4 Online learning: Stochastic Approximation
Estimating the mixing density of a mixture distribution remains an interesting problem in the statistics literature. Stochastic approximation (SA) provides a fast recursive way for numerically maximizing a function under measurement error. Using suitably chosen weight/step-size the stochastic approximation algorithm converges to the true solution, which can be adapted to estimate the components of the mixing distribution from a mixture, in the form of recursively learning, predictive recursion method. The convergence depends on a martingale construction and convergence of related series and heavily depends on the independence of the data. The general algorithm may not hold if dependence is present. We have proposed a novel martingale decomposition to address the case of dependent data.
5 Measurement error model: small area estimation
We proposed [4] a novel shrinkage type estimator and derived the optimum value of the shrinkage pa- rameter. The asymptotic value of the shrinkage coefficient depends on the Wasserstein metric between standardized distribution of the observed variable and the variable of interest. In the process, we also estab- lished the necessary and sufficient conditions for a recent conjecture about the shrinkage coefficient to hold. The biggest advantage of the proposed approach is that it is completely distribution free. This makes the estimators extremely robust and I also showed that the estimator continues to
Baier, T & Nerwirth, E, 2007, Excel:COM:R, Computational Statistics, vol 22, pp91, viewed 19 May 2013, via Griffith Library Database.
In a traditional setting, a student can physically talk to their instructor about the subject they are going over in class. They also have physical classmates that they can turn to when discussing about certain topics or they can even get together on certain assignments. A traditional class setting is best for someone who works better in an environment that does not feel isolated and would prefer to have their instructor right in their view so they can ask about anything related to the class. However this setting wouldn't work too well for someone who has a full time job or a family because they are held to time constraints and they have to revolve their schedule around the time they have to be in class. While some people can pull it off, others don't have that luxury. Most people have jobs that won't allow them to be on a school schedule so they can attend classes. This is why more adults or non-traditional students attend online programs because they feel it suits their needs.
Online learning at APUS seems to be the best option for me at this point. Being able to learn my own way and on my own schedule seeing as I have four energetic children and a very busy life with my oldest having ADHD and Autism. After a ton of research and comparisons on colleges, APUS was the most logical choice overall.
According to my my results after taking my LCI quiz I am a Dynamic Learner. In Sequence my score is 22 ( as needed), my score in Precise is 26 ( use first), my Technical score is 22 (as needed) and my Confluent score is 25(use first). I always thought that I was Strong Willed but after reading my results and what it meant, I am almost there but not quite.
My LCI scores show that I am a Dynamic learner. My scores are Sequence 20, Precise 28, technical 27 and confluent 22.
Suppose a 95% confidence interval for µ turns out to be (120, 310). To make more useful inferences from the data, it is desired to reduce the width of the confidence
Some of the areas I have explored in my Ph.D. work include measurement error model with application in small area estimation, risk analysis of dose-response curves. The stochastic approximation methods have application in density estimation, deconvolution and posterior computation. A discussion of my current and earlier projects are given next.
Recognizing the different learning processes is a vital step in understanding how others learn around you. Whether you realize it or not, there are many different learning processes occurring around you at this very moment. From classical conditioning learning to latent learning, all learning processes will help you adapt to a new situation, or help further your knowledge in a familiar situation. I have experienced several instances of classical conditioning learning, operant conditioning learning, observational learning, and latent learning throughout my lifetime. Studying these learning processes have opened my mind about how others around me will often learn on a daily basis, helping me better understand others ways of learning.
The SmartMeasure Learning Style survey found that I am a solitary learner, which perfectly describes how I learn and perform within the workplace. When tasked with pressing assignments and impending deadlines, I like to retreat to a quiet place where I can focus on completing my tasks without interruptions. However, I have learned that individuals with different learning styles can view solitary learners as introverts, socially awkward, or antisocial.
Many athletes, predominantly field-based, necessitate superior levels of strength and aerobic capacity simultaneously to be competitive within their sport. Therefore, concurrently incorporating strength and endurance training within a training regime is common practice amongst athletes. Research shows concurrent training (CT) has substantial benefits for endurance performance by improving economy of movement and power output, with little influence on VO2max (Blagrove, 2013). Conversely, strength gains are repeatedly reported to be attenuated with the addition of endurance training, a phenomenon often termed the inference effect. However, the underlying mechanism
Mental fortitude starts very early in life, even moments inside the womb of an expecting mother can be used constructively for the maturation of her child. Time spent reading stories, singing songs, and speaking jump starts the fetus's brain development. New born babies can recognize the voices of their parents before birth. The fetus of a child can sense stress levels in the mother while still within the womb. As an infant matures into early childhood Teachers, parents, and caregivers can facilitate safe self-awareness and positive esteem building environments. Places like the Kid Space Museum in Pasadena, California allows for children to play and learn in safe environments. Kid space defines their operation as “An incredible seed bed of learning and discovery, the purpose of a childcare’s museum is to inspire children to learn and grow, equip parents and teachers, and to be a safe place where learners of all abilities can do so at their own pace and focus on topics of interest to them. This is often referred to as “Free Range Learning”.
Locate two export market plans for products similar to EduTot (that is other children's games and toys).
It has been observed that companies tend to underperform when their insiders use trading plans to sell stock. New research also points to the conclusion that more aggressive plans are associated with the lowest performances. Gradient Analytics Inc., an independent research firm, followed insider sales of 30 companies and concluded that “aggressive” trading plans resulted in a 9.7% average underperformance in their companies’ stocks over 6 months. Insider-trading plans (also called 10b5-1 plans) are arrangements that allow the insiders of publicly traded companies to sell stocks they possess. To determine whether a trading plan can be considered “aggressive”, Gradient had specific measures. Gradient noticed in the summer of 2007 that Novatel Wireless Inc. executives had started selling through trading
There are many factors that go into the diagnosis and treatment of developmental disabilities. It is something that will never go away on its own and requires lifelong treatment so that each person can achieve learning throughout their lifetime. This essay will discuss what a developmental disability is, how it is diagnosed, the types of assessments as well as their strengths and weaknesses, early intervention, various educational programs in place to help those with developmental disabilities, services available for middle-high school children, transitional programs to help these students succeed after schooling or go on to post secondary education as well as
I did not have to FIT my Precision Learning Pattern, in spite of that; to significantly intensify this Learning Pattern I will have to take the essential steps to keep good self-control, and the will to accomplish future assignments. I will inquire more questions in everything I do, be more accurate and correct with the journey ahead of