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    authors = "Cramer, Estee Y. and Huang, Yuxin and Wang, Yijin and Ray, Evan L. and Cornell, Matthew and Bracher, Johannes and Brennen, Andrea and Castro Rivadeneira, Alvaro J. and Gerding, Aaron and House, Katie and Jayawardena, Dasuni and Kanji, Abdul Hannan and Khandelwal, Ayush and Le, Khoa and Mody, Vidhi and Mody, Vrushti and Niemi, Jarad and Stark, Ariane and Shah, Apurv and Wattanachit, Nutcha and Zorn, Martha W. and Reich, Nicholas G. and Abu-Mostafa, Yaser S. and Bathwal, Rahil and Chang, Nicholas A. and Chitta, Pavan and Erickson, Anne and Goel, Sumit and Gowda, Jethin and Jin, Qixuan and Jo, HyeongChan and Kim, Juhyun and Kulkarni, Pranav and Lushtak, Samuel M. and Mann, Ethan and Popken, Max and Soohoo, Connor and Tirumala, Kushal and Tseng, Albert and Varadarajan, Vignesh and Vytheeswaran, Jagath and Wang, Christopher and Yeluri, Akshay and Yurk, Dominic and Zhang, Michael and Zlokapa, Alexander",
    title = "The United States COVID-19 Forecast Hub dataset",
    journal = "Scientific Data",
    publisher = "Nature Publishing Group",
    year = "2022",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20211105-194210514",
    id = "https://authors.library.caltech.eduhttps://authors.library.caltech.edu/records/ys28f-z5094",
    issn = "2052-4463",
    doi = "10.1038/s41597-022-01517-w",
    volume = "9",
    pmcid = "PMC8236414",
    pages = "Art. No. 462"
}


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    authors = "Yurk, Dominic and Abu-Mostafa, Yaser",
    title = "County-Specific, Real-Time Projection of the Effect of Business Closures on the COVID-19 Pandemic",
    year = "2021",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20210212-100829452",
    id = "https://authors.library.caltech.eduhttps://authors.library.caltech.edu/records/tehhm-n2q81",
    doi = "10.1101/2021.02.10.21251533"
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    authors = "González, Carlos R. and Abu-Mostafa, Yaser S.",
    title = "Mismatched Training and Test Distributions Can Outperform Matched Ones",
    journal = "Neural Computation",
    publisher = "MIT Press",
    year = "2015",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20141218-110007751",
    id = "https://authors.library.caltech.eduhttps://authors.library.caltech.edu/records/x442b-zwk70",
    issn = "0899-7667",
    doi = "10.1162/NECO\_a\_00697",
    volume = "27",
    number = "2",
    pages = "365-387"
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    authors = "Abu-Mostafa, Yaser S.",
    title = "Machines that Think for Themselves",
    journal = "Scientific American",
    publisher = "Scientific American",
    year = "2012",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20120627-141125402",
    id = "https://authors.library.caltech.eduhttps://authors.library.caltech.edu/records/ree7p-z3287",
    issn = "0036-8733",
    doi = "10.1038/scientificamerican0712-78",
    volume = "307",
    pages = "78-81"
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    authors = "Li, Ling and Abu-Mostafa, Yaser S.",
    title = "Data complexity in machine learning",
    publisher = "California Institute of Technology",
    year = "2006",
    url = "https://resolver.caltech.edu/CaltechCSTR:2006.004",
    id = "https://authors.library.caltech.eduhttps://authors.library.caltech.edu/records/ypj0s-xex59",
    doi = "10.7907/Z9319SW2"
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    authors = "Angelova, Anelia and Abu-Mostafa, Yaser S. and Perona, Pietro",
    title = "Conference on Computer Vision and Pattern Recognition (CVPR '05),San Diego, CA, 20-25 June 2005",
    chapter = "Pruning training sets for learning of object categories",
    address = "Piscataway, NJ",
    publisher = "IEEE",
    year = "2005",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:ANGcvpr05",
    id = "https://authors.library.caltech.eduhttps://authors.library.caltech.edu/records/5feec-dr959",
    isbn = "0-7695-2372-2",
    doi = "10.1109/CVPR.2005.283",
    pages = "494-501"
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    authors = "Li, Ling and Pratap, Amrit and Lin, Hsuan-Tien and Abu-Mostafa, Yaser S.",
    title = "Knowledge Discovery in Databases: PKDD 2005",
    chapter = "Improving Generalization by Data Categorization",
    address = "Berlin",
    publisher = "Springer",
    year = "2005",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20190702-142717858",
    id = "https://authors.library.caltech.eduhttps://authors.library.caltech.edu/records/4q0t9-sqp86",
    isbn = "978-3-540-29244-9",
    doi = "10.1007/11564126\_19",
    pages = "157-168"
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    authors = "Li, Ling and Martinoli, Alcherio and Abu-Mostafa, Yaser S.",
    title = "Learning and Measuring Specialization in Collaborative Swarm Systems",
    journal = "Adaptive Behavior",
    publisher = "SAGE Publications",
    year = "2004",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20190702-144335632",
    id = "https://authors.library.caltech.eduhttps://authors.library.caltech.edu/records/dbbv3-t8n54",
    issn = "1059-7123",
    doi = "10.1177/105971230401200306",
    volume = "12",
    number = "3-4",
    pages = "199-212"
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    authors = "Abu-Mostafa, Yaser and Song, Xubo and Nicholson, Alexander and Magdon-Ismail, Malik",
    title = "The Bin Model",
    publisher = "California Institute of Technology",
    year = "2004",
    url = "https://resolver.caltech.edu/CaltechCSTR:2004.002",
    id = "https://authors.library.caltech.eduhttps://authors.library.caltech.edu/records/n7j7x-tmq04",
    doi = "10.7907/Z9222RR7"
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    authors = "Magdon-Ismail, Malik and Atiya, Amir F. and Pratap, Amrit and Abu-Mostafa, Yaser S.",
    title = "On the Maximum Drawdown of a Brownian Motion",
    journal = "Journal of Applied Probability",
    publisher = "Applied Probability Trust",
    year = "2004",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20190702-143758047",
    id = "https://authors.library.caltech.eduhttps://authors.library.caltech.edu/records/nx99z-mnz54",
    issn = "0021-9002",
    doi = "10.1239/jap/1077134674",
    volume = "41",
    number = "1",
    pages = "147-161"
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    authors = "Magdon-Ismail, Malik and Atiya, Amir and Pratap, Amrit and Abu-Mostafa, Yaser",
    title = "IEEE International Conference on Computational Intelligence for Financial Engineering (CIFE '03)",
    chapter = "The maximum drawdown of the Brownian motion",
    address = "Piscataway, NJ",
    publisher = "IEEE",
    year = "2003",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:MAGcife03",
    id = "https://authors.library.caltech.eduhttps://authors.library.caltech.edu/records/2aprk-1ee98",
    isbn = "0780376544",
    doi = "10.1109/CIFER.2003.1196267",
    pages = "243-247"
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    authors = "Li, Ling and Abu-Mostafa, Yaser S. and Pratap, Amrit",
    title = "CGBoost: Conjugate Gradient in Function Space",
    publisher = "California Institute of Technology",
    year = "2003",
    url = "https://resolver.caltech.edu/CaltechCSTR:2003.007",
    id = "https://authors.library.caltech.eduhttps://authors.library.caltech.edu/records/yryfk-z8a36",
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    authors = "Li, Ling and Martinoli, Alcherio and Abu-Mostafa, Yaser S.",
    title = "Intelligent Data Engineering and Automated Learning - IDEAL 2002",
    chapter = "Emergent Specialization in Swarm Systems",
    address = "Berlin",
    publisher = "Springer",
    year = "2002",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20190702-150156265",
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    authors = "Magdon-Ismail, Malik and Chen, Hung-Ching and Abu-Mostafa, Yaser S.",
    title = "Intelligent Data Engineering and Automated Learning - IDEAL 2002",
    chapter = "The Multilevel Classification Problem and a Monotonicity Hint",
    address = "Berlin",
    publisher = "Springer",
    year = "2002",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20190702-152246968",
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    isbn = "9783540440253",
    doi = "10.1007/3-540-45675-9\_61",
    pages = "410-415"
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    authors = "Abu-Mostafa, Yaser S.",
    title = "Financial model calibration using consistency hints",
    journal = "IEEE Transactions on Neural Networks",
    publisher = "IEEE",
    year = "2001",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:ABUieeetnn01b",
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    issn = "1045-9227",
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    volume = "12",
    number = "4",
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    authors = "Abu-Mostafa, Yaser S. and Atiya, Amir F. and Magdon-Ismail, Malik and White, Halbert",
    title = "Introduction to the special issue on neural networks in financial engineering",
    journal = "IEEE Transactions on Neural Networks",
    publisher = "IEEE",
    year = "2001",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:ABUieeetnn01a",
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    issn = "1045-9227",
    doi = "10.1109/TNN.2001.935079",
    volume = "12",
    number = "4",
    pages = "653-656"
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    authors = "Al-Mashouq, Khalid and Abu-Mostafa, Yaser and Al-Ghoneim, Khaled",
    title = "Minimizing memory loss in learning a new environment",
    journal = "Neurocomputing",
    publisher = "Elsevier",
    year = "2001",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20190702-153115049",
    id = "https://authors.library.caltech.eduhttps://authors.library.caltech.edu/records/47ngp-06v03",
    issn = "0925-2312",
    doi = "10.1016/s0925-2312(01)00400-3",
    volume = "38-40",
    pages = "1051-1057"
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    authors = "Çataltepe, Zehra and Abu-Mostafa, Yaser S. and Magdon-Ismail, Malik",
    title = "No Free Lunch for Early Stopping",
    publisher = "California Institute of Technology",
    year = "2001",
    url = "https://resolver.caltech.edu/CaltechCSTR:1998.cs-tr-98-02",
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    authors = "Abu-Mostafa, Y. S. and McEliece, R. J.",
    title = "Maximal codeword lengths in Huffman codes",
    journal = "Computers and Mathematics with Applications",
    publisher = "Elsevier",
    year = "2000",
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    issn = "0898-1221",
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    volume = "39",
    number = "11",
    pages = "129-134"
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    title = "Advances in Neural Information Processing Systems 12 (NIPS 1999)",
    chapter = "Image Recognition in Context: Application to Microscopic Urinalysis",
    address = "Cambridge, MA",
    publisher = "MIT Press",
    year = "2000",
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    authors = "Çataltepe, Zehra and Abu-Mostafa, Yaser S. and Magdon-Ismail, Malik",
    title = "No Free Lunch for Early Stopping",
    journal = "Neural Computation",
    publisher = "MIT Press",
    year = "1999",
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    issn = "0899-7667",
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    volume = "11",
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    authors = "Magdon-Ismail, Malik and Nicholson, Alexander and Abu-Mostafa, Yaser S.",
    title = "Financial markets: very noisy information processing",
    journal = "Proceedings of the IEEE",
    publisher = "IEEE",
    year = "1998",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:MAGprocieee98",
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    issn = "0018-9219",
    doi = "10.1109/5.726786",
    volume = "86",
    number = "11",
    pages = "2184-2195"
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    authors = "Magdon-Ismail, Malik and Abu-Mostafa, Yaser S.",
    title = "Validation of volatility models",
    journal = "Journal of Forecasting",
    publisher = "Wiley",
    year = "1998",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20170408-150548267",
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    issn = "0277-6693",
    doi = "10.1002/(SICI)1099-131X(1998090)17:5/6<349::AID-FOR701>3.0.CO;2-X",
    volume = "17",
    number = "5-6",
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    authors = "Song, Xubo and Abu-Mostafa, Yaser and Sill, Joseph and Kasdan, Harvey",
    title = "Advances in Neural Information Processing Systems 10 (NIPS 1997)",
    chapter = "Incorporating Contextual Information in White Blood Cell Identification",
    address = "Cambrdige, MA",
    publisher = "MIT Press",
    year = "1998",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20160224-143921726",
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    title = "Advances in Neural Information Processing Systems 9 (NIPS 1996)",
    chapter = "Monotonicity Hints",
    address = "Cambridge, MA",
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    url = "https://resolver.caltech.edu/CaltechAUTHORS:20160223-161511946",
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    authors = "Sill, Joseph and Abu-Mostafa, Yaser",
    title = "Intelligent Methods in Signal Processing and Communications",
    chapter = "Monotonicity: Theory and Implementation",
    address = "Boston, MA",
    publisher = "Springer",
    year = "1997",
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    title = "Introduction to financial forecasting",
    journal = "Applied Intelligence",
    publisher = "Springer",
    year = "1996",
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    title = "Advances in Neural Information Processing Systems 7",
    chapter = "Financial Applications of Learning from Hints",
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    title = "Proceedings of 1993 International Joint Conference on Neural Networks",
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    url = "https://resolver.caltech.edu/CaltechAUTHORS:ABUijcnn93",
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    title = "Hints and the VC Dimension",
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    title = "Advances in Neural Information Processing Systems 5 (NIPS 1992)",
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    chapter = "Analog Neural Networks as Decoders",
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    year = "1990",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20160107-161548455",
    id = "https://authors.library.caltech.eduhttps://authors.library.caltech.edu/records/htz96-3nv21",
    isbn = "1-55860-100-7",
    pages = "590-595"
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@article{https://authors.library.caltech.eduhttps://authors.library.caltech.edu/records/me6t9-pfb15,
    authors = "Abu-Mostafa, Yaser S.",
    title = "Information theory, complexity and neural networks",
    journal = "IEEE Communications Magazine",
    publisher = "IEEE",
    year = "1989",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:ABUieeecm89",
    id = "https://authors.library.caltech.eduhttps://authors.library.caltech.edu/records/me6t9-pfb15",
    issn = "0163-6804",
    doi = "10.1109/35.41397",
    volume = "27",
    number = "11",
    pages = "25-28, 82"
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    authors = "Majani, E. and Erlanson, R. and Abu-Mostafa, Y.",
    title = "Advances in Neural Information Processing Systems 1 (NIPS 1988)",
    chapter = "On the K-Winners-Take-All Network",
    address = "San Mateo, CA",
    publisher = "Morgan Kaufmann",
    year = "1989",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20160107-160213913",
    id = "https://authors.library.caltech.eduhttps://authors.library.caltech.edu/records/6wj5t-rrn63",
    isbn = "1-558-60015-9",
    pages = "634-642"
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    authors = "Abu-Mostafa, Yaser S.",
    title = "The Vapnik-Chervonenkis Dimension: Information versus Complexity in Learning",
    journal = "Neural Computation",
    publisher = "MIT Press",
    year = "1989",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:ABUnc89",
    id = "https://authors.library.caltech.eduhttps://authors.library.caltech.edu/records/bz3m3-qjx13",
    issn = "0899-7667",
    doi = "10.1162/neco.1989.1.3.312",
    volume = "1",
    number = "3",
    pages = "312-317"
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    authors = "Olafsson, Sverrir and Abu-Mostafa, Yaser S.",
    title = "The capacity of multilevel threshold functions",
    journal = "IEEE Transactions on Pattern Analysis and Machine Intelligence",
    publisher = "IEEE",
    year = "1988",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:OLAieeetpami88",
    id = "https://authors.library.caltech.eduhttps://authors.library.caltech.edu/records/86mkv-00m71",
    issn = "0162-8828",
    doi = "10.1109/34.3890",
    volume = "10",
    number = "2",
    pages = "277-281"
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    authors = "Abu-Mostafa, Yaser S.",
    title = "Neural Information Processing Systems",
    chapter = "Connectivity Versus Entropy",
    address = "New York, NY",
    publisher = "American Institute of Physics",
    year = "1988",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20160107-155110636",
    id = "https://authors.library.caltech.eduhttps://authors.library.caltech.edu/records/ca7c6-x5f57",
    isbn = "0883185695",
    pages = "1-8"
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@article{https://authors.library.caltech.eduhttps://authors.library.caltech.edu/records/twbxx-4z132,
    authors = "Abu-Mostafa, Yaser S. and Psaltis, Demetri",
    title = "Optical Neural Computers",
    journal = "Scientific American",
    publisher = "Scientific American",
    year = "1987",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20190710-142228887",
    id = "https://authors.library.caltech.eduhttps://authors.library.caltech.edu/records/twbxx-4z132",
    issn = "0036-8733",
    volume = "256",
    number = "3",
    pages = "88-95"
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    authors = "Abu-Mostafa, Yaser S.",
    title = "On the Time-Bandwidth Proof in VLSI Complexity",
    journal = "IEEE Transactions on Computers",
    publisher = "IEEE",
    year = "1987",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:ABUieeetc87",
    id = "https://authors.library.caltech.eduhttps://authors.library.caltech.edu/records/p2p4x-mbj36",
    issn = "0018-9340",
    doi = "10.1109/TC.1987.1676888",
    volume = "36",
    number = "2",
    pages = "239-240"
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    authors = "Abu-Mostafa, Yaser S.",
    title = "The complexity of information extraction",
    journal = "IEEE Transactions on Information Theory",
    publisher = "IEEE",
    year = "1986",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:ABUieeetit86",
    id = "https://authors.library.caltech.eduhttps://authors.library.caltech.edu/records/2zsw2-m3b78",
    issn = "0018-9448",
    volume = "32",
    number = "4",
    pages = "513-525"
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    authors = "Abu-Mostafa, Yaser S. and St. Jacques, Jeannine-Marie",
    title = "Information capacity of the Hopfield model",
    journal = "IEEE Transactions on Information Theory",
    publisher = "IEEE",
    year = "1985",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:ABUieeetit85",
    id = "https://authors.library.caltech.eduhttps://authors.library.caltech.edu/records/qs9be-eqg96",
    issn = "0018-9448",
    doi = "10.1109/TIT.1985.1057069",
    volume = "31",
    number = "4",
    pages = "461-464"
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    authors = "Schweizer, David and Abu-Mostafa, Yaser",
    title = "Two Theorems on Time Bounded Kolmogrov-Chaitin Complexity",
    publisher = "California Institute of Technology",
    year = "1985",
    url = "https://resolver.caltech.edu/CaltechCSTR:1985.5205-tr-85",
    id = "https://authors.library.caltech.eduhttps://authors.library.caltech.edu/records/130cy-kxs54",
    doi = "10.7907/130cy-kxs54"
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@article{https://authors.library.caltech.eduhttps://authors.library.caltech.edu/records/ggy16-dv650,
    authors = "Abu-Mostafa, Yaser S. and Psaltis, Demetri",
    title = "Image Normalization by Complex Moments",
    journal = "IEEE Transactions on Pattern Analysis and Machine Intelligence",
    publisher = "IEEE",
    year = "1985",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20190702-135608926",
    id = "https://authors.library.caltech.eduhttps://authors.library.caltech.edu/records/ggy16-dv650",
    issn = "0162-8828",
    doi = "10.1109/tpami.1985.4767617",
    volume = "7",
    number = "1",
    pages = "46-55"
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    authors = "Abu-Mostafa, Yaser S. and Psaltis, Demetri",
    title = "Recognitive Aspects of Moment Invariants",
    journal = "IEEE Transactions on Pattern Analysis and Machine Intelligence",
    publisher = "IEEE",
    year = "1984",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20190702-142428282",
    id = "https://authors.library.caltech.eduhttps://authors.library.caltech.edu/records/3hgbt-rz712",
    issn = "0162-8828",
    doi = "10.1109/tpami.1984.4767594",
    volume = "6",
    number = "6",
    pages = "698-706"
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    authors = "Abu-Mostafa, Yaser S.",
    title = "A Differentiation Test for Absolute Convergence",
    journal = "Mathematics Magazine",
    publisher = "Mathematical Association of America",
    year = "1984",
    url = "https://resolver.caltech.edu/CaltechAUTHORS:20190710-151636497",
    id = "https://authors.library.caltech.eduhttps://authors.library.caltech.edu/records/zqbc3-95g71",
    issn = "0025-570X",
    doi = "10.2307/2689682",
    volume = "57",
    number = "4",
    pages = "228-231"
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