Premium Essay

Personalized Optimization for Android Smartphones

In:

Submitted By woogilord
Words 10997
Pages 44
Personalized Optimization for Android Smartphones
WOOK SONG, YESEONG KIM, HAKBONG KIM, JEHUN LIM, and JIHONG KIM, Seoul National University

As a highly personalized computing device, smartphones present a unique new opportunity for system optimization. For example, it is widely observed that a smartphone user exhibits very regular application usage patterns (although different users are quite different in their usage patterns). User-specific high-level app usage information, when properly managed, can provide valuable hints for optimizing various system design requirements. In this article, we describe the design and implementation of a personalized optimization framework for the Android platform that takes advantage of user’s application usage patterns in optimizing the performance of the Android platform. Our optimization framework consists of two main components, the application usage modeling module and the usage model-based optimization module. We have developed two novel application usage models that correctly capture typical smartphone user’s application usage patterns. Based on the application usage models, we have implemented an app-launching experience optimization technique which tries to minimize user-perceived delays, extra energy consumption, and state loss when a user launches apps. Our experimental results on the Nexus S Android reference phones show that our proposed optimization technique can avoid unnecessary application restarts by up to 78.4% over the default LRU-based policy of the Android platform. Categories and Subject Descriptors: D.4.8 [Operating Systems]: Performance—Modeling and prediction General Terms: Algorithms, Design, Performance Additional Key Words and Phrases: Android, application usage pattern, mobile systems, user experience ACM Reference Format: Wook Song, Yeseong Kim, Hakbong Kim, Jehun Lim, and Jihong Kim. 2014.

Similar Documents

Free Essay

Ad Essay

...In a world of ubiquitous advertising chaos and consumer avoidance, it can be extremely difficult for advertisers to penetrate the clutters to reach potential consumers, probably there is no other emphatic concept has caught more interest from advertisers than engagement as it embodies a sense of involvement. (Calder 2012). Meanwhile, digital technology continues to emerge, the enveloping technologies has impacted the communication between individuals in daily life, on the other hand, it has modified how advertiser engage with targeted consumers in a digital age. When it comes to advertising, Digital technologies have fundamentally revolutionized how and where advertisers implement the practices in the advertising industry. It defines as “digital advertising”, a form of advertising where businesses implement internet technologies to present promotional advertisement to consumers, digital advertising also includes brand messages presented through social media networking, online advertising on search engines, as well as banner advertising on mobile and website. (Andrew 2010). When it comes to advertising expenditure, digital platforms offer a greater opportunity, timeliness, and relevance to achieve greater understanding to advertising expenditure. This essay will be discussing how advertisers accommodate the trending in digital development and how to engage with the potential consumer in digital ages through three components. First of all, advertising on social media networking...

Words: 2103 - Pages: 9

Premium Essay

Gimbal

...Gimbal CONTEXT AWARE PLATFORM MOHHAMAD JUNAID ASHARAF | GAURAV VASANI | MOHAMMED SAALIK NAWAB | UDIT DIXIT CONTENTS Executive Summary ........................................................................................................ 4 Market Summary ............................................................................................................. 7 Target Market .............................................................................................................. 7 SWOT Analysis ............................................................................................................... 9 Strength ..................................................................................................................... 10 Interaction .............................................................................................................. 10 Content Feed ......................................................................................................... 10 Bluetooth Proximity Beacons ................................................................................. 10 Analytics ................................................................................................................. 11 Checkout option ..................................................................................................... 11 Opportunity ................................................................................................................ 11 Application...

Words: 3724 - Pages: 15

Premium Essay

Android Applictions

...for their never ending care n support. Table of content 1. Introduction * History * Design * Features 2. Applications 3. Google play 4. The 100 best apps of 2012 5. The 12 best android tablet app 6. Android software development 7. References Introduction Android is a Linux-based operating system for mobile devices such as Smartphone and tablet computers. It is developed by the Open Handset Alliance, led by Google, and other companies. Google purchased the initial developer of the software, Android Inc., in 2005. The unveiling of the Android distribution in 2007 was announced with the founding of the Open Handset Alliance, a consortium of 86 hardware, software, and telecommunication companies devoted to advancing open standards for mobile devices. Google releases the Android code as open-source, under the Apache License. The Android Open Source Project (AOSP) is tasked with the maintenance and further development of Android. Android has a large community of developers writing applications ("apps") that extend the functionality of the devices. Developers write primarily in a customized version of Java. Apps can be downloaded from third-party sites or through online stores such as Google Play (formerly Android...

Words: 11004 - Pages: 45

Premium Essay

Mobile Media

...During the digital revolution of the last decade, modern humanity has experienced a shift in traditional media consumption habits, which is now culminating with mobile technology. In examining the emerging mobile landscape, two things are increasingly apparent. One, mobile technology is heading into uncharted territories. Two, this is happening at unprecedented rates. This landscape is so unpredictable that the introduction of a new highly viral application or technology could change the trajectory of mobile communications overnight and prove all existing data and projections obsolete. As such, some of the very current information offered in this report may be outdated a week from now. Many consumers are just beginning to adopt smartphones, which are any phones offering advanced capabilities with PC-like functionality and...

Words: 10349 - Pages: 42

Premium Essay

Dfaf

...IMC Strategy for Motorola Tablets IMC Project part 2 Group 1 Shivangi Anupriya (221136) Sonakshi Srivastava (221146) Pratik Parikh (221180) Swati Aggarwal (221155) Abhishek Jain (221175) Subhanshu Gupta (07355) Table of Contents Introduction .................................................................................................................................................. 2 Product ......................................................................................................................................................... 2 Segmentation: .............................................................................................................................................. 2 Targeting: ...................................................................................................................................................... 3 Positioning: ................................................................................................................................................... 3 Objectives: .................................................................................................................................................... 4 Marketing Brief ............................................................................................................................................ 4 Creative Brief ......................................................................................................................

Words: 4107 - Pages: 17

Premium Essay

Case Study

...EUROPE Mobile marketing Dawn of a new medium Mobile usage is exploding and ad revenues should follow We think 2010 marked the crux of the hockey stick for mobile marketing. Smartphones are already 35% of the handset market in the US, Europe and Japan, and tablet computers are now taking off. Apple and Android apps set a new standard, and mobile is now at the forefront of marketers‟ conscience. A $14 billion market – at least – by 2015 This report focuses on marketing, not tech or telecoms, though we incorporate views from Macquarie‟s internet, telecoms and software analysts. We estimate the global mobile ad market could grow from about $3.5bn in 2010 to $14bn in 2015. Mobile only comprises 1% of total ad spending today, but we think this could rise to 3-4% in the next 5 years, and 5-8% over time. We believe mobile marketing and services represent an incremental growth opportunity for ad agencies of anywhere from 0.2-1.3%, and can help elevate agency organic growth to long-term GDP-plus rates. Inside Mobile media usage is exploding; ad spending is following The mobile device landscape Cues from Japan and emerging markets Mobile marketing channels The opportunity for ad agencies Data and privacy issues Appendix: Mobile marketing players 3 6 9 11 21 25 26 The ultimate targeted advertising medium This is a different type of media, incorporating display ads through both apps and browsers, search, messaging (sms and mms), location-based services such as in-store couponing...

Words: 18937 - Pages: 76

Free Essay

Salesforce.Com

...IIM Indore Mumbai Salesforce.com | Business Model Analysis | | | | About the Company: Salesforce.com Inc. is a global enterprise software company headquartered in San Francisco, California. Though best known for its customer relationship management (CRM) product, Salesforce has also expanded into the "social enterprise arena" through acquisition and by steadily improving and augmenting its core development platform. It was ranked number 27 in Fortune's 100 Best Companies to Work For in 2012. It is listed on the New York Stock Exchange and is a constituent of the S&P 500 index. The company was founded in March 1999 by former Oracle executive Marc Benioff, Parker Harris, Dave Moellenhoff, and Frank Dominguez as a company specializing in software as a service (SaaS). In June 2004, the company went public on the New York Stock Exchange under the stock symbol CRM, raising US$110 million. Company Specializes in cloud based CRM and offers SaaS and PaaS solutions. Growth of Cloud Based Services A series of macro-trends is fundamentally changing the way businesses must operate. Globalization is changing the competitive landscape, and mobility is changing the way workers do their jobs. An explosion of consumer-oriented, on-demand services, led by Amazon.com and Apple’s iTunes, has taught people how easy it can be to access and share information or the goods and services they want. These experiences, combined with the escalating competitive climate...

Words: 4433 - Pages: 18

Free Essay

Digital Banking

...www.nitie.ac.in Volume 7 Issue 1 StreetAtNITIE In-Fin-NITIE ALSO INCLUDES: Bank Loan for Startups MSME Sector Development Global Turmoil and Indian Capital Market IN-FIN-NITIE Vol 7 Issue 1 IN-FIN-NITIE Vol 7 Issue 1 MESSAGE FROM THE CONVENOR Want to become an Investment Banker or a Financial Research Analyst Stop dreaming…Add the skill sets required to become one… IIQF is the pioneer of high-end finance education in India. It is an education initiative of top industry practitioners who have pioneered the most sophisticated financial technologies in India like Portfolio Risk Management Models and Systems and Algorithmic Trading Systems using High Performance Parallel Computing. “A mere 25% of graduates that India produces every year is actually employable. Even though India is poised to become the third largest economy in the world by 2050, out of all the graduates that pass out in an academic year, only 25% are suitable for getting inducted into the industry.” Jeffrey Fuller, Principal Advisor of Human Capital. There exists a huge gap between the skills that are required by the industry and what the Indian academic system produces. The objective of IIQF is to impart training to students in those skill-sets that are in demand in the industry and make them industry ready, or as we call them “The Street-Ready”. Certificate Program in Advanced Financial Modelling in Excel and VBA Certificate Program in Financial Modelling in Excel ...

Words: 17797 - Pages: 72

Premium Essay

Marketing Strategy Google

...The Academy of Economic Studies Marketing strategy of Aura Scarlat Elena Nichifor Ioana Carmen Mechis Ioana Petric Magda Ungureanu TABEL OF CONTENT Introduction …………………………………………………………………..…………….….… 3 1. Situation analysis ………………………………………………………….…………….……4 2.1. Industry analysis …………………………………………….……………….4 2.2. Sales analysis . …………………………………………….…………………5 2.3. Competition analysis ………………………………………………………...6 2.4. SWAT analysis ………………………………………………………............7 2.5. Analysis of marketing strategy …………………………………………….8 2. Marketing strategy . ………………………………………………………..............................9 3.6. Marketing segmentation strategy …………………………………………… 9 3.7. Targeting strategy and position in map ……………………………...……...12 3.8. Product life cycle ……………………………………………………….......14 3. Marketing programs ………………………………………………….…….............................16 3.1. Marketing mix ……………………………………….………………...........16 3.2. Loyalty programs ……………………………………………………….......18 3.3. Customer service and support ………………………………………………20 3.4. Market research ………………………………………………………..........22 3.5. Trust & Credibility ……………………………………………………….....25 4. Implementation plan ………………………………………………………...........................28 4.1. Product design and development . ………………………………………….28 4.2. Marketing and sales ………………………………………………………...29 4.3. Scheduling Gantt ………………………………………….…………….......30 5. Financial information …………………………………………………….…... …………….32 5.1....

Words: 12942 - Pages: 52

Premium Essay

Business Intelligence

...SPECIAL ISSUE: BUSINESS INTELLIGENCE RESEARCH BUSINESS INTELLIGENCE AND ANALYTICS: FROM BIG DATA TO BIG IMPACT Hsinchun Chen Eller College of Management, University of Arizona, Tucson, AZ 85721 U.S.A. {hchen@eller.arizona.edu} Roger H. L. Chiang Carl H. Lindner College of Business, University of Cincinnati, Cincinnati, OH 45221-0211 U.S.A. {chianghl@ucmail.uc.edu} Veda C. Storey J. Mack Robinson College of Business, Georgia State University, Atlanta, GA 30302-4015 U.S.A. {vstorey@gsu.edu} Business intelligence and analytics (BI&A) has emerged as an important area of study for both practitioners and researchers, reflecting the magnitude and impact of data-related problems to be solved in contemporary business organizations. This introduction to the MIS Quarterly Special Issue on Business Intelligence Research first provides a framework that identifies the evolution, applications, and emerging research areas of BI&A. BI&A 1.0, BI&A 2.0, and BI&A 3.0 are defined and described in terms of their key characteristics and capabilities. Current research in BI&A is analyzed and challenges and opportunities associated with BI&A research and education are identified. We also report a bibliometric study of critical BI&A publications, researchers, and research topics based on more than a decade of related academic and industry publications. Finally, the six articles that comprise this special issue are introduced and characterized in terms of the proposed BI&A research framework. Keywords:...

Words: 16335 - Pages: 66

Premium Essay

Bpcl

...SPECIAL ISSUE: BUSINESS INTELLIGENCE RESEARCH BUSINESS INTELLIGENCE AND ANALYTICS: FROM BIG DATA TO BIG IMPACT Hsinchun Chen Eller College of Management, University of Arizona, Tucson, AZ 85721 U.S.A. {hchen@eller.arizona.edu} Roger H. L. Chiang Carl H. Lindner College of Business, University of Cincinnati, Cincinnati, OH 45221-0211 U.S.A. {chianghl@ucmail.uc.edu} Veda C. Storey J. Mack Robinson College of Business, Georgia State University, Atlanta, GA 30302-4015 U.S.A. {vstorey@gsu.edu} Business intelligence and analytics (BI&A) has emerged as an important area of study for both practitioners and researchers, reflecting the magnitude and impact of data-related problems to be solved in contemporary business organizations. This introduction to the MIS Quarterly Special Issue on Business Intelligence Research first provides a framework that identifies the evolution, applications, and emerging research areas of BI&A. BI&A 1.0, BI&A 2.0, and BI&A 3.0 are defined and described in terms of their key characteristics and capabilities. Current research in BI&A is analyzed and challenges and opportunities associated with BI&A research and education are identified. We also report a bibliometric study of critical BI&A publications, researchers, and research topics based on more than a decade of related academic and industry publications. Finally, the six articles that comprise this special issue are introduced and characterized in terms of the proposed BI&A research...

Words: 16335 - Pages: 66

Premium Essay

Annual Report

...Form 20-F 2011 Nokia Form 20-F 2011   As filed with the Securities and Exchange Commission on March 8, 2012. UNITED STATES SECURITIES AND EXCHANGE COMMISSION Washington, D.C. 20549 FORM 20-F ANNUAL REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934 For the fiscal year ended December 31, 2011 Commission file number 1-13202 (Exact name of Registrant as specified in its charter) Republic of Finland (Jurisdiction of incorporation) Nokia Corporation Keilalahdentie 4, P.O. Box 226, FI-00045 NOKIA GROUP, Espoo, Finland (Address of principal executive offices) Riikka Tieaho, Director, Corporate Legal, Telephone: +358 (0)7 1800-8000, Facsimile: +358 (0) 7 1803-8503 Keilalahdentie 4, P.O. Box 226, FI-00045 NOKIA GROUP, Espoo, Finland (Name, Telephone, E-mail and/or Facsimile number and Address of Company Contact Person) Securities registered pursuant to Section 12(b) of the Securities Exchange Act of 1934 (the “Exchange Act”): Title of each class Name of each exchange on which registered American Depositary Shares Shares (1) New York Stock Exchange New York Stock Exchange(1) Not for trading, but only in connection with the registration of American Depositary Shares representing these shares, pursuant to the requirements of the Securities and Exchange Commission. Securities registered pursuant to Section 12(g) of the Exchange Act: None Securities for which there is a reporting obligation pursuant to Section 15(d)...

Words: 149449 - Pages: 598

Premium Essay

Nokia Annaul Report

...Form 20-F 2011 Nokia Form 20-F 2011   As filed with the Securities and Exchange Commission on March 8, 2012. UNITED STATES SECURITIES AND EXCHANGE COMMISSION Washington, D.C. 20549 FORM 20-F ANNUAL REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934 For the fiscal year ended December 31, 2011 Commission file number 1-13202 (Exact name of Registrant as specified in its charter) Republic of Finland (Jurisdiction of incorporation) Nokia Corporation Keilalahdentie 4, P.O. Box 226, FI-00045 NOKIA GROUP, Espoo, Finland (Address of principal executive offices) Riikka Tieaho, Director, Corporate Legal, Telephone: +358 (0)7 1800-8000, Facsimile: +358 (0) 7 1803-8503 Keilalahdentie 4, P.O. Box 226, FI-00045 NOKIA GROUP, Espoo, Finland (Name, Telephone, E-mail and/or Facsimile number and Address of Company Contact Person) Securities registered pursuant to Section 12(b) of the Securities Exchange Act of 1934 (the “Exchange Act”): Title of each class Name of each exchange on which registered American Depositary Shares Shares (1) New York Stock Exchange New York Stock Exchange(1) Not for trading, but only in connection with the registration of American Depositary Shares representing these shares, pursuant to the requirements of the Securities and Exchange Commission. Securities registered pursuant to Section 12(g) of the Exchange Act: None Securities for which there is a reporting obligation pursuant to Section 15(d)...

Words: 149449 - Pages: 598

Premium Essay

E-Business Market Strategy

...Chris Boich EBUS308: Intro to E-Business Professor Phillips May 3, 2016 Chris Boich EBUS308: Intro to E-Business Professor Phillips May 3, 2016 Convenient Coffee Convenient Coffee Table of Contents Executive Summary 2 Mission Statement 2 Descriptive New Business Concept Summary 2 Justification of Relevance of New Business Concept 3 Role of the Internet in the New Business Concept 3 Description of the Business Model 4 Description and Justification of the Stakeholders & Target Market 5 Consumer Relationship Management 7 Description of the General Customer Touch Points 7 Description of the Customer Profile & Psychographics of the Target Market 10 Important Image Goals to Ensure Target Market Attraction 11 Internet Branding and Marketing Plan: Strategies for Web Pages 12 Market Analysis Summary 12 Brand Strategy 14 Customer Engagement Plan 15 Description of the Various Technologies That Were Used 18 Recency, Frequency, Monetary (RFM) Analysis 20 Description and Importance of Performance Metrics 23 Internet Branding and Marketing Plan: Integrated Communications Strategies 26 Customer Engagement Plan 26 Social Network Marketing 26 Internet Video Marketing 31 Explanation of How the Communications Represent Integrated Communications 33 Development of Lasting Customer Relationships 36 New Virtual Marketing Strategy 36 Strategy for Developing a Lasting Customer Relationship 39 Justification of the Strategy...

Words: 9950 - Pages: 40

Free Essay

Case Study

...Service Sector The service sector covers a wide range of activities from the most sophisticated information technology (IT) to simple service provided by the unorganized sector , such as the services of the barber and plumber . National accounts classification of the services sector incorporate trade, hostels and restaurants; transport, storage and communication; financing, insurance, real estate, and business services; and community, social and personal services. The service sector consists of the "soft" parts of the economy, i.e. activities where people offer their knowledge and time to improve productivity, performance, potential, and sustainability, what is termed affective labor. The basic characteristic of this sector is the production of services instead of end products. Services (also known as "intangible goods") incl7ude attention, advice, access, experience, and discussion. The service industry forms a backbone of social and economic development of a region. It is one of the major sectors in the non-good producing industries under private ownership. Approximately 55%of the economic activity of us occurs in service industries comprising of different divisions as classified by North American industry classifications system (NAICS). In World Trade Organization (WTO) and Reserve Bank of India (RBI) classifications, construction is also included. Service sector is the lifeline for the social economic growth of a country. In the day of largest and fastest growing sector...

Words: 23600 - Pages: 95