Methods and systems for creating data samples for data analysis

A method for training a knowledge base, the method comprising:

• imaging a test object formed of a benchmark material to generate a first image;
• analyzing the first image using a first series of algorithms to generate a first algorithm value cache;
• placing the test object in a cadaver to form a cadaver and test object combination;
• imaging at least a portion of the cadaver and test object combination to generate a second image;
• analyzing the second image using the first series of algorithms to generate a second algorithm value cache;
• performing a subtraction process using the first and second algorithm value cache to generate a filter;
• receiving a tissue sample containing a tumor;
• imaging the tissue sample to generate a third image;
• analyzing the third image using the first series of algorithms to generate a third algorithm value cache;
• transforming the third algorithm value cache using the filter to generate a transformed result;
• and
• storing the transformed result in a knowledgebase.

A system for training a knowledge base comprising:

• a processor;
• a memory in data communication with the processor;
• a user interface in data communication with the processor;
• a software module for storage in the memory and operable by the processor, the software module configured to:
• generate a first algorithm value cache using a first series of algorithms and previously generated diseased cadaver image data;
• generate a second algorithm value cache using the first series of algorithms and previously generated cadaver with diseased portion removed image data;
• generate a transformed result using a subtraction process on the first algorithm value cache and the second algorithm value cache;
• and
• store the transformed result in a knowledgebase.

A system for training a knowledge base comprising:

• a processor;
• a memory in data communication with the processor;
• a user interface in data communication with the processor;
• and
• a software module for storage in the memory and operable by the processor, the software module configured to:
• generate a first algorithm value cache using a first series of algorithms and previously generated test object image data;
• generate a second algorithm value cache using the first series of algorithms and previously generated cadaver with test object image data;
• perform a subtraction process using the first algorithm value cache and the second algorithm value cache to generate a filter;
• generate a third algorithm value cache using the first series of algorithms using previously generated tissue sample image data;
• generate a transformed tissue sample result using the filter and the third algorithm value cache;
• and
• store the transformed result in a knowledgebase.