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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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