Extraction of Expert Knowledge Based on Hybrid Data Mining Mechanism

Cooperation between Expert Knowledge and Data Mining Discovered Knowledge

Although expert elicited knowledge and data mining discovered knowledge appear to be completely opposite and competing solutions to the same problems, they are actually complementary concepts. Besides, together they maximize their individual qualities. This chapter highlights how each one profits from the other and illustrates their cooperation in existing systems developed in the medical domai...

Complex systems data mining and knowledge extraction

Integration of Data Mining and Hybrid Expert System

In the latest decades a great growth in the capacity of generating and collecting data has happened. The progresses in the data collection and storage, combined with the extensive use of the Database Management System and Data Warehousing technology, have contributed to this growth. However, the traditional methods used to manipulate these data can generate informative reports, but they cannot ...

Knowledge Extraction in Medical Data Mining: a Case Based Reasoning for Gynecological Cancer - an Expert Diagnostic Method

Data mining plays an important role in Health care. It really helps to predict the disease based on collated data. Diagnosis in the medical field is a complicated task that should be performed with accuracy and efficiency. A diagnosis performed by a physician for a single patient may differ significantly if the same is examined by the other physicians or by the same physicians at different time...

Knowledge extraction and data mining algorithms for complex biomedical data

Due to the advances of high throughput technologies for data acquisition in biomedicine an increasing amount of data is produced. This thesis proposes innovative algorithms for data mining on biomedical data ranging from clustering via semi-supervised clustering to classification. Clustering aims at deriving a previously unknown grouping of a data set and can be applied e.g. to investigate diff...