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48,453 grants matching “machine learning”
Sociocultural & biobehavioral influences on pain expression and assessment
$765,808Lauren Atlas · National Center For Complementary & Integrative Health · ZIA · FY2025 · AT
Cyberlearning: Detecting and Predicting Procrastination in Online and Social Learning
$765,766Reza Feyzi Behnagh · Suny At Albany · · FY2019 · CSE
Modeling Core
$765,744Nitin S Baliga · Seattle Biomedical Research Institute · U19 · FY2015 · AI
Mapping Mechanosensory Circuits from the Bladder to Barrington's Nucleus
$765,701Anne ("hanneke") Verstegen · Beth Israel Deaconess Medical Center · R01 · FY2025 · DK
Collaborative Research: DMREF: Rheostructurally-informed Neural Networks for geopolymer material design
$765,688Safa Jamali · Northeastern University · · FY2021 · ENG
Temperamental emotionality in preschoolers and depression risk
$765,672Daniel N Klein · State University New York Stony Brook · R01 · FY2019 · MH
Neurobehavioral mechanisms of parent-child extinction learning in adolescent PTSD
$765,655Ryan J Herringa · University Of Wisconsin-Madison · R01 · FY2021 · MH
WE PROPOSE TO DEVELOP IMPLEMENT AND MAINTAIN A CLOUD-BASED OPEN-SOURCE SOFTWARE SYSTEM CAPABLE OF PRODUCING THE PARAMETERS NEEDED BY NASA FOR THE OFFICIAL DISCHARGE PRODUCT FOR EVERY RIVER IN THE SWOT RIVER DATABASE (SWORD). WE NAME THIS SYSTEM CONFLUENCE AS IT REPRESENTS A MERGING OF A DECADE OF PREVIOUS THEORETICAL WORK SWOT DATA SCIENCE TEAM (ST) PRODUCTS AND AN ST COMMUNITY APPROACH TO ESTIMATING DISCHARGE. CONFLUENCE WILL DEPLOY FIVE MASS CONSERVED FLOW LAW INVERSION (MCFLI) DISCHARGE ALGORITHMS DEVELOPED BY THE PREVIOUS ST AT THE GLOBAL SCALE. WE WILL ADD NUMEROUS AND NECESSARY NOVEL DIAGNOSTICS PRE- AND POST- MCFLI COMBINE MCFLI ALGORITHMS INTO A CONSENSUS PRODUCT INCLUDE EVALUATION MODULES AND PROVIDE DISCHARGE PARAMETERS TO THE ST AND TO NASA. WE ANTICIPATE ADDITIONAL INPUTS OF PRIOR DATA FROM OTHER ST MEMBERS THAT WILL IMPROVE OUR DISCHARGE ESTIMATES AND THUS THE DISCHARGE PRODUCT. OUR DISCHARGE OUTPUT WILL ALSO BE READILY AVAILABLE TO THE ST AS INPUTS FOR OTHER PROJECTS SEEKING TO MERGE SWOT DISCHARGE WITH MODELS. IN SUM WE ARE SEEKING TO PROVIDE THE COMPUTATIONAL BACKBONE OF SWOT DISCHARGE FOR JPL AND THE ENTIRE ST CONSISTENT WITH THE CALL FOR EXACTLY SUCH PROPOSALS. CREATING OUR PROPOSED SYSTEM IS A SUBSTANTIAL UNDERTAKING AND IN ORDER TO FULLY DEVELOP AND DISTRIBUTE ANY PROPOSED DATA PRODUCTS USING PROPOSED RESOURCES WE BELIEVE THAT DEVELOPING TESTING AND DISTRIBUTING A GLOBAL DISCHARGE PRODUCT WILL OCCUPY THE ENTIRETY OF THE PRE-LAUNCH PERIOD AND REQUIRE A SUBSTANTIAL PERCENTAGE OF TOTAL PROPOSED RESOURCES LEAVING LITTLE TIME PRE-LAUNCH FOR THE SCIENCE OF DISCHARGE. THIS IS GROUNDED IN OUR EXPERIENCE DEVELOPING A WORKING PROTOTYPE OF CONFLUENCE OVER THE PAST CALENDAR YEAR. WE WILL THUS PARTNER WITH AN ST PROPOSAL SUBMITTED BY MICHAEL DURAND OF THE OHIO STATE UNIVERSITY WHO (IF FUNDED) WILL DEVELOP A SELECT FEW NOVEL CONFLUENCE MODULES AND LEAD DISCHARGE EVALUATION PRE- AND POST-LAUNCH TASKS BEYOND AVAILABLE RESOURCES FOR THIS PROPOSAL. ALSO FOLLOWING OUR PROTOTYPE EXPERIENCE WE WILL HIRE A DEDICATED SOFTWARE ENGINEER FOR THIS PRE-LAUNCH PERIOD TO PROFESSIONALLY DEVELOP THE SOFTWARE ON TIME AND ON BUDGET. THE SOFTWARE ENGINEER WILL ALSO OPTIMIZE EXISTING MCFLI ALGORITHMS HOPEFULLY LEADING TO LARGE GAINS IN COMPUTING SPEED. POST-LAUNCH (AND POST-SOFTWARE DEVELOPMENT) WE ARE MOTIVATED BY A DRIVING SCIENCE QUESTION: WHAT IS THE BEST WAY TO COMBINE PRIOR DATABASES AND SWOT OBSERVATIONS TO ESTIMATE GLOBAL RIVER DISCHARGE? THE COMPUTER ENGINEERING PERSONNEL HEREIN ARE EXPERTS IN MACHINE LEARNING AND BIG DATA FOR INFRASTRUCTURE AND ENVIRONMENTAL SYSTEMS. CONFLUENCE WILL HAVE ACCESS TO ALL GLOBAL SWOT DATA A RICH DATABASE OF PRIOR INFORMATION FROM THE ST AND NUMEROUS DISCHARGE ESTIMATES FROM DIFFERENT PHYSICAL INVERSION PLATFORMS: AN UNPRECEDENTED VOLUME OF DATA. THUS OUR COMPUTER ENGINEERING EXPERTISE WILL BE BROUGHT TO BEAR TO ASSESS WHETHER THE WEALTH OF GLOBAL SWOT DATA COLLATED IN CONFLUENCE COULD MORE EFFECTIVELY ESTIMATE DISCHARGE USING MACHINE LEARNING TECHNIQUES RATHER THAN WITH MCFLI AS ENVISIONED BY HYDROLOGISTS DURING THE PAST DECADE OF SWOT THEORY WORK BY THE ST. WE ULTIMATELY PROPOSE TO BE THE FINAL STOP FOR ALL INFORMATION NEEDED TO PRODUCE DISCHARGE AT THE GLOBAL SCALE. WE HOPE TO PROVIDE A PLATFORM TO AMALGAMATE ALL ST DISCHARGE KNOWLEDGE AND INSIGHT INTO AN EFFICIENT OPEN SOURCE AND COMPREHENSIVE SOFTWARE PLATFORM. HAVING THIS SINGLE SOFTWARE SYSTEM WILL PREVENT REDUNDANCIES IMPROVE EFFICIENCY AND ENSURE THE BEST DISCHARGE PRODUCT POSSIBLE IS DELIVERED ON TIME TO NASA AND THE PUBLIC. OUR OPEN SOURCE AND CONTAINERIZED SOFTWARE CAN RUN ON ANY OPERATING SYSTEM CLUSTER OR CLOUD AND THUS INDIVIDUAL ST MEMBERS NASA AND THE PUBLIC CAN PURSUE THEIR OWN DISCHARGE GOALS ON THEIR OWN TERMS WHILE WE AT THE SAME TIME DELIVER ON MISSION DISCHARGE REQUIREMENTS AT THE GLOBAL SCALE.
$765,619University Of Massachusetts · · FY2020 · National Aeronautics and Space Administration
âOverlapping and Discrete Pathways Through Which Prenatal Isolation and Uncertainty Stress Impact Maternal Mental Health and Child Neurodevelopment
$765,608Moriah E Thomason · New York University School Of Medicine · R01 · FY2022 · MH
Social Isolation and Discrimination as Stressors Influencing Brain-Gut Microbiome Alterations among Filipino and Mexican American
$765,523Arpana Church · University Of California Los Angeles · R01 · FY2024 · MD
Social Isolation and Discrimination as Stressors Influencing Brain-Gut Microbiome Alterations among Filipino and Mexican American
$765,523Arpana Church · University Of California Los Angeles · R01 · FY2023 · MD
Administrative Core
$765,491Gregory E Simon · Kaiser Foundation Research Institute · U19 · FY2023 · MH
CPS: Synergy: Collaborative Research: Cyber-Physical Approaches to Advanced Manufacturing Security
$765,247Jaime A Camelio · Virginia Polytechnic Institute And State University · · FY2015 · CSE
Precision mapping of individualized executive networks in youth
$765,247Damien A Fair · University Of Minnesota · R37 · FY2024 · MH
A smartphone-enabled point of care HCV Ag diagnostics to reduce HCV-related health disparities
$765,156Hadi Shafiee · Brigham And Women'S Hospital · R01 · FY2024 · EB
Mathematical Model-Based Optimization of CRT Response in Ischemia
$765,101Ghassan S Kassab · California Medical Innovations Institute · R01 · FY2024 · HL
ABCD-USA Consortium:Research Project
$765,100Duncan B. Clark · University Of Pittsburgh At Pittsburgh · U01 · FY2017 · DA
Leveraging a Natural Experiment to Estimate the Effects of School Racial Segregation on Cardiovascular Risk Factors among Youth and Young Adults
$765,038Rita Hamad · University Of California, San Francisco · R01 · FY2022 · HL
Mitochondrial regulation of stress reactivity in humans
$764,882Martin Picard · Columbia University Health Sciences · R01 · FY2021 · MH
The Development and Neural Bases of Emotion Processing
$764,840Charles Alexander Nelson · Boston Children'S Hospital · R01 · FY2015 · MH
Dissecting the Etiology of The Lewy Body Dementias
$764,836Steven M Finkbeiner · J. David Gladstone Institutes · R01 · FY2025 · NS
The Role Of Nrf2 In Susceptibility To Hyperoxic Lung Injury
$764,809Steven R Kleeberger · National Institute Of Environmental Health Sciences · ZIA · FY2021 · ES
Multimodal Approaches to Neurobiology of Traumatic Dissociation
$764,791Milissa L Kaufman · Mclean Hospital · R01 · FY2023 · MH
Impaired Vasoreactivity, Sleep Degradation, and Impaired Clearance in the APOE4 Brain
$764,728Elizabeth A Proctor · Pennsylvania State Univ Hershey Med Ctr · R01 · FY2023 · AG
MACHINE LEARNING FOR MULTIPACTOR PREDICTION AND MODELING IN ACCELERATOR APPLICATIONS
$764,651Regents Of The University Of Michigan · · FY2025 · Department of Energy