عنوان

Proactive data mining with decision trees /

شابک

1493905392 (electronic bk.)

شابک

9781493905393 (electronic bk.)

شابک اشتباه

9781493905386

شماره

dltt

عنوان اصلي

Proactive data mining with decision trees /

نام عام مواد

[Book]

نام نخستين پديدآور

Haim Dahan, Shahar Cohen, Lior Rokach, Oded Maimon

نام خاص و کميت اثر

1 online resource (x, 88 pages) :

ساير جزييات

illustrations.

عنوان فروست

SpringerBriefs in Electrical and Computer Engineering,

شاپا ي ISSN فروست

2191-8112

متن يادداشت

Includes bibliographical references

متن يادداشت

Introduction -- Proactive Data Mining: A General Approach -- Proactive Data Mining Using Decision Trees -- Proactive Data Mining in the Real World: Case Studies -- Sensitivity Analysis of Proactive Data Mining -- Conclusions

بدون عنوان

0

متن يادداشت

This book explores a proactive and domain-driven method to classification tasks. This novel proactive approach to data mining not only induces a model for predicting or explaining a phenomenon, but also utilizes specific problem/domain knowledge to suggest specific actions to achieve optimal changes in the value of the target attribute. In particular, the authors suggest a specific implementation of the domain-driven proactive approach for classification trees. The book centers on the core idea of moving observations from one branch of the tree to another. It introduces a novel splitting criterion for decision trees, termed maximal-utility, which maximizes the potential for enhancing profitability in the output tree. Two real-world case studies, one of a leading wireless operator and the other of a major security company, are also included and demonstrate how applying the proactive approach to classification tasks can solve business problems. Proactive Data Mining with Decision Trees is intended for researchers, practitioners and advanced-level students

شماره استاندارد بين المللي کتاب و موسيقي

9781493905386

شماره استاندارد بين المللي کتاب و موسيقي

9781493905393

موضوع مستند نشده

Data mining.

موضوع مستند نشده

Decision trees.

موضوع مستند نشده

Computer Science.

موضوع مستند نشده

Data Mining and Knowledge Discovery.

موضوع مستند نشده

Information Storage and Retrieval.

موضوع مستند نشده

Information Systems Applications (incl. Internet)

موضوع مستند نشده

COM-- 000000

موضوع مستند نشده

COM021030

موضوع مستند نشده

UNF

موضوع مستند نشده

UYQE

شماره

ويراست

شماره رده

مستند نام اشخاص تاييد نشده

Dahan, Haim

مستند نام تنالگان تاييد نشده

Ohio Library and Information Network.

تاريخ عمليات

20201222074526.0

قواعد فهرست نويسي ( بخش توصيفي )

pn

نام الکترونيکي

نوع ماده

[Book]

کد کاربرگه

270410

تكميل شده

Y