<h1>Abu-Mostafa, Yaser</h1> <h2>Combined from <a href="https://authors.library.caltech.edu">CaltechAUTHORS</a></h2> <ul> <li>Cramer, Estee Y. and Huang, Yuxin, el al. (2022) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20211105-194210514">The United States COVID-19 Forecast Hub dataset</a>; Scientific Data; Vol. 9; Art. No. 462; PMCID PMC8236414; <a href="https://doi.org/10.1038/s41597-022-01517-w">10.1038/s41597-022-01517-w</a></li> <li>Yurk, Dominic and Abu-Mostafa, Yaser (2021) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20210212-100829452">County-Specific, Real-Time Projection of the Effect of Business Closures on the COVID-19 Pandemic</a>; <a href="https://doi.org/10.1101/2021.02.10.21251533">10.1101/2021.02.10.21251533</a></li> <li>González, Carlos R. and Abu-Mostafa, Yaser S. (2015) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20141218-110007751">Mismatched Training and Test Distributions Can Outperform Matched Ones</a>; Neural Computation; Vol. 27; No. 2; 365-387; <a href="https://doi.org/10.1162/NECO_a_00697">10.1162/NECO_a_00697</a></li> <li>Abu-Mostafa, Yaser S. (2012) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20120627-141125402">Machines that Think for Themselves</a>; Scientific American; Vol. 307; 78-81; <a href="https://doi.org/10.1038/scientificamerican0712-78">10.1038/scientificamerican0712-78</a></li> <li>Li, Ling and Abu-Mostafa, Yaser S. (2006) <a href="https://resolver.caltech.edu/CaltechCSTR:2006.004">Data complexity in machine learning</a>; <a href="https://doi.org/10.7907/Z9319SW2">10.7907/Z9319SW2</a></li> <li>Angelova, Anelia and Abu-Mostafa, Yaser S., el al. (2005) <a href="https://resolver.caltech.edu/CaltechAUTHORS:ANGcvpr05">Pruning training sets for learning of object categories</a>; ISBN 0-7695-2372-2; Conference on Computer Vision and Pattern Recognition (CVPR '05),San Diego, CA, 20-25 June 2005; 494-501; <a href="https://doi.org/10.1109/CVPR.2005.283">10.1109/CVPR.2005.283</a></li> <li>Li, Ling and Pratap, Amrit, el al. (2005) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20190702-142717858">Improving Generalization by Data Categorization</a>; ISBN 978-3-540-29244-9; Knowledge Discovery in Databases: PKDD 2005; 157-168; <a href="https://doi.org/10.1007/11564126_19">10.1007/11564126_19</a></li> <li>Li, Ling and Martinoli, Alcherio, el al. (2004) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20190702-144335632">Learning and Measuring Specialization in Collaborative Swarm Systems</a>; Adaptive Behavior; Vol. 12; No. 3-4; 199-212; <a href="https://doi.org/10.1177/105971230401200306">10.1177/105971230401200306</a></li> <li>Abu-Mostafa, Yaser and Song, Xubo, el al. (2004) <a href="https://resolver.caltech.edu/CaltechCSTR:2004.002">The Bin Model</a>; <a href="https://doi.org/10.7907/Z9222RR7">10.7907/Z9222RR7</a></li> <li>Magdon-Ismail, Malik and Atiya, Amir F., el al. (2004) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20190702-143758047">On the Maximum Drawdown of a Brownian Motion</a>; Journal of Applied Probability; Vol. 41; No. 1; 147-161; <a href="https://doi.org/10.1239/jap/1077134674">10.1239/jap/1077134674</a></li> <li>Magdon-Ismail, Malik and Atiya, Amir, el al. (2003) <a href="https://resolver.caltech.edu/CaltechAUTHORS:MAGcife03">The maximum drawdown of the Brownian motion</a>; ISBN 0780376544; IEEE International Conference on Computational Intelligence for Financial Engineering (CIFE '03); 243-247; <a href="https://doi.org/10.1109/CIFER.2003.1196267">10.1109/CIFER.2003.1196267</a></li> <li>Li, Ling and Abu-Mostafa, Yaser S., el al. (2003) <a href="https://resolver.caltech.edu/CaltechCSTR:2003.007">CGBoost: Conjugate Gradient in Function Space</a>; <a href="https://doi.org/10.7907/yryfk-z8a36">10.7907/yryfk-z8a36</a></li> <li>Li, Ling and Martinoli, Alcherio, el al. (2002) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20190702-150156265">Emergent Specialization in Swarm Systems</a>; ISBN 978-3-540-44025-3; Intelligent Data Engineering and Automated Learning - IDEAL 2002; 261-266; <a href="https://doi.org/10.1007/3-540-45675-9_43">10.1007/3-540-45675-9_43</a></li> <li>Magdon-Ismail, Malik and Chen, Hung-Ching, el al. (2002) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20190702-152246968">The Multilevel Classification Problem and a Monotonicity Hint</a>; ISBN 9783540440253; Intelligent Data Engineering and Automated Learning - IDEAL 2002; 410-415; <a href="https://doi.org/10.1007/3-540-45675-9_61">10.1007/3-540-45675-9_61</a></li> <li>Abu-Mostafa, Yaser S. (2001) <a href="https://resolver.caltech.edu/CaltechAUTHORS:ABUieeetnn01b">Financial model calibration using consistency hints</a>; IEEE Transactions on Neural Networks; Vol. 12; No. 4; 791-808; <a href="https://doi.org/10.1109/72.935092">10.1109/72.935092</a></li> <li>Abu-Mostafa, Yaser S. and Atiya, Amir F., el al. (2001) <a href="https://resolver.caltech.edu/CaltechAUTHORS:ABUieeetnn01a">Introduction to the special issue on neural networks in financial engineering</a>; IEEE Transactions on Neural Networks; Vol. 12; No. 4; 653-656; <a href="https://doi.org/10.1109/TNN.2001.935079">10.1109/TNN.2001.935079</a></li> <li>Al-Mashouq, Khalid and Abu-Mostafa, Yaser, el al. (2001) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20190702-153115049">Minimizing memory loss in learning a new environment</a>; Neurocomputing; Vol. 38-40; 1051-1057; <a href="https://doi.org/10.1016/s0925-2312(01)00400-3">10.1016/s0925-2312(01)00400-3</a></li> <li>Abu-Mostafa, Y. S. and McEliece, R. J. (2000) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20190710-133740050">Maximal codeword lengths in Huffman codes</a>; Computers and Mathematics with Applications; Vol. 39; No. 11; 129-134; <a href="https://doi.org/10.1016/S0898-1221(00)00119-X">10.1016/S0898-1221(00)00119-X</a></li> <li>Song, Xubo and Sill, Joseph, el al. (2000) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20160229-163056107">Image Recognition in Context: Application to Microscopic Urinalysis</a>; ISBN 0-262-19450-3; Advances in Neural Information Processing Systems 12 (NIPS 1999); 963-969</li> <li>Çataltepe, Zehra and Abu-Mostafa, Yaser S., el al. (1999) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20111201-140641206">No Free Lunch for Early Stopping</a>; Neural Computation; Vol. 11; No. 4; 995-1009; <a href="https://doi.org/10.1162/089976699300016557">10.1162/089976699300016557</a></li> <li>Magdon-Ismail, Malik and Abu-Mostafa, Yaser S. (1998) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20170408-150548267">Validation of volatility models</a>; Journal of Forecasting; Vol. 17; No. 5-6; 349-368; <a href="https://doi.org/10.1002/(SICI)1099-131X(1998090)17:5/6%3C349::AID-FOR701%3E3.0.CO;2-X">10.1002/(SICI)1099-131X(1998090)17:5/6<349::AID-FOR701>3.0.CO;2-X</a></li> <li>Magdon-Ismail, Malik and Nicholson, Alexander, el al. (1998) <a href="https://resolver.caltech.edu/CaltechAUTHORS:MAGprocieee98">Financial markets: very noisy information processing</a>; Proceedings of the IEEE; Vol. 86; No. 11; 2184-2195; <a href="https://doi.org/10.1109/5.726786">10.1109/5.726786</a></li> <li>Çataltepe, Zehra and Abu-Mostafa, Yaser S., el al. (1998) <a href="https://resolver.caltech.edu/CaltechCSTR:1998.cs-tr-98-02">No Free Lunch for Early Stopping</a>; <a href="https://doi.org/10.7907/Z9B8565P">10.7907/Z9B8565P</a></li> <li>Song, Xubo and Abu-Mostafa, Yaser, el al. (1998) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20160224-143921726">Incorporating Contextual Information in White Blood Cell Identification</a>; ISBN 0-262-10076-2; Advances in Neural Information Processing Systems 10 (NIPS 1997); 950-956</li> <li>Sill, Joseph and Abu-Mostafa, Yaser (1997) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20190710-141334973">Monotonicity: Theory and Implementation</a>; ISBN 978-1-4612-7383-7; Intelligent Methods in Signal Processing and Communications; 129-146; <a href="https://doi.org/10.1007/978-1-4612-2018-3_6">10.1007/978-1-4612-2018-3_6</a></li> <li>Sill, Joseph and Abu-Mostafa, Yaser S. (1997) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20160223-161511946">Monotonicity Hints</a>; ISBN 0-262-10065-7; Advances in Neural Information Processing Systems 9 (NIPS 1996); 634-640</li> <li>Abu-Mostafa, Yaser S. and Atiya, Amir F. (1996) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20190628-091500494">Introduction to financial forecasting</a>; Applied Intelligence; Vol. 6; No. 3; 205-213; <a href="https://doi.org/10.1007/bf00126626">10.1007/bf00126626</a></li> <li>Abu-Mostafa, Yaser S. (1995) <a href="https://resolver.caltech.edu/CaltechAUTHORS:ABUnc95">Hints</a>; Neural Computation; Vol. 7; No. 4; 639-671; <a href="https://doi.org/10.1162/neco.1995.7.4.639">10.1162/neco.1995.7.4.639</a></li> <li>Abu-Mostafa, Yaser S. (1995) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20150305-151907939">Financial Applications of Learning from Hints</a>; ISBN 0-262-20104-6; Advances in Neural Information Processing Systems 7; 411-418</li> <li>Abu-Mostafa, Y. S. (1993) <a href="https://resolver.caltech.edu/CaltechAUTHORS:ABUijcnn93">An algorithm for learning from hints</a>; ISBN 0-7803-1422-0; Proceedings of 1993 International Joint Conference on Neural Networks; 1653-1656; <a href="https://doi.org/10.1109/IJCNN.1993.716969">10.1109/IJCNN.1993.716969</a></li> <li>Abu-Mostafa, Yaser S. (1993) <a href="https://resolver.caltech.edu/CaltechAUTHORS:ABUnc93">Hints and the VC Dimension</a>; Neural Computation; Vol. 5; No. 2; 278-288; <a href="https://doi.org/10.1162/neco.1993.5.2.278">10.1162/neco.1993.5.2.278</a></li> <li>Atiya, Amir and Abu-Mostafa, Yaser S. (1993) <a href="https://resolver.caltech.edu/CaltechAUTHORS:ATIieeetnn93">An analog feedback associative memory</a>; IEEE Transactions on Neural Networks; Vol. 4; No. 1; 117-126; <a href="https://doi.org/10.1109/72.182701">10.1109/72.182701</a></li> <li>Abu-Mostafa, Yaser S. (1993) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20160128-163222557">A Method for Learning from Hints</a>; ISBN 1-55860-274-7; Advances in Neural Information Processing Systems 5 (NIPS 1992); 73-80</li> <li>Erlanson, Ruth and Abu-Mostafa, Yaser (1991) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20160119-162724779">Analog Neural Networks as Decoders</a>; ISBN 1-55860-184-8; Advances in Neural Information Processing Systems 3; 585-588</li> <li>Atiya, Amir and Abu-Mostafa, Yaser (1990) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20160107-161548455">A Method for the Associative Storage of Analog Vectors</a>; ISBN 1-55860-100-7; Advances in Neural Information Processing Systems 2 (NIPS 1989); 590-595</li> <li>Abu-Mostafa, Yaser S. (1989) <a href="https://resolver.caltech.edu/CaltechAUTHORS:ABUieeecm89">Information theory, complexity and neural networks</a>; IEEE Communications Magazine; Vol. 27; No. 11; 25-28, 82; <a href="https://doi.org/10.1109/35.41397">10.1109/35.41397</a></li> <li>Abu-Mostafa, Yaser S. (1989) <a href="https://resolver.caltech.edu/CaltechAUTHORS:ABUnc89">The Vapnik-Chervonenkis Dimension: Information versus Complexity in Learning</a>; Neural Computation; Vol. 1; No. 3; 312-317; <a href="https://doi.org/10.1162/neco.1989.1.3.312">10.1162/neco.1989.1.3.312</a></li> <li>Majani, E. and Erlanson, R., el al. (1989) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20160107-160213913">On the K-Winners-Take-All Network</a>; ISBN 1-558-60015-9; Advances in Neural Information Processing Systems 1 (NIPS 1988); 634-642</li> <li>Olafsson, Sverrir and Abu-Mostafa, Yaser S. (1988) <a href="https://resolver.caltech.edu/CaltechAUTHORS:OLAieeetpami88">The capacity of multilevel threshold functions</a>; IEEE Transactions on Pattern Analysis and Machine Intelligence; Vol. 10; No. 2; 277-281; <a href="https://doi.org/10.1109/34.3890">10.1109/34.3890</a></li> <li>Abu-Mostafa, Yaser S. (1988) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20160107-155110636">Connectivity Versus Entropy</a>; ISBN 0883185695; Neural Information Processing Systems; 1-8</li> <li>Abu-Mostafa, Yaser S. and Psaltis, Demetri (1987) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20190710-142228887">Optical Neural Computers</a>; Scientific American; Vol. 256; No. 3; 88-95</li> <li>Abu-Mostafa, Yaser S. (1987) <a href="https://resolver.caltech.edu/CaltechAUTHORS:ABUieeetc87">On the Time-Bandwidth Proof in VLSI Complexity</a>; IEEE Transactions on Computers; Vol. 36; No. 2; 239-240; <a href="https://doi.org/10.1109/TC.1987.1676888">10.1109/TC.1987.1676888</a></li> <li>Abu-Mostafa, Yaser S. (1986) <a href="https://resolver.caltech.edu/CaltechAUTHORS:ABUieeetit86">The complexity of information extraction</a>; IEEE Transactions on Information Theory; Vol. 32; No. 4; 513-525</li> <li>Abu-Mostafa, Yaser S. and St. Jacques, Jeannine-Marie (1985) <a href="https://resolver.caltech.edu/CaltechAUTHORS:ABUieeetit85">Information capacity of the Hopfield model</a>; IEEE Transactions on Information Theory; Vol. 31; No. 4; 461-464; <a href="https://doi.org/10.1109/TIT.1985.1057069">10.1109/TIT.1985.1057069</a></li> <li>Schweizer, David and Abu-Mostafa, Yaser (1985) <a href="https://resolver.caltech.edu/CaltechCSTR:1985.5205-tr-85">Two Theorems on Time Bounded Kolmogrov-Chaitin Complexity</a>; <a href="https://doi.org/10.7907/130cy-kxs54">10.7907/130cy-kxs54</a></li> <li>Abu-Mostafa, Yaser S. and Psaltis, Demetri (1985) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20190702-135608926">Image Normalization by Complex Moments</a>; IEEE Transactions on Pattern Analysis and Machine Intelligence; Vol. 7; No. 1; 46-55; <a href="https://doi.org/10.1109/tpami.1985.4767617">10.1109/tpami.1985.4767617</a></li> <li>Abu-Mostafa, Yaser S. and Psaltis, Demetri (1984) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20190702-142428282">Recognitive Aspects of Moment Invariants</a>; IEEE Transactions on Pattern Analysis and Machine Intelligence; Vol. 6; No. 6; 698-706; <a href="https://doi.org/10.1109/tpami.1984.4767594">10.1109/tpami.1984.4767594</a></li> <li>Abu-Mostafa, Yaser S. (1984) <a href="https://resolver.caltech.edu/CaltechAUTHORS:20190710-151636497">A Differentiation Test for Absolute Convergence</a>; Mathematics Magazine; Vol. 57; No. 4; 228-231; <a href="https://doi.org/10.2307/2689682">10.2307/2689682</a></li> </ul>