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University of Wisconsin, October 1991. <DT> <B> W.H. Wolberg, K.P. Bennett and O.L. Mangasarian.</B> <DD> Brast Cancer Diagnosis and Prognostic Determination from Cell Analysis. Manuscript, 1992, Departments of Surgery and Human Oncology and Computer Sciences, University of Wisconsin, Madison, WI 53706. <DT> <B> W.H. Wolberg, W.N. Street, and O.L. Mangasarian. </B> <DD> <!WA17><!WA17><!WA17><!WA17><!WA17><!WA17><!WA17><!WA17><!WA17><!WA17><!WA17><!WA17><!WA17><!WA17><!WA17><!WA17><!WA17><!WA17><!WA17><!WA17><!WA17><!WA17><!WA17><!WA17><!WA17><!WA17><!WA17><!WA17><!WA17><!WA17><!WA17><!WA17><!WA17><!WA17><a href="http://www.cs.wisc.edu/~street/aqch93.ps"> Breast Cytology Diagnosis via Digital Image Analysis. </a> <EM>Analytical and Quantitative Cytology and Histology, </EM> Vol. 15 No. 6, pages 396-404, December 1993. (<!WA18><!WA18><!WA18><!WA18><!WA18><!WA18><!WA18><!WA18><!WA18><!WA18><!WA18><!WA18><!WA18><!WA18><!WA18><!WA18><!WA18><!WA18><!WA18><!WA18><!WA18><!WA18><!WA18><!WA18><!WA18><!WA18><!WA18><!WA18><!WA18><!WA18><!WA18><!WA18><!WA18><!WA18><A HREF="http://www.cs.wisc.edu/~street/aqch93.abs">abstract</A>) <DT> <B> W.N. Street, W.H. Wolberg and O.L. Mangasarian.</B> <DD> <!WA19><!WA19><!WA19><!WA19><!WA19><!WA19><!WA19><!WA19><!WA19><!WA19><!WA19><!WA19><!WA19><!WA19><!WA19><!WA19><!WA19><!WA19><!WA19><!WA19><!WA19><!WA19><!WA19><!WA19><!WA19><!WA19><!WA19><!WA19><!WA19><!WA19><!WA19><!WA19><!WA19><!WA19><a href="http://www.cs.wisc.edu/~street/spie93.ps"> Nuclear Feature Extraction For Breast Tumor Diagnosis. </a> In <EM>IS&T/SPIE 1993 International Symposium on Electronic Imaging: Science and Technology, </EM> volume 1905, pages 861-870, San Jose, CA, 1993. (<!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><!WA20><A HREF="http://www.cs.wisc.edu/~street/spie93.abs">abstract</A>) <DT> <B> W.H. Wolberg, W.N. Street, and O.L. Mangasarian.</B> <DD> <!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><!WA21><a href="http://www.cs.wisc.edu/~street/cl94/"> Machine learning techniques to diagnose breast cancer from fine-needle aspirates. </a> <EM>Cancer Letters </EM> Vol. 77, pages 163-171, 1994. (<!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><!WA22><A HREF="http://www.cs.wisc.edu/~street/ca_let94.abs">abstract</A>) <DT> <B> W. N. Street</B> <DD> <!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><!WA23><A HREF="ftp://ftp.cs.wisc.edu/math-prog/tech-reports/94-14.ps"> Cancer Diagnosis and Prognosis via Linear-Programming-Based Machine Learning. </A> Ph.D. Dissertation, University of Wisconsin-Madison, August 1994. Available as UW Mathematical Programming Technical Report 94-14. (<!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><!WA24><A HREF="http://www.cs.wisc.edu/~street/abstract.html">abstract</A>)<dt> <b> W.H. Wolberg, W.N. Street, D.M. Heisey, and O.L. Mangasarian. </b> <dd> <!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><!WA25><A HREF="http://www.cs.wisc.edu/~street/fn3west.ps"> Computerized breast cancer diagnosis and prognosis from fine needle aspirates. </a> <em> Archives of Surgery</em> 1995; 130:511-516. (<!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><!WA26><A HREF="http://www.cs.wisc.edu/~street/arch_surg95.abs">abstract</A>) <DT> <B> W.H. Wolberg, W.N. Street, and O.L. Mangasarian. </B> <DD> <!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><!WA27><A HREF="http://www.cs.wisc.edu/~street/aqch95_1/"> Image analysis and machine learning applied to breast cancer diagnosis and prognosis.</A> <EM>Analytical and Quantitative Cytology and Histology, </EM> Vol. 17 No. 2, pages 77-87, April 1995. (<!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><!WA28><A HREF="http://www.cs.wisc.edu/~street/aqch95_1.abs">abstract</A>) <DT> <B> W.H. Wolberg, W.N. Street, D.M. Heisey, and O.L. Mangasarian. </B> <DD> <!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><!WA29><A HREF="http://www.cs.wisc.edu/~street/hu_path95/"> Computer-derived Nuclear Features Distinguish Malignant from Benign Breast Cytology.</A> <EM>Human Pathology, </EM> Vol. 26, pages 792-796, 1995. (<!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><!WA30><A HREF="http://www.cs.wisc.edu/~street/hu_path95.abs">abstract</A>) <DT> <B> W.H. Wolberg, W.N. Street, D.M. Heisey, and O.L. Mangasarian. </B> <DD> <!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><!WA31><A HREF="http://www.cs.wisc.edu/~street/fndiga-p.ps"> Computer-derived Nuclear ``Grade'' and Breast Cancer Prognosis.</a> <EM>Analytical and Quantitative Cytology and Histology, </EM> Vol. 17 No. 4, pages 257-264, August 1995. (<!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><!WA32><A HREF="http://www.cs.wisc.edu/~street/aqch95_2.abs">abstract</A>) <DT> <B> O.L. Mangasarian, W.N. Street and W.H. Wolberg.</B> <DD> <!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><!WA33><a href="ftp://ftp.cs.wisc.edu/math-prog/tech-reports/94-10.ps"> Breast cancer diagnosis and prognosis via linear programming. </a> <EM>Operations Research, </EM> 43(4), pages 570-577, July-August 1995. Available as UW Mathematical Programming Technical Report 94-10. (<!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><!WA34><A HREF="http://www.cs.wisc.edu/~street/or95.abs">abstract</A>) <DT> <B> W. N. Street, O. L. Mangasarian, and W.H. Wolberg. </B> <DD> <!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><!WA35><A HREF="http://www.cs.wisc.edu/~street/mlc95.ps"> An inductive learning approach to prognostic prediction.</A> <EM>Proceedings of the Twelfth International Conference on Machine Learning</EM>, A. Prieditis and S. Russell, eds., pages 522-530, Morgan Kaufmann, 1995. (<!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><!WA36><A HREF="http://www.cs.wisc.edu/~street/mlc95.abs">abstract</A>) <DT> <B> M. W. Teague, W. H. Wolberg, W. N. Street, O. L. Mangasarian, S. C. Call and D. L. Page.</B> <DD> Indeterminate Fine Needle Aspiration of the Breast: Image Analysis Aided Diagnosis. <EM>Cancer</EM>, submitted. (<!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><!WA37><A HREF="http://www.cs.wisc.edu/~street/cancer95.abs">abstract</A>) <DT> <b> W. N. Street, O. L. Mangasarian, and W. H. Wolberg.</b></DT> <DD> <!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><!WA38><A HREF="ftp://ftp.cs.wisc.edu/math-prog/tech-reports/96-01.ps"> Individual and collective prognostic prediction.</A><BR> Technical Report 96-01, Computer Sciences Department, University of Wisconsin, Madison, WI, January 1996. Submitted to ICML and AAAI conferences. (<!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><!WA39><A HREF="ftp://ftp.cs.wisc.edu/math-prog/tech-reports/96-01.abs">abstract</A>)</DD></DL><HR><A NAME="pop"><H2>Citation in the Medical and Popular Press</H2></a><UL> <LI> <EM>News from Medicine</EM> segment, CNN Prime News, March 12, 1994. <LI> Breast Biopsy Without Surgery. Tim Friend, <EM>USA Today,</EM> March 24, 1994. <LI> Cancer Detection Imitates Oil Prospecting. Joe Manning, <EM>Milwaukee Sentinel,</EM> March 24, 1994. <LI> Analyzing Breast Cancer. <EM>Detroit News,</EM> March 28, 1994. <LI> A High-tech Cancer Hunt. Marilynn Marchione, <EM>Milwaukee Journal,</EM> March 28, 1994. <LI> Computerized Interpretation of Breast FNA Biopsies: Progress Reported, <EM>Oncology Times,</EM> April 1994. <LI> Computer Program Hunts Breast Cancer, Ruth SoRelle, <EM>Houston Chronicle,</EM> April 22, 1994. <LI> Computer Program May Improve Interpretation of Aspirate, <EM>Oncology News International,</EM> May 1994. <LI> New Data Suggest Needle Biopsies Could Replace Surgical Biopsy for Diagnosing Breast Cancer. <EM>Journal of the American Medical Association,</EM> Medical News & Perspectives column, June 9, 1994, Vol. 271, No. 22. <LI> Diagnosis Via Image Analysis and Machine Learning, <EM>Cope,</EM> September/October 1994. <LI> Computer Seeks Out Breast Cancer, <EM>Madison Capital Times,</EM> January 17, 1995. <LI> Computer-Aided Cancer Prediction, <EM>Los Angeles Times,</EM> January 25, 1995.</UL><HR><A NAME="lref"><H2>Local Related Links</H1><UL> <LI> <!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><!WA40><A HREF="http://www.cs.wisc.edu/~olvi/uwmp/uwmp.html"> UW Mathematical Programming Group</A> <LI> <!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><!WA41><A HREF="http://www.cs.wisc.edu/~shavlik/uwml.html"> UW Machine Learning Group</A> <LI> <!WA42><!WA42><!WA42><!WA42><!WA42><!WA42><!WA42><!WA42><!WA42><!WA42><!WA42><!WA42><!WA42><!WA42><!WA42><!WA42><!WA42><!WA42><!WA42><!WA42><!WA42><!WA42><!WA42><!WA42><!WA42><!WA42><!WA42><!WA42><!WA42><!WA42><!WA42><!WA42><!WA42><!WA42><A HREF="http://www.biostat.wisc.edu/HomePage.html"> UW Medical School</A></UL><HR><A NAME="oref"><H2>Other Related Links</H1><UL> <LI> <!WA43><!WA43><!WA43><!WA43><!WA43><!WA43><!WA43><!WA43><!WA43><!WA43><!WA43><!WA43><!WA43><!WA43><!WA43><!WA43><!WA43><!WA43><!WA43><!WA43><!WA43><!WA43><!WA43><!WA43><!WA43><!WA43><!WA43><!WA43><!WA43><!WA43><!WA43><!WA43><!WA43><!WA43><A HREF="http://www.nlm.nih.gov/"> The National Library of Medicine (NLM)</A> <LI> <!WA44><!WA44><!WA44><!WA44><!WA44><!WA44><!WA44><!WA44><!WA44><!WA44><!WA44><!WA44><!WA44><!WA44><!WA44><!WA44><!WA44><!WA44><!WA44><!WA44><!WA44><!WA44><!WA44><!WA44><!WA44><!WA44><!WA44><!WA44><!WA44><!WA44><!WA44><!WA44><!WA44><!WA44><A HREF="http://www.scs.unr.edu/~cbmr/"> University of Nevada Center for Biomedical Modeling Research</A> <LI> <!WA45><!WA45><!WA45><!WA45><!WA45><!WA45><!WA45><!WA45><!WA45><!WA45><!WA45><!WA45><!WA45><!WA45><!WA45><!WA45><!WA45><!WA45><!WA45><!WA45><!WA45><!WA45><!WA45><!WA45><!WA45><!WA45><!WA45><!WA45><!WA45><!WA45><!WA45><!WA45><!WA45><!WA45><A HREF="http://cancer.med.upenn.edu/"> OncoLink</A> <LI> <!WA46><!WA46><!WA46><!WA46><!WA46><!WA46><!WA46><!WA46><!WA46><!WA46><!WA46><!WA46><!WA46><!WA46><!WA46><!WA46><!WA46><!WA46><!WA46><!WA46><!WA46><!WA46><!WA46><!WA46><!WA46><!WA46><!WA46><!WA46><!WA46><!WA46><!WA46><!WA46><!WA46><!WA46><A HREF="http://ibc.wustl.edu/"> Washington University Institute for Biomedical Computing</A></UL><HR><ADDRESS> <!WA47><!WA47><!WA47><!WA47><!WA47><!WA47><!WA47><!WA47><!WA47><!WA47><!WA47><!WA47><!WA47><!WA47><!WA47><!WA47><!WA47><!WA47><!WA47><!WA47><!WA47><!WA47><!WA47><!WA47><!WA47><!WA47><!WA47><!WA47><!WA47><!WA47><!WA47><!WA47><!WA47><!WA47><A HREF="http://www.cs.wisc.edu/~paulb/paulb.html">paulb@cs.wisc.edu</A></ADDRESS></BODY></HTML>
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