Abu-Mostafa, Yaser

Combined from CaltechAUTHORS

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