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48,453 grants matching “machine learning”
3D Multiscale Biomolecular Human Reference Atlas Construction, Visualization and Usage [4 of 5]
$1,827,384Katy Borner · Trustees Of Indiana University · OT2 · FY2022 · OD
Algebraic Formulations for Characterizing Structural Brain Connectivity Changes and Pathology Transmission Networks in Preclinical Alzheimer's Disease
$1,826,486Vikas Singh · University Of Wisconsin-Madison · RF1 · FY2019 · AG
Johns Hopkins Prevention Epicenter: Transdisciplinary Research Approaches to Prevent Healthcare Associated Infections and Antibiotic Resistance (TRAP HAI & AR)
$1,824,752Sara Elizabeth Cosgrove · Johns Hopkins University · U54 · FY2022 · CK
UAB Center for Precision Animal Modeling (CPAM)
$1,824,725Bradley K. Yoder · University Of Alabama At Birmingham · U54 · FY2025 · OD
IMPROVING DIAGNOSIS AND CLINICAL MANAGEMENT OF FAMILIAL HYPERCHOLESTEROLEMIA THROUGH INTEGRATED MACHINE LEARNING, IMPLEMENTATION SCIENCE, AND BEHAVIORAL ECONOMICS
$1,821,921Trustees Of The University Of Pennsylvania, The · · FY2021 · Defense Health Agency
Biological and Information Processing Mechanisms Underlying Autism
$1,821,700Nancy J Minshew · University Of Pittsburgh At Pittsburgh · P50 · FY2011 · HD
Cancer immunotherapy
$1,821,388Eytan Ruppin · Division Of Basic Sciences - Nci · ZIA · FY2023 · CA
Institute for Data, Econometrics, Algorithms and Learning (IDEAL)
$1,820,750Avrim Blum · Toyota Technological Institute At Chicago · · FY2022 · ENG
Role of microbiome in cancer and inflammation
$1,819,292Giorgio Trinchieri · Division Of Basic Sciences - Nci · ZIA · FY2025 · CA
eLwazi Open Science Data Platform for Africa
$1,817,957Nicola Mulder · University Of Cape Town · U2C · FY2021 · EB
WE PROPOSE TO EXTEND AND ENHANCE AN EXISTING EARTH SYSTEM DATA RECORD (ESDR) QUANTIFYING DAILY LANDSCAPE FREEZE/THAW (FT) STATE DYNAMICS OVER ALL GLOBAL LAND AREAS WHERE SEASONAL FROZEN TEMPERATURES ARE A SIGNIFICANT CONSTRAINT TO TERRESTRIAL WATER ENERGY AND CARBON CYCLE PROCESSES. THE FREEZE/THAW ESDR (FT-ESDR) CAPTURES DYNAMIC SPATIAL AND TEMPORAL TRENDS IN FROZEN TEMPERATURE CONSTRAINTS TO SURFACE WATER MOBILITY AND ECOSYSTEM PROCESSES IN RESPONSE TO RECENT CLIMATE CHANGE. FT-ESDR CONTINUITY AND ENHANCEMENTS WILL PROVIDE A CONTINUOUS GLOBAL DATA RECORD SPANNING MORE THAN 40 YEARS AND REPRESENTING ONE OF THE LONGEST SATELLITE ENVIRONMENTAL DATA RECORDS IN EXISTENCE WHILE PROVIDING FINER RESOLUTION AND INCREASED SCIENCE UTILITY OVER THE CURRENT BASELINE. THE PROPOSED ACTIVITIES ARE THE LOGICAL EXTENSION OF AN EXPIRING MEASURES ACTIVITY (KIMBALL PI) AND BUILD ON A SUCCESSFUL FT-ESDR DEVELOPED FROM SIMILAR OVERLAPPING SATELLITE MICROWAVE BRIGHTNESS TEMPERATURE (TB) RECORDS FROM SMMR SSMI SSMIS AMSR-E AND AMSR2 SENSORS. THE FT-ESDR PROVIDES CONSISTENT AND PRECISE (>80% MEAN SPATIAL CLASSIFICATION ACCURACY) DAILY (AM AND PM) CLASSIFICATION OF THE PREDOMINANT FROZEN AND NON-FROZEN STATUS OF THE LANDSCAPE FOR BOTH GLOBAL AND NORTHERN POLAR GRID DOMAINS WITH RESPECTIVE 25-KM AND 6-KM GRIDDING AND DETAILED METADATA DESCRIBING PRODUCT QUALITY. THE FT-ESDR HAS BENEFITTED FROM 4 MAJOR REPROCESSING EPOCHS INCORPORATING PRODUCT AND ALGORITHM REFINEMENTS AND LESSONS LEARNED FROM EARLY ADOPTER AND SCIENCE APPLICATION USERS. PRODUCT SUCCESSES INCLUDE MORE THAN 120 PEER-REVIEWED SCIENTIFIC PUBLICATIONS INVOLVING THE DATA; INCORPORATION OF A FT-ESDR DERIVED CLIMATE INDICATOR FOR THE NATIONAL CLIMATE ASSESSMENT; AND INFORMING DEVELOPMENT OF AN OPERATIONAL FT PRODUCT FOR THE NASA SMAP MISSION. WE PROPOSE TO BUILD ON THIS SUCCESS BY EXTENDING THE DATA RECORD USING CONTINUING TB OBSERVATIONS FROM SSMI AND AMSR2 WHILE DOCUMENTING PRODUCT ACCURACY IN RELATION TO GLOBAL WEATHER STATION OBSERVATIONS OTHER SATELLITE RECORDS AND LAND SURFACE MODELS. WE WILL EVALUATE POTENTIAL FT-ESDR ENHANCEMENTS INCLUDING PRODUCTION OF BOTH NORTHERN AND SOUTHERN POLAR GRID FT RECORDS DERIVED FROM AMSR-E AND AMSR2 THAT PROVIDE UP TO EIGHT-FOLD SPATIAL ENHANCEMENT OVER THE GLOBAL BASELINE. WE WILL INCORPORATE RECENT ALGORITHM ADVANCES USING MACHINE LEARNING PHYSICS BASED INTERPOLATION AND DATA FUSION TECHNIQUES FOR DERIVING CONTINUOUS PROBABILISTIC DAILY FT RETRIEVALS WITH ENHANCED RESOLUTION AND PERFORMANCE. WE WILL TEST A SIMILAR APPROACH COMBINING AMSR2 AND SMAP TB RECORDS FOR PROBABILISTIC CLASSIFICATION OF DAILY SURFACE SOIL FT DYNAMICS OVER THE NORTHERN POLAR (=45N) DOMAIN; WE WILL EXPLOIT AND DOCUMENT THE VALUE OF SMAP L-BAND TB OBSERVATIONS FOR DISTINGUISHING SOIL FT RELATIVE TO HIGHER FREQUENCY TB RETRIEVALS FROM AMSR2. THE FT-ESDR SERVES SEVERAL EARTH SCIENCE FOCUS AREAS AND USER COMMUNITIES INCLUDING WATER&ENERGY CYCLE CARBON CYCLE&ECOSYSTEMS AND CLIMATE VARIABILITY&CHANGE. THE CURRENT FT-ESDR (V4) IS PUBLICLY AVAILABLE IN A VARIETY OF FORMATS; RECENT USER METRICS INDICATE MORE THAN 13 000 DISTINCT USERS AND 6.7M PRODUCTS DELIVERED WHILE THE NUMBER OF USERS APPLICATIONS AND PUBLICATIONS FROM THESE DATA CONTINUE TO GROW. THE PROPOSED FT-ESDR ACTIVITIES ARE RESPONSIVE TO THE EVOLVING NEEDS OF THE USER COMMUNITY AND WILL INCREASE PRODUCT SCIENCE VALUE AND APPLICATIONS. THE FT VARIABLE WAS SELECTED WITH SOIL MOISTURE AS ONE OF FOUR RECOMMENDED HIGH PRIORITY OBSERVATIONS/MISSIONS FOR THE NEXT DECADE TO BE IMPLEMENTED BY NASA AS DIRECTED BY THE NRC DECADAL SURVEY. THE PROPOSED ACTIVITIES WILL BENEFIT THE SMAP MISSION BY SUPPORTING ONGOING REFINEMENTS TO THE L3FT OPERATIONAL PRODUCT AND BY DOCUMENTING THE VALUE OF L-BAND TB RETRIEVALS FOR SOIL FT. THESE ACTIVITIES WILL PROVIDE A BENCHMARK FOR ASSESSING THE PERFORMANCE AND SIGNIFICANCE OF THE SMAP FT RECORD FOR MEETING MISSION OBJECTIVES.
$1,813,751University Of Montana · · FY2020 · National Aeronautics and Space Administration
Retinal Circuit Development & Genetics
$1,811,467Tudor Badea · National Eye Institute · ZIA · FY2017 · EY
Collaborative Research: Frameworks: Interoperable High-Performance Classical, Machine Learning and Quantum Free Energy Methods in AMBER
$1,811,050Kenneth M Merz · Cleveland Clinic Foundation · · FY2024 · CSE
The Neurobiology of Social Decision-Making: Social Inference and Context
$1,809,622Ralph Adolphs · California Institute Of Technology · P50 · FY2017 · MH
Computational and Experimental Resources for Virome Analysis in Inflammatory Bowel Disease (CERVAID)
$1,809,005David Wang · Washington University · RC2 · FY2021 · DK
EDAC: ENCODE Data Analysis Center
$1,808,211Ewan Birney · European Molecular Biology Laboratory · U01 · FY2011 · HG
Improved AD/ADRD Assessment Sensitivities Using a Novel In-Situ Sensor System
$1,807,912John E Fitch · Birkeland Current Llc · R44 · FY2021 · AG
Systems Biology Approach to Redefine Susceptibility Testing and Treatment of MDR Pathogens in the Context of Host Immunity
$1,806,219Bernhard O Palsson · University Of California, San Diego · U01 · FY2020 · AI
CARDIA Year 35 Brain MRI Renewal
$1,803,300R N Bryan · University Of Pennsylvania · R01 · FY2019 · AG
Unit on Neurons, Circuits and Behavior
$1,800,370Arash Afraz · National Institute Of Mental Health · ZIA · FY2022 · MH
DMREF: Machine Learning Accelerated Design and Discovery of Rare-earth Phosphates as Next Generation Environmental Barrier Coatings
$1,800,000Jie Lian · Rensselaer Polytechnic Institute · · FY2021 · MPS
CCI Phase I: NSF Center for Sustainable Photoredox Catalysis (SuPRCat)
$1,800,000Garret M Miyake · Colorado State University · · FY2023 · MPS
ITR: Research on the Profiling Problem in Cybersecurity and Anti-Terrorism
$1,800,000Peter P Chen · Louisiana State University · · FY2003 · CSE
CCI Phase I: NSF Center for Computer Assisted Synthesis
$1,800,000Olaf G Wiest · University Of Notre Dame · · FY2019 · MPS
CCRI: NEW: CLASSNET: Community Labeling and Sharing of Security and Networking Test datasets
$1,800,000Jelena Mirkovic · University Of Southern California · · FY2021 · CSE