bambriz.me

Project Portfolio

Image Comparing Software, Results

The differences I was able to spot immediately were that baroque and Impressionist art had higher use of black and dark slate grey than Cubism, and that variety was highest in Cubist art, followed by Impressionist and then baroque. Baroque had the least amount of ‘variety’, in the sense that most of the colors that made up the individual pieces in baroque art were less drastically different in hue.

Here are the individual color graphs for baroque, impressionist, and cubist art:

Colorway Story

Image Comparing Software, Results

Baroque

The results showed that the images of baroque art had lots of black pixels. I doubt that many of them are totally black – there might have been very dark areas of the painting with more hue to them, but the closest matching color was black. I have a theory that the black pixels are introducing noise, and that there is more to be gained in understanding the hue by brightening up the images.

This can potentially be done by slowly increasing the value of each pixel in every layer of the image (red matrix, blue matrix, and green matrix) by a set quantity until hue diversity is increased.

Since baroque art is an outlier in the three genres I decided to study, it may be that black is overwhelmingly present and shrinking the hue diversity.

Impressionism

Initially, when I looked at the art I had thought that Impressionist art had the most colors present out of the three genres (baroque, impressionist, cubist). However, I was surprised to see that Impressionist art and Cubist art are comparable in the amount of color. Similarly, I was also surprised to see that the average Impressionist painting is actually darker than an average Cubist due to the large share of black pixels.

I noticed a lot of the impressionists use hues that are more vivid and pastel-like, but this pie chart shows that it also has more diversity than I imagined by including darker hues as well.

Cubism

I’m seeing a lot of lighter shades of color in the cubist pie than in all the others. I noticed that cubist paintings typically focus on giving multiple perspectives in planes to give the illusion of depth using sharp lines and contrasts in color. It may be that we can chalk up cubist painting as having more hue diversity and contrast because of this.

And that’s the conclusion of my Genre Comparison project! It was fun seeing how we can use data to deconstruct the pixels that underlie the color in art!

Latin American Art and A.I

In the future, I plan to continue my project in art by using machine learning and artificial intelligence on a bigger database of open-source artwork. For example, to understand Latin American art.

Check it out here on GitHub: Art_and_Ai

Bryan Alexis

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Statement of Purpose

Please describe the project you would like to conduct in terms that can be understood by a non-expert audience.

My main project goal is in testing, through quantitative and qualitative research, my hypothesis that a person’s self-curated online environment can affect or predict their developmental growth. In the field of human development, I found it interesting that environments are able to shape the kinds of interactions humans face regularly, and that these interactions can be used to interpret a person’s development. The dawning of the internet has introduced a new vector through which we are being influenced to make real-world decisions, and I think it may be important to research the effects that it will have. I hypothesize that the internet’s influences are happening covertly a majority of the time, and that there exists little possibility for an average person to understand how they are being influenced. 

I believe that data science is a field which is helpful in this regard because it will allow me to incorporate human development research in the real world and apply it in an online, data-centered environment. A significant aspect of human development research is that they conduct their findings using field research in specific environments (e.g. a nursery, playground, home, work-environment). It is important to track human environments in this way because the data gathered is contextual. The data gathered in a nursery, for example, has more to do with a child’s development than an adult. One environment I believe is missing from the study of human development is the online environment.

My main hypothesis is that a human’s interaction with their “personally curated” online environment has the ability to impact their future development. One such example is the invisible effect that an online identity can incur in the real-world, or how your real-life upbringing can differentiate your online persona. My project aims to capture what is missing in human development using HCI. I truly believe the intersection of these two fields has been largely ignored but which can explain many uniquely human issues which have arisen due to new technologies. 

My project will be applying the fields of Human Development and Cognitive Science with data science techniques. I wish to develop research of an online environment (e.g. YouTube, Reddit, Twitter, Facebook). The “environment” will serve to inform my analysis of unique markers in Human Development: Such as goals, attitudes, and other developmental effects. It will also provide me with a valuable perspective from where to begin my research. As an example, a public forum, such as Reddit, will contain less personal information but may contain valuable unique perspectives/markers that may hint at trends in YouTube “personalities”. My analysis will be based on the body of knowledge present within human development. This knowledge would help in categorizing the “markers” present within these datasets/environments which may hint to a broader trend among humans.

Currently, I aim to utilize simple linear regression and statistical analysis. However, since identifying markers in data is something only humans can do, machine learning and sentiment analysis might also be useful for our purposes.

Independance

This Scholarship is meant to support your independent project, which should be supervised and mentored by a faculty member, but which should be your own work and responsibility, rather than something that mostly “belongs” to someone else in your research group.

Bryan Alexis Ambriz

Winter 2020

Identifying Online Environmental Factors Influencing Human Development

Keywords: Human Development (Critical Periods to Young Adulthood), Online Environment, Cognitive  Science.

Using U.S Census Bureau data from (2000 - 2018), I will be looking at the distribution of living accommodations by  age in the state of California to get a look at what the most common home environment looks like in different stages  of life.

1. This information can help to identify the first feature of analysis.  

2. In the U.S, at least, a common route to independence for many is to enroll in college and leave the home.

  3. This is not true for everyone, however, and so to gain a better ‘expectation’, we will do simple linear regression.