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Interactive Data Mining (Paperback)
Loot Price: R1,573
Discovery Miles 15 730
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Interactive Data Mining (Paperback)
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Total price: R1,593
Discovery Miles: 15 930
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Yan Zhao's book, entitled "Interactive Data Mining" provides a
conceptual framework and a systematic study of human-computer
interactions and collaborations for effective data mining. The
thesis is based on an assumption that the effectiveness of data
mining systems depends crucially on semantics information about
data and different user requirements. In contrast to many data
mining models that concentrate on automation and efficiency,
interactive data mining systems focus on adaptive and effective
communication between human users and computer systems. Interactive
systems fully explore the power of human intuition, creativity,
heuristics and strategies with supports from computers. The thesis
is well-balanced between theoretical investigation and experimental
evaluations. A user-oriented three-layered conceptual model is
proposed. Within the framework, user perceptions and requirements
are studied formally at the philosophical, technique and the
application layers. The separation of the three layers leads to
many new insights into data mining. Based on the conceptual
framework, a prototype of Interactive Classification System (ICS)
has been implemented.
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