INTRODUCTION: KEYWORD-BASED search has been the most popular search in today’s searching world. The result of Keyword based search is better than Google .On Google search engine user or searcher did not find relevant image result. This is because of two reasons. Queries are in general short and non-specific. Number of users may have different intentions for the same query . Searching for apple by a farmer has a different meaning from searching by a technical person .There is one solution to solve these problems is personalized search where user specific information is considered to distinguish between exact intentions of user queries and reranked the images. Figure.1: (top) non-personalized and (bottom) personalized search results for the query “Samsung Laptop”. Fig. 1 shows the example for non-personalized and personalized image search results from the search engines. The non-personalized search returned results only based on the user query relevance and displays Samsung laptop images as well as it can displays the Samsung charger battery on the above image in figure1. While personalized search results consider as both user query relevance and user preference, so the personalized results from a laptop lover rank the laptop images on the top. Increasingly developed social networking websites, like Flicker and YouTube allow users to create, share, upload, and annotate images. Flicker database is used to demonstrate the effectiveness of proposed system. The proposed system has two components 1) Ranking Based Multicorrelation Tensor Factorization model (RMTF) is used to calculate user’s annotation prediction which provides user preferences to assigning tag on image. RMTF avoids common noi... ... middle of paper ... ...person can find the personalized image list easily. 4. User obtained highly ranked images. CONCLUSION: Metadata created by users through their everyday activities on social networking site is used to obtain highly relevant images. Ranking Based Multicorrelation tensor factorization is introduced to eliminate the severe sparsity problems appeared in existing system. To find users topic, LDA (Latent Dirichlet Allocation) algorithm. The system introduces two main components to obtained personalized images. First is to calculate user’s preferences to assign a tag to the image and second is selection of single keyword query for relevant image searching. Users Sensitive Topics are generated to predict the user’s profile. The query mapping or query relevance and topic sensitive user preferences(TSUP) are integrated into final ranked result of relevant images .
Social media is a crucial part of individual’s lives and shows no signs of dissipating. We are constantly checking our phones for the latest information and even if an individual chooses not to be active on social media, someone else is most likely incorporating them in tagged photos. Research by Smith 2015, shows that over 64% of Americans own a smartphone with shows the potential for the formation and management of impressions online to increase. Facebook, which is one of the most commonly used social networking sites (SNS), many individuals are skeptical of the individuals that do not have a Facebook account. The social networking site has been on the rise, which leads to the opportunity to explore what content people are choosing to share
Today, over 5 billion people have mobile phones, 2 billion people are on the Internet, an individual spends more than 3 hours online, and over 400 million tweets are sent per day. 2.5 billion contents are shared on Facebook, 2.7 billion “Likes”; 300 million photos are being uploaded. Facebook is the world´s largest community serving over a billion of users. Social media are storing massive amount of data of terabytes to zettabytes size, never-before-analyzed data that carry crucial information, which cannot be ignored. However, around 90% of the captured data is “Unstructured” meaning it's spontaneously generated and not easily captured and classified. The graph below shows the voluminous increase of unstructured data from 2010 to 2015.
By being in the online market since long time, it has become important in educating self to remain updated with the latest search engine algorithms.
Over the past few decades, the generation and availability of information over the cyberspace is increasing enormously. There exist an alarming need for solutions that will help to filter the relevant data from the collection of disorganised data for the users to select the most suitable data from the available collection of data. A lot of strategies have been developed, that assist in the selection of relevant information for the user. Applications on the internet are making searching convenient for users by incorporating recommender systems within the applications which helps to filter unwanted information, predict the needs and preferences of users (Long, Zhang, & Hu, 2011) and provide suggestions to the users. When compared to the other fields of information systems, recommender systems is a relatively new field, as it initially used to be a part of information retrieval and management sciences.
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Various web-based companies have developed techniques to document their customer’s data, enabling them to provide a more enhanced web experience. One such method called “cookies,” employs Microsoft’s web browser, Internet Explorer. It traces the user’s habits. Cookies are pieces of text stored by the web browser that are sent back and forth every time the user accesses a web page. These can be tracked to follow web surfers’ actions. Cookies are used to store the user’s passwords making your life easier on banking sites and email accounts. Another technique used by popular search engines is to personalize the search results. Search engines such as Google sell the top search results to advertisers and are only paid when the search results are clicked on by users. Therefore, Google tries to produce the most relevant search results for their users with a feature called web history. Web history h...
Schwartz, Barry. "Google's Cutts Argues Google's Search Results More Than 18%." Seroundtable.com. N.p., 5 Sept. 2012. Web. 14 Mar. 2014.
In today’s fast paced technology, search engines have become vastly popular use for people’s daily routines. A search engine is an information retrieval system that allows someone to search the...
This world as we know is heading towards a more virtual era, where everything we need to know is under the palm of our hands. We have many devices such as smart phones, tablets, computers, which gives us access to an infinite amount of information. This virtual life style we are becoming accustomed to introduced us to social media. An increase amount of interaction is being built between known and unknown users from all around the world. Social networks such as Facebook, MySpace, twitter, and even tumbler have become an everyday routine of our daily lives. In this modern society, all these social media websites have brought about a significant amount of impact in many of us. It has really influenced its users on how to conduct their lives.
Search engines, specifically Google, have probably contributed more to the distribution of knowledge than any other invention since the creation of the printing press. Google was created by Larry Page and Serge...
Search engines are not very complex in the way that they work. Each search engine sends out spiders to bots into web space going from link to link identifying all pages that it can. After the spiders get to a web page they generally index all the words on that page that are publicly available pages at the site. They then store this information into their databases and when you run a search it matches they key words you searched with the words on the page that the spider indexed. However when you are searching the web using a search engine, you are not searching the entire web as it is presently. You are looking at what the spiders indexed in the past.
Technology has advanced tremendously over the past decade, and appears to be advancing at a rapid pace each and every day. The social media is growing just as rapidly. Social media is an interaction between individuals that want to exchange information, photographs, and ideas in different types of networks. Social media users include people of all ages. These people have various experiences, have different cultures, and have various technical skills. (Brandtzaeg 1008) The social media depend on net-based technologies to generate the network for users to share. Social media includes everything that has to do with the Internet. By using the Internet, users can communicate with people locally and worldwide. People are no longer required to travel across the world to experience another culture. This can be done with social networking. The types of social media today come with many different types of communication such as social blogs, wall-postings, songs, photographs, and podcasts. The communication between users is informational, interactive, and also educational. However, unfortunately, most social networking sites keep track of all the interactions that take place, and this is a concern about Internet privacy for Facebook, Twitter, Google, and other social media users. Not only do they keep track of all interactions by the users, they also own all the content, including pictures that the users upload. The social network keeps this information on the user, even if the user deactivates their account with that particular site. Most users do not have any idea that the operator of the networking service keeps this information, and has access to all pictures and tags. By not having adequate security...
Internet has become a vital element in people daily lifestyles. People use smart phones, tablets, laptops or computers to access Internet. By the first decade of the 21st century, many Internet users use faster broadband Internet access technologies. As the Internet users grow, one of the Internet phenomenons that can be seen is social networking. Basically, people use social media to interact among people where they create, share or exchange information in virtual communities and networks.
Social media is the fruit of the current Web 2.0 technology. It is a series of organized applications which need to have internet connection to realize their functions of producing and interchanging of the contents generated by users (Kaplan & Haenlein, 2010). To be clearer, the social media is what we use to exchange information in daily life through internet. The implementation of social media can be found all around us, especially with the development of portable devices, and easier internet access. With constant upgrading on mobile platform, and the efforts of internet suppliers, more and more people can now enjoy the social media applications and media web sites with a relatively lower constraint by time and space. Through using social media tools, people can receive or deliver information quicker and more effectively. The implementation of social media has made the earth smaller. Thus, it may bring about many impacts which may significantly change people’s lives.