Efficient Data Mining Classification Technique Essay

Efficient Data Mining Classification Technique - Essay Example Therefore, the concept-evolution problem would be effectively addressed in this thesis along with data reduction and class balancing issues. This research project aims to study the shortcomings of existing novel class detection, data reduction, and class balancing data mining techniques in terms of their accuracy, efficiency, and applicability to real life applications of multi streaming data. The aim of the research is also to provide alternate solutions to overcome those drawbacks. My thesis aims to propose a general model and algorithm that will be tested on synthetic data and well known real data sets e.g. KDD Cup 99 network intrusion detection (KDD), Auslan [Kad02], and EMG [Kol05]. Classification, clustering, and aggregation are some of the data mining hot topics that are of extreme value in all engineering and scientific areas, such as, biological, physical and bio-medical sciences. Diversified nature of escalated data along with its composite aspects and multiple autonomous sources is a major issue in data mining that leads to the need for the development of real life applications. The motivation behind this study is offered in the following paragraphs: The first issue the thesis is going to address is that of evolving data, which represents a challenge for classification. The effective and efficient methods are needed by the growing and dynamic data streams, which are considerably different from the static data mining methods. The concept drift and infinite length are considered to be the well-studied features of data streams. Across data stream mining, to address the infinite length [Fan04] and concept-drift[Cha07][Kol05] [Wan03], diverse methods have been suggested in the literature. Yet, the data streams have two another challenging characteristics, known as, feature-evolution and concept-evolution, which are ignored by the present methods.

Covert Action Essay Example | Topics and Well Written Essays - 750 words

Covert Action - Essay Example The case facts are that either a coup or the outright â€Å"elimination† of Bashar Al-Assad is possible through an asset that could organize such action, embedded within the Syrian establishment. There is merit in covert action in this case, given the hard line stance of Al-Assad, the intractable nature of the war and of the positions of the two camps, the international opposition to the actions of the Syrian government and the need to stop the escalation of the violence to prevent further massive bloodshed, and the atrocious nature of the way thousands have already perished in the hands of the government forces (Bennet, 2005; Chulov, 2012; International Coalition for the Responsibility to Protect, 2012; MacFarquahar, 2011; Mawad and Gladstone, 2012; Middle East Policy Council, 2012; The New York Times Company, 2012; Rosenbach, 2009; Best, 2011; Cumming,2010 ). The literature tells us that covert actions convey many benefits to the US and to the international community, as a means to secure the interests of the international community and in the US where diplomacy and the legal channels are slow, cumbersome, ineffective, or just plainly deadlocked for a variety of reasons. Covert action essentially short circuits and bypasses all those difficulties. Moreover, an essential element of covert action is that it can be denied, while at the same time providing the US with a means to depose the intractable regime of Bashar Al-Assad and save thousands of lives more from the on-going attack of the Syrian government of its own people. On the other hand, the risks include that the covert action can backfire and strengthen the ranks and the resolve of the Al-Assad forces. The backlash can include more civilian deaths in retaliatory attacks on the public.

The Psychology Of Personality Psychology Essay

The Psychology Of Personality Psychology Essay Oprah Winfrey is one of the most influential black American women. She was born on January 29, 1954 in Kosciusko, Mississippi of USA. When she was young, she lived in a very poor surrounding with her grandparents despite her parents were separated. At the age of six, she moved to stay with her mother. Consequently, she was being sexually abuse and molested by male relatives and she endured the hardship. Right until she was fourteen, she moved again to stay with her father in Nashville Tennessee. Living with her father was not the hope she was looking for because that her father was loving and yet a real strict towards Oprah. She created conflict with her fathers high standards by dealing with drugs, rebellious behaviour and even lost a premature baby. She eventually settled down after being awarded with a University Scholarship. Although, her early years in life were filled with hardship, she still graduated as an honours student. Oprah graduated as a BA in Speech and Performing Arts from Tennessee State University. She was highly inspired by her fathers high standard to aim and achieve more from life. She began her career in the media industry and worked as a news anchor and reporter for television station in Nashville on the WTVF-TV station at the age of nineteen. She started to enjoy her work where she was able to be herself and express her own opinions and share her true feelings when she shifted to morning talk show AM Chicago at WLS-TV in Chicago. The show had become the number one ranked right after she started and it was renamed as The Oprah Winfrey Show after a year. Her show went on to become one of the highest ranked television talk show programs in history with twenty million American viewers every week. She had become famous by hosting her own show, which she really enjoyed that as her career (Fry). Section B A theory of human behaviour emphasizing the drive to overcome feelings of inferiority by compensation and the need to achieve personal goals that have value for society. Individual Psychology by Alfred Adler (Mifflin, 2007). Adlers theory talked about birth order and parenting style impact on personality in his assumptions of human nature. Oprah Winfrey was the only child in her family. According to Adlers theory, only child will tend not to lose primacy and power, besides, he or she will mature at early stage of life and may have certain issues in places where they are not the centre of attention. I believe that Oprah never loses her power based on Adlers theory in birth order, thats why she is able to build up herself again after all the hardships she has been through. But what about her parents parenting style? Basically, her parents were separated from each other and she had been put to a very poor environment with her grandparents when she was six. Thus, she was being neglected instead of pampering, in result, she received too little of attention from parents, and being sexually abuse and molested right until she was fourteen. She was able to endure all the hardships because she believed in her power, which I think the power comes from the nature of birth order that she had it. Upon staying with her father, she started to receive parental love for her father, although it was just single parents love, but I guess she would have been very grateful and appreciate the love. But her father was very strict as well, he had a very high standard for Oprah to aim and achieve more from life. Due to high standard, her behaviour had caused conflict with her fathers strict rules. But she eventually settled down everything after being awarded with a University Scholarship. She changed her wild behaviour because she knew she had a goal to accomplish from this university. As Adler said in his theory, behaviour may change throughout a persons life span in accordance with goals. According to Individual Psychology theory, life is a dynamic towards completion, perfection, superiority and mastery, which Adler is referring to human motivation as striving for superiority. Oprah acquired this human motivation from her own power and will, her fathers love and standard, and the scholarship. Striving for superiority is when one overcompensates for the feeling of inferiority and motivates the individual to seek for perfection and drive him or her to the goal for a total future (Mitchell). I believe that Oprahs striving for superiority is what makes her to be a very successful and talented television talk show host. But according to Adler, he said sometimes inferiority complex might happens as well, inferiority complex is defined as people couldnt overcome it and running away from the challenges, I bet this complex happened to Oprah when she was staying with the mother, which she was sexually abuse and molested. Due to unable to against, she developed inferiority compl ex and endured through all this suffer. Adler also described four different styles of life, which can be created by ourselves because we, human beings are non-deterministic and the life style is developed from the creative power of self (Luttrell, 2009). The four styles of life according to Adler are ruling, getting, avoiding and socially useful. Each of the styles is conceptualized in terms of degree of social interest and activity. I think that different people at different stages and environments in life might eventually shape their personalities based on Adlers styles of life. For instance, Oprah was given a very poor environment at the age of six, thus, she would be the getting type at that moment. She wanted to expect to be given everything she needed as a child, such as parents love, hugs, kisses or even being pampered. Unfortunate, she couldnt get it. In spite of that, she compensated her inferiority and developed superiority complex, thus, she has been shaped from getting type to socially useful type. Adler explained that socially useful type exhibits activity in the service of other and they always confront the life problems and endeavour to resolve them in a manner consistent with the needs of other individuals. Up until now, Oprah still belongs to this style of life; she has touched millions of lives in American and other countries. There are few of her achievements and deeds that really opened my eyes. She was the first black person that was being listed in Business Week as one of Americas top 50 most generous philanthropists (Manohar, 2010). She also invested $40 million in the making of Oprah Winfrey Leadership Academy for girls near Johannesburg in South Africa, which the project was started in January 2007. Even Nelson Mandela congratulated and applauded for her effort of overcoming her own disadvantaged youth to become a benefactor for the people. In my opinion, Alfred Adlers Individual Psychology theory has explained much for me to understand more about Oprah Winfreys background, development, accomplishments and so on. Besides, I would say Oprah Winfrey is a very resilient woman, believing in her own power and healthy striving for superiority to compensate all of her past. As Alder believed that healthy striving is for self-realization, in contributing to humanity, dealing with lifes problems, and in making the world a better place to live. Section C Alfred Adler talked about birth order and parenting style is impactful to the new born babys personality. According to Adler, the only child never loses primacy and power, mature in early stage of life and may have issue in places where they are not the centre of attention. I am the youngest in my family and I have two brothers and one sister, but I would consider myself as the only child. This is because; I had been staying just with my parents since I was 12 years old. My eldest brother pursued his career as a singer, my elder brother is a married man with wife and children and lastly my sister got married to faraway place from our hometown. I believe that Adlers explanation about birth order is reasonable, because Ive been holding up to these primacy and power in my life and I eventually getting mature than other people around my age. For example, I already started to question myself what and how should I end up in my later life, how can I contribute to my parents and Who Am I? Gu ess I found my answer when I was sixteen years old and these primacy and power eventually shaped who I am today. Next, I would classify my parents parenting style as pampering but somehow they are very strict, just like Oprah Winfreys father. So, they are not spoiling or over-protect me as a child. Adler proposed superiority complex and inferiority complex, which I think it happens to everyone at different stages of life. I had developed inferiority complex before when I was a pre-school student. I was discouraged by my teacher due to that I am a very playful child. In result, I tried to seek for acceptance by doing a lot of silly things, but my effort was never come to fruition. I dont have any friends at that time, not even one would be willing to come next to me, unless they want to borrow something. I was running away from any challenges at that time and I gradually withdrew from the community. Fortunately, I came to develop superiority complex when I was seven years old, which Adler mentioned it as striving for superiority. When we ought to have inferiority feelings, we tend to seek and compensate the awful feeling and we motivate ourselves to move away from inferiority and thus strive for superiority. I attended English primary school with multiracial students and teachers. This was the moment; I started to build up myself because I was highly encouraged by my new Indian and Malay friends and school teachers through well-organized co-curriculum in my school instead of being continuously discourage. As I continually to strive for superiority, my life style is developed from the creative power of the self, which Adler explained it as personality types. There are four types of personality, which are ruling, getting, avoiding and socially useful. I believe Adlers style of life will change from time to time and much dependable to the surrounding changes. During my childhood, I belonged to getting type personality because of my parents pampering parenting style. I always expect to be given everything that I need. After that, especially being put into a bad per-school, I guess I am slightly moving into avoiding type as I tried to avoid challenges, problems and withdrew from social interest and activity until I attended my primary school. As I grew older and moving into teen stage, I came to know myself better and I joined many church activities that helped me to find my identity and role. I eventually developed the socially useful personality type. Most of the church activities that I had participated were mostly charity and volunteer works, guess all these had shaped me to exhibit activity in the service of others. Thus, I am able to confront life tasks and attempt to resolve problems in a proper manner with the needs of other individuals. Although, I am a socially useful type right now, part of my getting type and avoiding type are still reside in me, ju st not that influential anymore. Here I am today, a leader for Famine 30 2010 camp in my own college with full of passion to help the poverty children all around the world.

Essay --

Erika Poeling 6R Ella Fitzgerald Ella Fitzgerald was a great role model to many people including the members of several bands that she played in. She inspired the people of her generation and those after to pursue their dreams. She loved children that liked to play and do other fun stuff that she liked to do when she was a kid. She wanted to make people happy by singing. She is known as The First Lady of Jazz. Ella Fitzgerald was an African-American that was born on April 25th, 1917 in Newport News, Virginia. She was left in a park at age 4 by accident and got sent to an orphanage, but her mom, Temperance, was able to get her back a few days later. Her family was very poor and racial segregation was wide spread in the United States during this time. Her mom got divorced from Ella’s father, William, shortly after she was born. After the divorce, Ella and her mom moved to a town in New York called Yonkers. There, her mom got married to Joseph Da Silva. In 1923 Temperance and Joseph had a daughter and named her Frances. To help support her family during this time, Ella worked as a money runner for gamblers and bookies. Ella attended Sunday school and Bible study in addition to worship services, Here, Ella was introduced to music and singing. In school, Ella liked to dance and perform for others. When she entered fourth grade at a public school, she did not have a lot a lot friends because she did not know how to talk to others without hurting their feelings. She had to go to the school that was less expensive because they did not have that kind of money to spend on a private school. Ella had been singing since she was 4 years... ...way or something they did was bad. Older people today still listen to her music. She always had a smile on her face when she was mad or upset. She helped children to bring the dreams to a better place by practicing with them on their career. Ella liked going to the photo both to take pictures with her friends and family but she never had the time for all of the fun things because she always had to perform in a concert or on stage. Ella Fitzgerald is a great role model to kids and other adults. She shows us that hard work and determination can lead us to do great thing. She shows us that we should us the talents that we have. She inspired the people to go after their dreams and never give up on themselves. She loved children that wanted to peruse their dreams and she made them come true by helping them do the things that she loved to do when she was a kid.

Online vs Traditional Education

There are options to those who chose to further their education, traditional and online education. Traditional education  gives students the tools to succeed in a more competitive environment, while online education  allows the student to learn at their own pace. Traditional education require students to be in classes on a schedule at a specify time and date. Online education gave students the convenience of accessing the classroom from the privacy of their home. Both type of education gives you the required degree to make progress in life.When people think of non-traditional they might think of unaccredited college or university, but that’s not what non- traditional is. Online students are considered non-traditional students because they get to do work from the comforts of their homes. Online education and traditional education are different approaches to a higher education. Online college requires students to learn time management with their education. Students have a gr eater responsibility because they have to manage their time wisely. Most students that do online education do it because they have jobs or a family to take care of.They will have to organize they time between jobs, family, and school. Students that chose the traditional way of education have to be on campus according to schedule. Planning around class schedule will be first option for students on campus especially if they work or have a family. For the most part, they have the advantage of experiencing the opportunity to socialize and work in groups. Even though working in groups at times can be very frustrating because of a group member not doing they part of an assignment.If assignment is not complete as a group then the grade average for the assignment will suffer because of one student not doing their part. Online schooling can be good for young adults and mature adults in many ways. They have a more direct and focused method of learning because the class size is not as large as a traditional school class. Students are able to have a more flexible schedule, because it is the responsibility of them to set a schedule that will work out for them time. Online education gives students that are parents an opportunity to be roll out of bed and not worry about the way you look to get your class work done.With the absence of diversions for online students, they tend to be more focused on the lessons taught and complete the work they are expected to do. Without having to meet the pace of other students, online students are allowed to work at their own pace, which can make students more successful. Online degrees require the same college level work and time commitment as traditional education. Students are exposed to more people from different socio-economic backgrounds. This teaches students how to get along with one another regardless of race or differences; it also can provide a more complete educational experience.Traditional education students will have a more d iverse social group interaction, allowing them to get a better school experience. Attending Traditional school is also a enormous plus for students, because they are more open to gain more college scholarship opportunities than a online schooled student. By being a great sports player, band member, art student, or even entering in numerous contests such as writing funded by the government or even private spectators enhances their chances of being notice is much higher than a online student. Student still take exams, attend classes, and write papers with online education.With online learning there is no teacher to monitor the students, which the students are solely responsible for listening and learning in class. Traditional classes have the teacher/professor in class to teach them. Whether, a student chooses to attend classes in a traditional physical setting, the student will be assigned homework to complete. Online and traditional courses are expected to do a series of reading and writing assignments. Online and traditional classes have due dates for all assignments. If assignments not complete you get points taking from your score.That is why all assignments should be complete on time. Traditional and online classes will require a student to take exams. Exams are used to test student’s retention and understanding of course material. These exams are giving from time to time on common intervals, such as weekly, monthly, or quarterly. All exams are checked by the teachers provided. All exams most be passed with a passing average in order to move on to the following course. If it happens that any exams are failed and class average is below passing average, student will have to repeat that course.Also, students may have the option to take exams online, or be required to visit the campus to complete the exam. Most likely when seeking help with an assignment, traditional and online classes provide teachers/professors that can clarify doubts, and have a disc ussion about a topic if needed. If any assignments are misunderstood the teacher/professor is also there to answer any question or worries students may have. In both the types of classes, students will have teachers available to help in any matte.Instructors make themselves available to students to help them learn the required material on a schedule. Also teachers/professors can be a very good amazing support system. Teachers/professors will be those to push you to strive for better academic work. Whenever any assistance is needed students have the advantage to get in contact with their teacher/professor. An alternative way to get in contact with your teacher is by e-mail or phone if it was provided. Through the years the means of getting an education has slowly changed. Many students today are deciding to do online schooling.Although most people think that traditional education is better, most statistics and facts tend to show that online education is beneficial in more ways. Stude nts will learn and get an education no matter what method they choose online or traditional education. Some may like a more competitive environment, and some may like a laid back environment. The option lies within them to choose what suits them best. With so many advantages and disadvantages between online and traditional education, the option lies within the student. Everyone is destined to be someone in life and it starts by getting an education.

Symptoms And Symptoms Of Adhd, Depression, And Anxiety

Discussion This study examined whether SCT symptoms are significantly associated with poor study skills and EF deficits in college students over and above demographics and symptoms of ADHD, depression, and anxiety. This study also examined whether deficits in EF mediate the association between symptoms of SCT and poor study skills over and above demographics and symptoms of ADHD, depression, and anxiety. The current study adds to extant research regarding SCT in a number of ways. This is the first study to examine SCT in relation to the component aspects of academic functioning, such as learning and study skills, in a college student sample. Furthermore, two recent studies have found SCT to be significantly related to college students’†¦show more content†¦Specifically, and as hypothesized, SCT symptoms were significantly associated with poorer study skills, and the associations between SCT and the affective learning strategy and goal strategy components of study skills remained significant even after controlling for symptoms of ADHD, depression, and anxiety. Of note, the association between ADHD inattention and study skills was either greatly reduced (affective strategies) or reduced to nonsignificance (goal strategies) when SCT was added to the regression models. SCT is characterized by daydreaming, mental confusion, low motivation, and slowed thinking which may possibly explain the association between SCT and poor affective learning (which includes attitudes towards school success, time management, and concentration) and goal strategies (which includes academic anxiety, use of homework and test-taking strategies, and being able to distill the most critical or important information when learning). Interestingly, SCT was much less strongly correlated with comprehension monitoring strategies (r = -.22) than with either affective learning or goal strategies (rs = -.65 and -.63, respectively), and SCT was no longer significantly associated with comprehension monitoring strategies in the initial regression analysis that controlled for demographics and other psychopathology symptoms. The comprehension monitoring strategies domain of the

Causes And Background Of The French Revolution Essay

Causes and Background of the French Revolution French Revolution: 1789 - 1799 French military intervention helped garner revolutions elsewhere. At the time, France was the most populous and advanced society. â€Å"The essential fact about the Old Regime was that it was still legally aristocratic and in some ways feudal. Everyone belonged legally to an ‘estate’ or ‘order’ of society. The First Estate was the clergy, the Second Estate was the nobility, and the Third Estate included everyone else, i.e. the peasants and the bourgeois. The individual rights and personal prestige varied between the estates.† The rich Third Estate (the bourgeois) was extremely influential before the revolution. The Old Regime Over â…˜ of the people were rural. France was mainly a country of small farmers. The agrarian system had developed so much that there was no serfdom; the peasant owed no labor to the lord. The manor, however, still retained certain surviving features of the feudal age, like hunting rights and taxation over surrounding land. However, there was lots of diversity of land ownership. The peasants owned 40% of the land, while the nobles and the church combined (First and Second Estates) owned only 30%. In 1789, the bourgeois owned more land than the church and almost as much as the nobility. (between 10-20%.) France had a sense of unity. Since the peasants owned 40% of the land yet paid many fees to the manorial lords, social conditions were unpopular. Political Culture and Public OpinionShow MoreRelatedThe Causes Of Joseph De Maistre And The French Revolution1696 Words   |  7 Pagesmere eight years after the Revolution. 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