Tuesday, November 9, 2010

The future of Datamining in Medical Diagnosis?

I have for long wondered about the  relevance of datamining in medical diagnosis. Think about what a doctor does: Collects data  by examination of the patient, through pathological and radiographic tests and on the basis of these data points, makes an inference or diagnosis about the  ailment inflicting the patient.  So much  in common to the basic  tenets of datamining!

I got a first glimpse of this about 4 years back during the 2006 KDD CUP related to Pulmonary Embolism sponsored  by Siemens.  The focus of the competition  was to assist  in automated detection of the disease, with  separate problems related to  false positives and false negatives. The Holy Grail of the competition was  an algorithm  to predict with 100% certainty if a patient was  healthy!

The 2008 KDD CUP competition again was again related to this area but dealt with breast cancer.


It seems , like everything else  in analytics, IBM is dabbling in this space as well. Check out this very interesting  article in the Atlantic.  As the article indicates, a big hurdle here is to get the practitioners to embrace the technology.

-- datamining_guy

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