Research output per year
Research output per year
Personal profile
Research interests
Developing mathematical theory for machine learning and dynamical systems. Special emphasis on functional analysis techniques with applications in Earth sciences.
Education/Academic qualification
Mathematics, PHD, University of Nebraska
Award Date: May 1 2019
Mathematics and Physics, BS, California State University
Award Date: May 1 2012
Fingerprint
Dive into the research topics where Derek Freeman DeSantis, is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
- 1 Similar Profiles
Research output
- 4 Article
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Factorization of Binary Matrices: Rank Relations, Uniqueness and Model Selection of Boolean Decomposition
Desantis, D., Skau, E., Truong, D. P. & Alexandrov, B., Jul 30 2022, In: ACM Transactions on Knowledge Discovery from Data. 16, 6, 112.Research output: Contribution to journal › Article › peer-review
Open Access3 Scopus citations -
Nonnegative canonical tensor decomposition with linear constraints: nnCANDELINC
Alexandrov, B., DeSantis, D. F., Manzini, G. & Skau, E. W., Dec 2022, In: Numerical Linear Algebra with Applications. 29, 6, e2443.Research output: Contribution to journal › Article › peer-review
Open Access1 Scopus citations -
Boolean Matrix Factorization via Nonnegative Auxiliary Optimization
Truong, D. P., Skau, E., Desantis, D. & Alexandrov, B., 2021, In: IEEE Access. 9, p. 117169-117177 9 p., 9521203.Research output: Contribution to journal › Article › peer-review
Open Access3 Scopus citations -
Coarse-grain cluster analysis of tensors with application to climate biome identification
DeSantis, D., Wolfram, P. J., Bennett, K. & Alexandrov, B., Oct 22 2020, In: Machine Learning: Science and Technology. 1, 4, 045020.Research output: Contribution to journal › Article › peer-review
Open Access1 Scopus citations
Projects
- 3 Finished
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Center for Space and Earth Science (CSES): Foundational Research in Space and Earth Science
Danielson, L. R., Sevanto, S. A., Abolt, C. J., Ahmmed, B., Aiken, A. C., Bartlow, A. W., Bennett, K. E., Brown, M. J., Collins, A. D., Conroy, N. A., Dichosa, A. E. K., Dickman, L. T., Edelmann, P. V. F., Fair, J. M., Feeser, K. L., Fiorella, R. P., Ganguly, K., Glaros, T. G., Hanschen, E. R., Holmes, J. C., Hovde, B., Jonko, A., Larmat, C., Linn, R. R., McDanold, J. S., Mehana, M. Z. S., Neil, C. W., Ortiz, J. P., Rougier, E., Rowe, C. A., Schwenk, J. P., Solander, K. C., Starkenburg, S. R., Stauffer, P. H., Velappan, N., Xu, C., Zhang, Y., Huang, X., Thaler, E. A., Bilek, S., Boldyrev, S., Burrows, A., Chakraborty, S., Chiber, R., Cotrufo, F., Cuesta, M., Dinwiddie, D., Domman, D., Drown, D., Duboc, N., Dzieciuch, M., Egedal, J., Giani, P., Guo, X., Gysi, A., Haan, T., Hanson, D., Hanson, D., Hardgrove, C., Hariharan, J., Hicks, J., Isella, A., Jiang, W., Karatekin, O., Knights, D., Lader, R., Lai, D., Langley, A., Lewis, K., Li, W., Liu, J., Malik, N., Matthaeus, B., Mosta, P., Munro, P., Munsky, B., Pecora, F., Rajaram, H., Raychaudhuri, D., Robinson, D., Rolland, L., Roytershteyn, V., Roytershteyn, V., Seitz, T., Shkoller, S., Sonnenfeld, R., Steadman, C., Suazo, D., Toigo, A., Vargas, R., Worcester, P., Yang, L., Yang, Y., Yedinak, K., Alcorn, C. D., Alexandrov, B., Asay-Davis, X. S., Aulwes, R. T., Balkey, S. L., Barthel, A. M., Begeman, C. B., Boukhalfa, H., Caldwell, W. K., Canfield, J. M., Carter, K. R., Conry, P. T., Coupland, D. D. S., Daughton, W. S., De, S., Delzanno, G. L., Dempsey, A. M., Donahue, C. M., Duboc, N., Elliott, S. M., Essunfeld, A., Falato, M. J., Freeman, M. S., Friedel, R. H. W., Froment, M., Fryer, C. L., Gao, K., Goldberg, E. E., Greess, S. M., Guo, F., Guzik, J. A., Harp, D. R., Hecht, M. W., Huang, C., Hunke, E. C., Karpov, P., Karra, S., Kilian, P. F. H., Kim, D., King, B. L., Koo, E., Korobkin, O., Koshkarov, O., Kroeger, M. E., Larsen, B. A., Lee, Y., Lee, J. E., Legett, C., Legett, S. A., Lei, Z., Li, H., Li, Z., Li, S., Li, M., Lin, Y., Lippuner, J., Maier, N. T., Maldonado, C. A., Mariam, F. G., Mendis Jayasinghe, A., Mesick, K. E., Migdissov, A., Misch, G. W., Mumpower, M. R., Negi, S., Nisbet, H. D., Noh, S. J., Nowicki, S. F., Ollila, A. M., Perez, D. M., Perkins, G. B., Pilania, G., Piliouras, A., Pinilla-Orjuela, M. I., Poulson, D. C., Quinn, H. M., Ren, C. X., Renner, C. J., Resendiz Lira, P. A., Roberts, P. M., Rodarte, K. A., Rowland, J. C., Sadler, J. D., Sagert, I., Salvesen, G. M., Shin, T. H. S., Singer Kruse, C. P., Sprouse, T. M., Sudasinghe, N. M., Svyatsky, D., Thomas, L. N., Turonova, Z., Van Roekel, L., Vesselinov, V. V., Voit, S. J., Wang, T., Wender, S. A., Wiens, R. C., Wilson, G. R., Xu, H., Zhang, X., Chase, E. A., Shin, S., Banesh, D., Broll, J. M., Bujack, R. B., DeSantis, D. F., Dolgopolova, E., Engel, M. A., Gasda, P. J., Jordanova, V. K., Kunde, Y. A., Miller, J. M., Morley, S. K., Reinisch, E. C., Shao, X., Kondev, F., Maulik, R., Feng, S., Hollingsworth, J. A., Kim, M. & Jackiewicz, J.
10/1/20 → 09/30/23
Project: Other
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Machine Learning Enhanced Modeling
Kannan, R., Kazi, S. R., Batista, E. R., Hengartner, N. W., Chertkov, M., Chertkov, M., Nunes, F., Roitberg, A., Weichter, A., Craven, G. T., Lovell, A. E., Metivier, D. M. R., Srinivasan, S., Weisser, T., Yang, H., Zhou, G., Harmon, J. J., Kerdreux, T., Li, W., Malone, W. F., Matin, S., Rupe, A. T., Tian, Y., Wimmer, G. A., DeSantis, D. F. & Mohan, A. T.
10/1/19 → 09/30/22
Project: Other
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Tensor Networks: Robust Unsupervised Machine Learning for Big-Data Analytics
Ahrens, J. P., Fessenden, J. E., O'Malley, D., Alexandrov, B., Rasmussen, K. O., Alexandrov, L., Bel, G., JOY, R. J., NICHOLAS, C., Petsev, D., RAFF, E., Robeva, E., Shehu, A., Stanev, V., Usheva, A., Valtchinov, V., Chennupati, G., Gnanakaran, S., MacCarthy, J. K., Manzini, G., Nebgen, B. T., Patchett, J. M., Skau, E. W., Triplett, L. A., Vesselinov, V. V., Bhattarai, M., Francis, M. F., Vangara, R., DeSantis, D. F. & Truong, D. P.
10/1/18 → 09/30/21
Project: Other
Prizes
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Bronze Medal Special Recognition: Market Disruptor – Services
Ahmmed, Bulbul (Recipient), Ahrens, James Paul (Recipient), Alexandrov, Boian (Recipient), Bhattarai, Manish (Recipient), Chennupati, Gopinath (Recipient), DeSantis, Derek Freeman (Recipient), Djidjev, Hristo Nikolov (Recipient), Eren, Maksim Ekin (Recipient), Kharat, Namita Shahu (Recipient), Livingston, Daniel Reece (Recipient), Mudunuru, Maruti Kumar (Recipient), Nebgen, Benjamin Tyler (Recipient), O'Malley, Daniel (Recipient), Patchett, John M (Recipient), Pelofske, Elijah Autumn Rain (Recipient), Prasad, Lakshman (Recipient), Pulido Jr, Jesus (Recipient), Rasmussen, Kim Orskov (Recipient), Rupe, Adam Thomas (Recipient), Skau, Erik West (Recipient), Sybrandt, Justin George (Recipient), Talsma, Carl James (Recipient), Truong, Duc P (Recipient), Vangara, Raviteja (Recipient), Vesselinov, Velimir Valentinov (Recipient) & Vesselinova, Neda (Recipient), 2021
Prize: Award
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R&D 100 Award
Ahmmed, Bulbul (Recipient), Ahrens, James Paul (Recipient), Alexandrov, Boian (Recipient), Bhattarai, Manish (Recipient), Chennupati, Gopinath (Recipient), DeSantis, Derek Freeman (Recipient), Djidjev, Hristo Nikolov (Recipient), Eren, Maksim Ekin (Recipient), Kharat, Namita Shahu (Recipient), Livingston, Daniel Reece (Recipient), Mudunuru, Maruti Kumar (Recipient), Nebgen, Benjamin Tyler (Recipient), O'Malley, Daniel (Recipient), Patchett, John M (Recipient), Pelofske, Elijah Autumn Rain (Recipient), Prasad, Lakshman (Recipient), Pulido Jr, Jesus (Recipient), Rasmussen, Kim Orskov (Recipient), Rupe, Adam Thomas (Recipient), Skau, Erik West (Recipient), Sybrandt, Justin George (Recipient), Talsma, Carl James (Recipient), Truong, Duc P (Recipient), Vangara, Raviteja (Recipient), Vesselinov, Velimir Valentinov (Recipient) & Vesselinova, Neda (Recipient), 2021
Prize: Award