عنوان

Mobile data mining /

شابک

3030021017

شابک

3030021025

شابک

9783030021016

شابک

9783030021023

شابک اشتباه

3030021009

شابک اشتباه

9783030021009

عنوان اصلي

Mobile data mining /

نام عام مواد

[Book]

نام نخستين پديدآور

Yuan Yao, Xing Su, Hanghang Tong.

محل نشرو پخش و غیره

Cham, Switzerland :

نام ناشر، پخش کننده و غيره

Springer,

تاریخ نشرو بخش و غیره

2018.

نام خاص و کميت اثر

1 online resource :

ساير جزييات

illustrations

عنوان فروست

SpringerBriefs in computer science

متن يادداشت

Includes bibliographical references.

متن يادداشت

Introduction -- Data capturing and processing -- Feature engineering -- Hierarchical model -- Personalized model -- Online model -- Conclusions.

بدون عنوان

0

متن يادداشت

This SpringerBrief presents a typical life-cycle of mobile data mining applications, including: data capturing and processing which determines what data to collect, how to collect these data, and how to reduce the noise in the data based on smartphone sensors; feature engineering which extracts and selects features to serve as the input of algorithms based on the collected and processed data; model and algorithm design; In particular, this brief concentrates on the model and algorithm design aspect, and explains three challenging requirements of mobile data mining applications: energy-saving, personalization, and real-time. Energy saving is a fundamental requirement of mobile applications, due to the limited battery capacity of smartphones. The authors explore the existing practices in the methodology level (e.g. by designing hierarchical models) for saving energy. Another fundamental requirement of mobile applications is personalization. Most of the existing methods tend to train generic models for all users, but the authors provide existing personalized treatments for mobile applications, as the behaviors may differ greatly from one user to another in many mobile applications. The third requirement is real-time. That is, the mobile application should return responses in a real-time manner, meanwhile balancing effectiveness and efficiency.

منبع سفارش / آدرس اشتراک

Springer Nature

شماره انبار

com.springer.onix.9783030021016

عنوان

Mobile data mining.

شماره استاندارد بين المللي کتاب و موسيقي

9783030021009

موضوع مستند نشده

Computational intelligence.

موضوع مستند نشده

Data mining.

موضوع مستند نشده

Mobile computing.

موضوع مستند نشده

Computational intelligence.

موضوع مستند نشده

Computer networking & communications.

موضوع مستند نشده

COMPUTERS-- General.

موضوع مستند نشده

Data mining.

موضوع مستند نشده

Mobile computing.

موضوع مستند نشده

Network hardware.

موضوع مستند نشده

COM-- 000000

موضوع مستند نشده

UT

موضوع مستند نشده

UT

شماره

ويراست

شماره رده

مستند نام اشخاص تاييد نشده

Yao, Yuan

مستند نام اشخاص تاييد نشده

Su, Xing

مستند نام اشخاص تاييد نشده

Tong, Hanghang

تاريخ عمليات

20200823073816.0

قواعد فهرست نويسي ( بخش توصيفي )

pn

نام الکترونيکي

نوع ماده

[Book]

تكميل شده

Y