Web Usage Mining for Web Page Recommendation

Web Usage Mining for Web Page Recommendation A Survey On Web Usage Mining For Web Page Recommendation Using Biclustering ABSTRACT The World Wide Web contains an increasing amount of websites which in turn contains increasing number of web pages. When any user visits a new website they have to go through large number of web pages to meet their requirements. Web usage mining is the process of extracting useful knowledge from the server logs. This useful knowledge can be applied to target marketing and in the design of web portals. A Recommender system is one of the best web usage mining Application which reduces the difficulties faced by the users to meet their requirements .It recommends the pages of interest to the user. This report includes the survey of different clustering and biclustering techniques. Also we will discuss the biclustering approach which has some advantages over the traditional clustering approach. Keywords : Web usage mining, Recommender system, biclustering I. INTRODUCTION The World Wide Web store, share, and distribute information in the large scale. There is large number of internet users on the web. They are facing many problems like information overload due to the significant and rapid growth in the amount of information and the number of users. As a result, how to provide web users with more exactly needed information is becoming a critical issue in web applications. Web mining extracts interesting pattern or knowledge from web data. It is classified into three types as web content mining, web structure, and web usage mining. Web usage mining is the most important area of web mining which deals with the extraction of useful knowledge from the web usage data. There are different kinds of datasets on which web usage mining can be performed. They are in the form of log files. These log files can be stored at server side, proxy side and client side. Mostly the server side log files are used for web usage mining. Before the mining process various pre-p rocessing techniques can be applied to the log files, for example, pre-processing, pattern discovery, pattern analysis. The data mining techniques like Association rule mining, Sequential pattern analysis; Classification and Clustering are used to mine the web usage data. The mined knowledge can be helpful in different web applications like personalization of web Content, support for the design, E-commerce, and many other web applications. In this paper we discuss clustering technique of data mining for web usage data. Clustering is one of the important data mining technique to discover usage pattern from the web usage data. The users with the same browsing pattern are clustered in the same group and the others are clustered in different groups. In this survey we consider biclustering algorithm based on genetic algorithms (GAs) for effective clustering. In general, a genetic algorithm (GA) is a search heuristic that mimics the process of natural selection. This heuristic (also sometimes called a metaheuristic) is routinely used to generate useful solutions to optimization and search problems [10]. So, we believe that a clustering technique with Genetic algorithm can provide relevant clusters more effectively. A traditional clustering method clusters users according to their similarity of browsing behaviour under all pages. However, it is often the case that some users have similar behaviour only on a subset of pages. For example consider below example user page matrix. [2] TABLE-1 : USER PAGE MATRIX When all pages are considered users 1, 2, and 4 do not show similar behaviour since their hit count values are uncorrelated under page 2 ,while users 1 and 2 have an increased hit count value from page 1 to page 2, the hits of user 4 drops from page 1 to page 2. However, these users behave similarly under pages 1, 3, and 4 since all their hit count values increase from page 1 to page 3 and increase again for page 4. A traditional clustering method will fail to recognize such a cluster since the method requires the three users to behave similarly under all pages which are not the case [2]. To overcome this problem Biclustering or Two- way clustering was introduced. Biclustering was first introduced by Hartigan and called it direct clustering [1]. Following section describes some of the clustering and biclustering methods together with Genetic algorithm available in the literature. II. LITERATURE SURVEY 2.1 WEB MINING Web mining is categorized into three areas which are Web usage mining, Web content mining, and Web structure mining [6]. Web usage mining makes use of logs that are generated by the Web server to make sense of the user’s behaviour on the Web. The logs captured by web servers are the primary source of data in web usage mining, and it is important as it explicitly records the browsing behaviour of site visitors. The greatest advantage of the web server logs is that they are records of what people have actually done, and not what they might do or thought they did [4]. Web personalization based on Web usage mining involves three phases; data preparation and transformation, pattern discovery, and recommendation. In the first stage, the web server logs will undergo intensive pre-processing stage that will remove all irrelevant information and prepare the logs for pattern discovery to derive the user profile. A previous study used frequency and duration as indicators to represent the interest degree of a Web page to a user in the session. Another separate study indicates that contiguous sequential patterns found in frequent navigational paths are more suitable for predictive tasks, such as predicting which item the user will access next during his navigation. Recent studies on sequential patterns in web log data show that ordered sequence of events can discover web users’ navigational patterns [4]. Web content mining is the process of extracting knowledge from the content of Web documents [6]. One of the challenges in Web content is to extract useful information from the pages. This stage is known as Web content cleaning. A Web page typically contains a mixture of many kinds of information, such as the main content, advertisements, navigation panels, and copyright notices [5]. Web content mining techniques alone is unable to handle dynamic content changes in news sites. On the other hand, personalization based on web usage by itself is not able to reflect the changes in site content, because these changes are not included in the Web logs. As Web usage and Web content have limitations, combining these two areas will harness both of their use for personalization [4]. 2.2 WEB LOG A Web log is a file to which the Web server writes information each time a user requests a resource from that particular site. All users’ web access activities of a website are recorded by the WWW server of the website and stored into the Web Server Logs. Each user access record contains the client IP address, request time, requested URL, user ID, HTTP status code, etc. Web log consist of attributes with the data values in the form of records. The information contained in web logs has been used in many different ways. In various studies, researchers and search engine administrators have used information from web logs to learn about the search process and to improve search engines. Besides learning about search engines or their users, query web logs are also being used to infer semantic concepts or relations [3]. 2.3 DATA COLLECTION There are three main sources to get the row log data, which are namely 1) Client Log File 2) Proxy Log File 3) Web Server Log File Web Server Log File: The most significant and frequently used source for web usage mining is web server log data. This web log data is generated automatically by web server when it services user request, which contains all information about visitor’s activity. The common server log file types are access log, agent log, error log and referrer log [7] Table-1 summarizes each. TABLE-2: WEB SERVER LOG FILE TYPES AND CONTENT[7] Depending on web server, web log file data varies on number, type of attributes, and format of log file. W3C maintains standard log file format however custom log file format can be configured. Many varied format are available like 1.Common log format, 2.Extended common log format, 3. Centralized log format, 4.NCSA common log format, 5.ODBC logging, 6.Centralized binary logging. among all common or extended file format are mainly implemented by web server. [7] Common Log Format (CLF) may contain following fields [host/IP rfcname logname [DD/MMM/YYYY: HH:MM:SS-0000] â€Å"METHOD/PATH HTTP/ 1.0† bytes] [7] 2.4 RECOMMENDATION SYSTEM Recommender systemsorrecommendation systems are a subclass ofinformation filtering systemthat seek to predict the rating or preference that user would give to an item.The most popular ones are probably movies, music, news, books, research articles, search queries, social tags, and products in general. However, there are also recommender systems for experts, jokes, restaurants, financial services,life insurance, persons (online dating), and Twitter followers.[9] Various data mining techniques applied on web recommendation system for the data Pre-processing of web server log data. III. METHODS AND MATERIALS 3.1 BICLUSTER Bicluster Types [8] Different biclustering algorithms have different definitions of bicluster. 1) Bicluster with constant values (a), 2) Bicluster with constant values on rows (b) or columns (c), 3) Bicluster with coherent values (d). (a) (b) (c) (d) 3.2 CLICKSTREAM DATA PATTERN Clickstream data is a sequence of Uniform Resource Locators (URLs) browsed by the user within a particular period of time. By analyzing these data we can discover web users having similar browsing pattern. It requires some preprocessing before it is taken for analyse[1]. 3.3 INITIAL BICLUSTERS[1] K-Means clustering method is applied on the web user access matrix A(U, P) along both dimensions separately to generate ku user clusters and kp page clusters .And then combine the results to obtain small co-regulated sub matrices (ku Ãâ€" kp) called biclusters. These correlated biclusters are also called seeds. 3.4 COHERENT BICLUSTERING FRAMEWORK USING GENETIC ALGORITHM (GA) [1] Usually, GA is initialized with the population of random solutions. In our case, after the greedy local search procedure the optimization technique genetic algorithm is applied on biclusters to get the optimum bicluster. This will result in faster convergence compared to random initialization. Algorithm: Evolutionary Biclustering Algorithm [1] Input: Set enlarged and refined seed Output: Optimal Bicluster Step 1. Initialize the population. Step 2. Evaluate the fitness of individuals Step 3. For i =1 to max_iteration Selection() Crossover() Mutation() Evaluate the fitness End(For) Step 4. Return the optimal bicluster Using the above algorithm we can generate optimum biclusters from web usage data which exhibits high coherence between the web user and the pages visited by them. Analyzing these overlapping coherent biclusters could be very beneficial for direct marketing, target marketing and also useful for recommending system, web personalization systems, web usage categorization and user profiling. The interpretation of biclustering results is also used by the company for focalized marketing campaigns to improve their performance of the business [1]. IV. CONCLUSION The Biclustering approach overcomes the problem associated with traditional clustering methods by showing the higher coherence between the web user and the subset of pages visited by them. The result of Biclustering can be used in the focalized marketing strategy like direct marketing and target marketing. The recommendation system will give the website its most visited pages by its all user. It also gives information of the user having same behaviour on subset of pages. So it target on improving the website’s design, information availability and quality of services. Future work aims at extending this framework by using it as a pre-processing tool for the web page recommendation system. REFERENCES

Single Mothers and Higher Education

Every day in America another woman becomes a mother. In an average year 4,248,000 women in the United States become mothers (Ventura, 2012). â€Å"One out of every three American children is born to a single mother† (Single Mothers 2006). With divorces still at 856,000 a year (Amato, 2010) thousands of children are suffering from single parent families. Divorce is not only hard on children but also women. Most women do not have higher educations before the divorce and this causes financial hardships. Due to this hardship women return to college in hopes to seek a higher education and be able to provide better for their children. The review of literature not only demonstrated the amount of stress one goes through but also the financial burdens they are faced with during this time. Literature came to show although the difficulties during these times were rough, but the outcomes were beneficial. Single Mothers and Higher Education If being a single mother is not hard enough, being a single mother going towards a higher education is even harder. Every day, women in America go back to school in hopes to achieve a higher education. Single mothers face many challenges when it comes to pursuing a college degree. These single mothers are not only working they are also care for their children and trying to achieve a higher education. In reports from 2011 37% of mothers were single parents (Postal 2013). Not only are these mother struggling these children of single mothers are also struggling. They are born into poverty and have a higher chance of becoming teen parents along with higher rates of drop outs during high school years. Higher educations for these moms are one way they can help their kids beat the odds. When being born into a single mother household yours odds are stacked against you. Right out of the gate you are â€Å"more likely to live in poverty and have poor development outcomes† (Postal, 2013). â€Å"Completion of an undergraduate degree is one way single mothers can mitigate the risk that they and their children will live in straitened circumstances† (Synnott, 2010). These challenges make it hard for single mothers to continue to push forward and some of them never see the end of the light where as others are able to finish and able to provide a life that would of never been possible without a higher education. Over the last four decades the rate of marriages have went down and the divorce rates have risen causing a large amount of single mothers to be left in this world to fend for not only themselves but also their children (McLanahan & Casper, 1995). Reports back in 1999 showed that over 20% of families are being raised by single mothers (Capser & Bryson, 1998). The struggles that one faces in a single parent family are larger than those who come from dual families. Single parents struggle with not only poverty but also have poor support systems. In 2000, 25% of single-mother and 12% of single-father families lived in poverty, compared with 5% of married-couple families with children† (U. S. Bureau of the Census, 2001). The average income for a single mother in 2011 Census was $23,000 (U. S. Bureau of the Census, 2011). With an income like this they are barely able to make ends meet and most of them are on some form of public assistance. Poverty is not the only issue when coming fr om single parent families adequate support is also a big issues. A lot of these children struggle in school due to lack of food, shelter or help at home. Although the government has put programs into place to help families who struggle with poverty these programs are just a temporary fix and when these women do get jobs they are barely able to make ends meet. Women who can get jobs have a hard time finding someone to watch their children. Most single moms don’t even make enough to cover a child care provider in order to make it to work. The quality of childcare is also at stake when you can only offer a small amount of compensation for their services. So more and more women are forced to stay at home and live off the government until they are able to achieve a better education, or they are forced to work more than one job in order to make it. More and more women now days are the sole provider for their households. Without a good job they suffer tremendously that is why higher educations are so important now days. In order to obtain a higher education there is a cost and a lot of single mothers cannot afford that cost. Single mothers fear they can’t keep their household up and pay tuition too. Money is one of the most common problems many single mothers orry about. The government has seen this time and time again and they have discovered that women do not go back to school because of lack of funds and they have built programs catered to single mothers so they can achieve a better education. Since the government has been able to fund programs to help pay for higher education they are able to help these women make it through t he system and come out on top. Not only has the government set aside special funds for single parents they have also put out scholarships and some colleges offer discounted tuition rates. In a recent report from Action Project out of New York City they found â€Å"over half of workers make less than $10 an hour, over 70% don’t get health insurance through their job, only 17% have a regular schedule, and just 25% have used a paid sick day. It may be little wonder, then, that single mothers earn less than half of what households with a married couple bring in – $32,597 compared to $71,830† (Walton 2012). Single mothers on average are making only ten dollars an hour they don’t even bring home enough money to cover their bills then they have to pay childcare which takes up half their checks (Walton 2012). Walton found that for an infant in childcare center it could cost as much as $20,200 a year in New York City (Walton 2012). Mind you these women are only making $32,597 a month that does not leave them much to live on during the year (Walton 2012). This is why it is very important for women to have a good solid education so they can make more than ten dollars an hour and can provide a better life for their family. Women who do go forward and get a higher education even if it’s just an Associate degree are better off financially. On average women who graduate with two-year degrees are earning an average salary of $34,960, and some earn significantly more (O’Shaughnessy, 2012). With a 4 year degree they can start off in the low 40’s (O’Shaughnessy, 2012). In the long run 4 year degrees tend to pay off the best for single mothers not only do they make more but better opportunities. Although there are some two year degrees can pay out too. A lot of degree’s in the medical field like nursing start to pay out after you have a 2 year degree but once you hit the 4 year degree your salary can increase tremendously (O’Shaughnessy 2012). Getting an education gives you a chance to move forward in life it also gives you opportunities that you would not have before. Now day’s jobs seek only those with a degree whereas before you could get into places without it now they demand it. Although it’s still possible to make a good living without a degree you are better off in the economy today to get one. Over the years more and more programs have been put out there to help aid single mothers. These programs promote education and show them their dream can become a reality. When a single mother who makes $22,000 a year looks at college and sees one class cost anywhere from 400-1200 a class they don’t think it will ever be possible (Walton 2012). Many programs have been put into place though to help them through this rough patch in life and help them achieve their goals. San Joaquin Delta College has a grant in place called the Cal Grant this grant covers as much as 50 percent of your cost for school† (Parrish, 2013). In order to receive this grant you must have a certain GPA. Another one of their programs they have which helps pay for tuition makes you be involved in the community programs to be eligible. Another great program that college also has is miracle mile association which helps single mothers though college with private donations. Another great program that was started at this college by a student who received the miracle mile was the Dome of Hope. Gwendolyn Primous was a student who got the grant and got inspiration to help others achieve the same goal of getting a higher education. Gwendolyn Primous stated: â€Å"I want to help people,† she said. I want to help them with their education and provide mobile tutoring. I want to help prepare people for work and break the cycles of habitual unemployment and working the system† (Parrish, 2013). It’s because of people like her who have been in the shoes and walked the life of poverty that understand the importance of these programs and the need to have them in place. Another great grant that has been offered to students who have overcome social and economic obstacles to obtain a higher education is the CONNTAC inc scholarship (Helen. 009). It provided students with 10,000 dollars to obtain a higher education. This program sees the obstacles one faces in order to get where they are and they want to help make the path easier by helping financially. A program called the Jeremiah Program has been put into place to allow single parents to achieve a higher education and fight the poverty they have been living in. This program was developed in 1998 with the philosophy â€Å"that mothers who succeed can life entire families out of poverty† (Quinton 2013). They have living quarters for these women to live in during their education and the women who start out there make no more than ten bucks and hour but after graduation they are making almost twenty dollars an hour. It’s amazing what this program does for these women. This program not only gives them an education, but a better life for their children and family. There are many other grants out there for single mothers people just have to look and have to want to do all the paperwork to get them. Another well-known program is Pell-Grants. These are based on your income and do not have to be paid back. The max Pell-grant is 5500 a year, although this is not enough to pay for college it can sure help along the way and cut down on the amount you have to pay† (Parrish, 2013). Last would be government subsidized and un-subsidized loans these are loans that are not based on your credit and can help you pay for your books, tuition and college related expenses. The key though is they do have to be paid back and the interest on these loans does add up. There are several ways to pay for college and many financial advisors out there to help you achieve the goal you just have to want to do it. These forms of loans can add up fast and when you have to repay them after college you can find yourself in a bit of a bind with the interest rates. It’s good to have these as a backup but grants and scholarships are always a better route to go. As post-secondary education is not always the easiest to achieve it is something that once you earn it no one can take it away. Zahn found in his studies in 2004 that those who go forth to get a 4 year degree improve the economic status for single mothers (Zahn 2004). Due to the amount of single mothers more and more studies have been done to show the importance of higher educations. With the advanced career more jobs will be offered to you. If you have a degree you are more likely to be chosen for an interview than someone who just has a high school diploma. The employer looks at those candidates as someone with specific expertise in that field. When it comes between degree or no degree employers see the candidate as someone who is goal orientated and someone who will succeed because degrees are not just handed out. By obtaining the higher education you will be looked at in new ways and have a better chance at a better job. Statistics just another word for a set of numbers people fall into on a daily basis. The U. S. Census Bureau found that women are becoming the lead breadwinners for their families (U. S. Census 2011). Of these female readwinners two thirds are single mothers (Rampell 2013). â€Å"The single mom statistics which was carried out in the United States reveal that there are almost 13. 7 million single parents as of November 2009. These single parents are responsible for providing for around 21. 8 million children. Out of this figure an estimated 26% are of age 21† (U. S Census Bureau of 2009. ) With these numbers being so high it covers a large percent of our population. Single mothers are hardworking i ndividuals that if given the right opportunities can go far in life. With all the new programs they have out to help single mothers go to college and achieve a higher education it’s sad more people don’t jump on the band wagon and stick to it. A lot of people find excuses and I feel they truly don’t want to better their lives. Out of 12. 2 million single parent families in 2012, more than 80% were headed by single mothers (US Census Bureau, 2009). With single mother hood on the rise its our job to open their eyes and see the benefits of achieving a higher education and the opportunities that will be available if they are to achieve this goal. There are many ways we can help single mothers walk across that stage and reach that ultimate goal. Donations are always a great way to get there. Most the time single moms don’t go back to school because funds are tight and they can’t afford to take care of children and get an education. With donations to programs like miracle mile association women are able to go back to school and get that education they deserve and their children are able to have a more financially stable house hold. It’s never easy no matter what age you go back to school but just knowing your cost are taken care of is a huge burden lifted so you can focus more on the education and less on the how am I going to pay for it. Another great way we can help is to make people more aware of these programs because a lot of people don’t know they exist. Spread the word and let people know that this goal can be achieved in these little steps. Also being a support network for someone who has gone back to school can be a big help too because it is scary and it is hard to get back into the swing of things, but with help it is possible.

The Ultimate Solution for New Act Essay Samples

The Ultimate Solution for New Act Essay Samples The manner ACT Writing frames the essay prompts does a good deal of the job for you. Delve into the steps which you want to take to have a perfect 12 on your ACT essay. Now you are aware of how to compose a great ACT essay. The ACT essay was always simple to master with a little practice and the ideal methods. For additional information regarding the new ACT Essay, the way the new assignment differs from its predecessor, and ACT's rationale supporting the change, have a look at our latest blog post. ACT Writing tutoring offers many benefits which you won't locate any conventional classroom setting. One of the greatest strategies to help your student prepare for the ACT Writing prompt is to make a test-like environment to practice. Take a look at our best-in-class on-line ACT prep program. The cost of an essay depends upon the total amount of effort the writer has to exert. Your essay does not need to DO ALL THE THINGS in every single category to be able to be given that score. Understanding how to compose different kinds of essays will only enable you a limited volume. If you opt to take part in the Writing section or you are living in one of the states that ask you to take it, you are going to want to make certain to do your very best. What Everybody Dislikes About New Act Essay Samples and Why Perspective Two is correct, but it just goes so far. Read and carefully look at these perspectives. Colleges do take some time to compare student scores so you are going to want to everything you can to put your very best foot forward to try to impress the admissions office at the college or university you'd love to attend. Students may still choose whether they wish to select the essay, and it'll still be the previous section of the test for students who opt to take it. The Nursing Practice Act is so critical in lots of ways. There's no question that the ACT is essential for high school students who are considering applying to college. Receiving a great score on the Writing part of the ACT may set you apart from the crowd and enhance your odds of being accepted to a college or university of your pick. It is an important step when applying to various colleges and or universities. A minumum of one member of the board must be 60 decades old or older. There's also a possibility that the new scoring session could find the exact same result a second moment. Our customer support will gladly tell you whether there are any special offers at the present time, together with make sure you are getting the very best service our company may deliver. Things You Won't Like About New Act Essay Samples and Things You Will The Organization scoring domain is a fairly easy one to succeed on should you stick to the protocol, so make sure that you nab your points here. There's an application fee that does not exceed $15 0. When it has to do with the writing prompt, the ACT website states The test describes a matter and provides three distinct perspectives on the problem. Your score won't be impacted by the perspective you take on the problem. The Pain of New Act Essay Samples Each has three perspectives for you to select from when making your selection. Each suggests a specific means of thinking about the effect of censorship. Instead center on completing the essay, ensuring it has every important key notion, some support for every one of the important ideas, and a crystal clear conclusion. Given the continued effect of censorship on several facets of our lives, it's an issue worth examining. The New Act Essay Samples Cover Up The idea is to receive essay graders to perk up just a little bit when they read your thesis and after that go in the body of your essay having a more positive attitude. Directions for the essay test the function of the essay test is to learn how well it is possible to write an essay. The same holds for the rest of the structure of your essay all around. You may use While some can say'' and I would strongly recommend you do use that phrase. You will also have to demonstrate a good grasp of spelling and grammar abilities and be in a position to use tone and flow to produce your essay easily understood. Additionally, you don't need to write in complete sentences, or phrase things as elegantly as you will in the authentic essay, and therefore don't fret about that. A zinger is much like a hook, except it's used at the previous sentence of the whole essay.

Technology and Morality in Shelleys Frankenstein - Is...

Frankenstein: Is Knowledge Always Evil? nbsp; As of this writing, I have decided to regard the local TV channels The more you know... commercials as being evil. I do not understand how anyone could regard knowledge as anything but evil. The more you know... the more your mind feels the need to explorer for more knowledge and the more evil it will encounter. The more you search, the more ignorant you realize you are and the more open to pain you become. Who needs to have the knowledge possessed by God or the knowledge of creation from nothing? Frankenstein ...ardently desired the acquisition of knowledge and later came to realize ...how dangerous is the acquirement of knowledge. nbsp; In Mary Shelleys Frankenstein we†¦show more content†¦We see that Frankenstein was able to accumulate the knowledge necessary to accomplish his goal of creation. However, we then see how the completion only brought him misery and sealed his fate of an uneasy life. nbsp; The destruction of Frankensteins life from his pursuit of knowledge comes in many ways from the death of family and friends to the endless torment from his creation through the remainder of his life. It is not explicitly provable but we can attribute his destruction more to the fact that Frankensteins search led him to level of knowledge that he was just not prepared to handle. That level being that of God. He tried to take on a role that was not for him as we see when he runs from his creation and again when the monster is relaying his story of abandonment from his creator. nbsp; The monster through his inherent or programmed inquisitive nature also possessed a need to learn. In a matter of a few years after his creation, the monster learned the notions of God and a divine creator. This knowledge in addition to observing the actions and reactions of humans, began to create questions of purpose, who/what is God, personal history, and future/fate. His knowledge of a basic societal structure made him aware that he was an outcast, a monster who was alone and belonged to none. His knowledge led him feelings of sorry and pain, the same feelingsShow MoreRelatedFrankenstein by Mary Shelley Essay3112 Words   |  13 PagesFrankenstein by Mary Shelley FRANKENSTEIN ‘Frankenstein is full of ideas and warnings which are relevant to a modern audience.’ -Discuss the enduring appeal of the novel. Introduction: Despite being over a century old, Mary Shelleys Frankenstein has continued to hold public interest for nearly two hundred years. The novel was published 1818 and is one of the most acclaimed gothic stories in the history of literature. It has remained a firmRead MoreThe Depths Of Humanity By Mary Shelley2235 Words   |  9 Pagesresearch, in vitro fertilization and the Human Genome Project, just to name a few. In Mary Shelley’s Frankenstein and Mary E. Pearson’s The Adoration of Jenna Fox, old and new scientific techniques are used to depict the creation of life; for example, Victor Frankenstein’s obsession with science and creating his â€Å"monster† and Matthew and Claire Fox taking on the acts of recreating Jenna. Although Frankenstein and The Adoration of Jenna Fox seem somewhat different in their plot, setting and characters