machine Learning and Exosome Derived Biomarkers of Obstructive Sleep Apnea Induced Hypertension
$676,935Bharati Prasad · University Of Illinois At Chicago · R56 · FY2022 · HL
Predictors and Biomarkers for VCID versus Cognitive Recovery after Stroke Thrombectomy in Rural Appalachia
$676,894Jordan Patrick Harp · University Of Kentucky · R01 · FY2023 · NS
From GWAS loci to blood pressure genes, variants & mechanisms
$676,888Aravinda Chakravarti · New York University School Of Medicine · R01 · FY2018 · HL
Rethinking Electronic Fetal Monitoring to Improve Perinatal Outcomes and Reduce Frequency of Operative Vaginal and Cesarean Deliveries
$676,787Petar M Djuric · State University New York Stony Brook · R01 · FY2020 · HD
Rethinking Electronic Fetal Monitoring to Improve Perinatal Outcomes and Reduce Frequency of Operative Vaginal and Cesarean Deliveries
$676,787J Gerald Quirk · State University New York Stony Brook · R01 · FY2019 · HD
From Manic Symptoms to Bipolar Disorder: Neural-behavioral Markers Using Two Analytic Models
$676,763Rasim Somer Diler · University Of Pittsburgh At Pittsburgh · R01 · FY2023 · MH
Motion-Resolved, Comprehensive Quantitative Tissue Characterization Using MR Multitasking
$676,760Debiao Li · Cedars-Sinai Medical Center · R01 · FY2019 · EB
DOCKET: accelerating knowledge extraction from biomedical data sets
$676,757Gwãnlyn Glusman · Institute For Systems Biology · OT2 · FY2021 · TR
Training in Bioinformatics and Integrative Genomics
$676,692Peter Park · Harvard Medical School · T32 · FY2025 · HG
Thought disorder and social cognition in clinical risk states for schizophrenia
$676,659Cheryl Mary Corcoran · Icahn School Of Medicine At Mount Sinai · R01 · FY2019 · MH
Thought disorder and social cognition in clinical risk states for schizophrenia
$676,651Cheryl Mary Corcoran · Icahn School Of Medicine At Mount Sinai · R01 · FY2020 · MH
Advancing telemedicine in pulmonology: acoustic-waveform respiratory evaluation (AWARE) via sensing and machine learning on smartphones
$676,586Erick Forno · Indiana University Indianapolis · R01 · FY2024 · HL
GROWERS OF PERENNIAL FRUITS (E.G. GRAPES, APPLES, OR CHERRIES) OFTEN USE VARIOUS TECHNIQUES TO ESTIMATE PLANT WATER DEMAND WITH THE INTENT OF TRANSLATING THE DATA INTO PROPER IRRIGATION SCHEDULING (I.E. TIME AND VOLUME OF WATER TO BE APPLIED). THESE TECHNIQUES INCLUDE MEASUREMENT OF PLANT WATER POTENTIAL, SOIL MOISTURE, AND CANOPY SPECTRAL INDICES. HOWEVER, THESE METHODS FOR ESTIMATING WATER STATUS ARE LIMITED BY LARGER UNCERTAINTY AND VARIABILITY OVER SPACE AND TIME. GROWERS, THEREFORE, OFTEN RELY ON THEIR JUDGMENT FOR IRRIGATION SCHEDULING DECISIONS, WHICH MAY LEAD TO INEFFICIENT WATER USE. THE LONG TERM GOAL OF THIS RESEARCH IS TO IMPROVE CROP QUALITY AND YIELD WITH MINIMAL WATER FOOTPRINT BY USING SMART IRRIGATION. TO ACHIEVE THIS GOAL, MULTI-SOURCE DATA (E.G. HYPERSPECTRAL IMAGES, SOIL MOISTURE AND CLIMATE DATA) WILL BE COLLECTED AND NOVEL BIG DATA ANALYTICS TECHNIQUES WILL BE USED TO INTEGRATE AND ANALYZE THOSE DATA, WHICH IS EXPECTED TO LEAD TO MORE RELIABLE ESTIMATION OF PLANTWATER REQUIREMENTS. THIS ACTIONABLE INFORMATION WILL THEN BE USED FOR REAL-TIME CONTROL OF A SMART, PRECISION IRRIGATION SYSTEM IN ACTUAL CROP FIELDS. THESE RESEARCH ACTIVITIES WILL CONTRIBUTE TO NIFA'S RESEARCH INTEREST IN NEW APPROACHES TO"EXTRACT ACTIONABLE INFORMATION" FROM LARGE AGRICULTURAL DATA.MAJOR FUNDAMENTAL CONTRIBUTION OF THE PROJECT WILL BE TO SCALE THE INTEGRATION OF MULTIPLE TYPES OF SPATIO-TEMPORAL DATA (OR D4, E.G. SENSOR IMAGES, WEATHER DATA, AND MOISTURE PROBE DATA STREAMS) WITH DATA FUSION AND MINING TOOLS, AND HUMAN-IN-THE-LOOP MACHINE LEARNING SYSTEMS THAT WILL THEN ALLOW FOR LARGE-SCALE, DATA-DRIVEN DECISIONS IN PRECISION IRRIGATION. THIS IS A KEY DEPARTURE FROM EXISTING IRRIGATION MANAGEMENT APPROACHES. AS CURRENT ESTIMATION TECHNIQUES FOR PLANT WATER STATUS SUFFER FROM WIDE VARIABILITY AND UNCERTAINTY, POINT MEASUREMENTS CANNOT BE RELATED TO PLANT WATER DEMAND WITH A DESIRED LEVEL OF CONFIDENCE. THIS STUDY WILL GENERATE EFFICIENT TECHNIQUES FOR KNOWLEDGE FUSION, CORRELATION, AND PATTERN RECOGNITION FROM DATASETS THAT ARE SPECIFICALLY OPTIMIZED FOR THE ANALYSIS OF PLANT WATER STRESS LEVELS. THIS TECHNIQUE ENABLES TRANSLATION OF COLLECTABLE DATA TO ACTIONABLE INFORMATION FOR GROWERS TO MAKE RELIABLE DECISIONS FOR IRRIGATION SCHEDULING.THE SUCCESSFUL COMPLETION OF THE PROJECT WILL LEAD TO OPTIMAL USE OF IRRIGATION WATER WHILE IMPROVING CROP YIELD AND QUALITY THUS MAKING A POSITIVE IMPACT IN REDUCING THE WASTEFUL CONSUMPTION OF NATURAL RESOURCES AND INCREASING ECONOMIC, SOCIAL, AND ENVIRONMENTAL SUSTAINABILITY OF RURAL AGRICULTURAL COMMUNITIES (WHERE MAJORITY OF FARMS ARE LOCATED). NOVEL BIG DATA ANALYTICS TOOLS FOR HUGE AGRICULTURAL DATA AND INTEGRATED CYBER PHYSICAL SYSTEM DEVELOPED IN THIS PROJECT WILL ALSO HAVE APPLICABILITY IN OTHER AREAS SUCH AS HEALTHCARE, TRANSPORTATION, DISASTER MANAGEMENT, AND ENERGY.
$676,513Washington State University · · FY2018 · National Institute of Food and Agriculture
Brain-Imaging Markers of Neurotoxicity and Long-Term Outcomes after CAR-T Cell Therapy
$676,469Ravi Bansal · Children'S Hospital Of Los Angeles · R01 · FY2024 · CA
Technology Core
$676,453Rebecca Rae Richards-Kortum · Rice University · U54 · FY2023 · EB
Clinical Validation of DystoniaNet Deep Learning Platform for Diagnosis of Isolated Dystonia
$676,261Kristina Simonyan · Massachusetts Eye And Ear Infirmary · R01 · FY2023 · NS
RI: Small: DaRE: Detection and Recognition of Euphemisms
$676,195Anna Feldman · Montclair State University · · FY2023 · CSE
HCC-Medium: Collaborative Research: Dynamic Support for Computer-Mediated Intercultural Communication
$676,043Susan Fussell · Cornell University · · FY2008 · CSE
A neurocomputational assay of gastrointestinal interoception in anorexia nervosa
$676,031Sahib Khalsa · Laureate Institute For Brain Research · R01 · FY2024 · MH
Uncertainty aware virtual treatment planning for peripheral pulmonary artery stenosis
$676,028Alison L Marsden · Stanford University · R01 · FY2024 · HL
Integrated radiomic and liquid biopsy monitoring in SWOG S1802: A phase 3 therapeutic trial for metastatic prostate cancer
$676,023Amir Goldkorn · University Of Southern California · R01 · FY2022 · CA
Integrated radiomic and liquid biopsy monitoring in SWOG S1802: A phase 3 therapeutic trial for metastatic prostate cancer
$676,022Amir Goldkorn · University Of Southern California · R01 · FY2023 · CA
ITR: Unapparent Information Revelation - Creation, Visualization and Mining of Concept Chain Graphs
$675,998Rohini K Srihari · Suny At Buffalo · · FY2003 · CSE
ENIGMA Parkinsonâs Initiative: A Global Initiative for Parkinsonâs Disease
$675,998Paul M Thompson · University Of Southern California · R01 · FY2021 · NS
The relationship of fecal microbiomes and nutritional status in CF
$675,943Lucas R. Hoffman · University Of Washington · R01 · FY2014 · DK