Advances of Machine Learning in Theory & Applications





Participant Students

Each year the AMALTHEA Program recruits and involves a group of about 10 undergraduate students. After a nation-wide recruiting campaign, the participant students are selected from among the applicants we receive through this very site. Then, they join us in Central Florida for 10 weeks in the summer (this period is referred to as the summer research experience ) and get involded into our research on the theory and applications of Machine Learning. The product of their research is available in our Showcase.




2009 Participants

The 2009 Program is involving the following 9 undergraduate participants:

 
  • RuiZhi (Rebecca) Yu is originally from Chengdu, China, but lives on Long Island, New York. She is currently a rising junior majoring in Electrical Engineering and pursuing minors in Engineering Physics, Applications of Computing, and Finance at Princeton University. She is the recipient of a National Merit Scholarship (2007) and Brookhaven National Laboratory Merit Scholarship (2007). In addition, she was an INTEL semifinalist at a science and engineering fair with her previous research on the study of Fermi-Pasta-Ulam effects in a 2D computer simulated lattice. In the recent past, she has been a summer intern Habitat for Humanity and a technical intern for MixerLabs. Additionally, she is currently president of the Undergraduate Engineering Council, Princeton's chapter of the National Society of Collegiate Scholars (NSCS), and Princeton's Club Fencing Team. She has spent most of her past school breaks doing volunteer and civic engagement work in various places ranging from soup kitchens in Philadelphia to the Navajo reservation in Arizona. In the future, Rebecca plans to pursue a Ph.D. degree in either Applied Mathematics, Computer Science, or Information Systems. Finally, in her free time she enjoys playing the violin, tennis, and fencing.

  • Timothy R. Mersch from Hackettstown, New Jersey. He is a rising senior majoring in Computer Science at the College of Engineering at Florida Institute of Technology in Melbourne, Florida. His academic/research interests lie in bio-inspired computing, more specifically in genetic algorithms. He was Florida Tech's Work Study Student Employee of the Year (2008) and a current John T. & Martha Hartley Scholar. He belongs to the Phi Eta Sigma Freshman and Upsilon Pi Epsilon Computer Science honor societies and competes yearly in the ACM International Collegiate Programming Contest, Southeast Regional. After acquiring a Bachelor's and Master's degree from Florida Tech, Tim intends to seek employment in the gaming industry, but may return to school for a Ph.D., if he finds the academic lifestyle more suitable. Finally, in his free time, he enjoys gaming, nature walks, frisbee, long discussions, and is an avid writer of essays, fiction, and music.

  • Adina E. Rubinoff from Potomac, Maryland. She is currently a rising junior double-majoring in Computer Science and Linguistics with a minor in Mathematics at the University of Rochester in Rochester, New York. Her academic/research interests include AI and natural language processing. She is the recipient of a Rush Rhees Scholarship (2007). In the recent past she has been a summer intern for the Cognitive Neuroscience of Language (CNL) Laboratory at the University of Maryland(2008) and a research assistant in the University of Rochester's Phonetics Laboratory (2009). In addition, she is a workshop leader for the University of Rochester Computer Science department. In the future Adina plans to pursue a Ph.D. in either Computer Science or Linguistics and probably work in academia. In her free time Adina enjoys reading, hiking, dancing (especially swing), learning guitar, and listening to music.

  • Ryan Gonet is from Safety Harbor, Florida. He is currently a senior undergraduate student majoring in Computer Science at the College of Engineering of the University of South Florida (USF) in Tampa, Florida. His interests lie in the field of Artificial Intelligence and Machine Learning. He is a recipient of the Department of Defense SMART fellowship (2008) and the Florida Bright Futures scholarship (2005). Ryan is a student member of the ACM and a member of Toastmasters. Ryan will complete his Bachelor's degree in computer science and go on to pursue a Master's degree studying Artificial Intelligence, after which he will pursue a career in industry. In his spare time, Ryan likes to read fiction, study philosophy and epistemology, and listen to classical compositions.

  • Michael C. Koval from Mount Laurel, NJ. He is currently a freshman pursuing a dual-degree in Electrical & Computer Engineering and Computer Science at Rutgers University in New Brunswick, NJ. His current research interests are Machine Learning, algorithm development, and the application of pure mathematics to computer science research. He is a recipient of the National AP Scholar Award; the Rutgers Presidential Scholarship, the highest merit-based scholarship awarded by Rutgers University; and the Edward J. Bloustein Distinguished Scholar Award. During his freshman year at Rutgers University, he was the lead programmer for Rutgers International VEX Robotics competition team and a student member of IEEE. Recently, Michael also has been involved with social networking security research at his home institution. After receiving his undergraduate degrees, he plans to pursue a Masters degree in Computer Science.

  • David Foregger stems from Berkeley Heights, New Jersey. He is doing a double major in Computer Science and Mathematics at Wesleyan University in Middletown, Connecticut, and aims to add a Government major in the Fall. David plans on either pursuing a Ph.D. in Computer Science or going into game development. He has been involved in internships in Photonics and the Physical Sciences at Bell Laboratories for three summers (2006-2008). He has recently researched the TOR Network and plans to participate in work on Hybrid Dynamical Systems for Embodied Agents next semester. He served this Spring as the Assembly Series Chair for the Alpha Delta Phi Society, a coeducational literary society. He enjoys Ultimate Frisbee, gaming, writing, and freedom. He adores alliteration.

  • Oriana Wen resides in Plano, Texas. A rising junior, she is pursuing a dual major in Biomedical Engineering and Electrical and Computer Engineering at Duke University. At Duke she is involved in the SmartHome, where she and the Mobile Lighting Controls team recently received the Cisco Innovation Award for implementing a client-server, base through which cell phones can control the SmartHome lighting system. She is also a part of Duke's Visualization Technology Group and has been working on a dynamic design that will be installed in North Carolina Museum of Life and Science. Last summer, with the same group, she combined 3D modeling and motion capture to make a controllable avatar of Iron Man, her favorite action figure. When Oriana isn't working, she can be found scaling mountains with the Outing Club, camping in Krzyzewskiville with the rest of the Cameron Crazies, or dining with the Duke Culinary Society.

  • Julie L. Manuel from Satellite Beach, Florida. She is currently a senior double-majoring in Mathematics and Statistics with minors in Business Administration and Music Performance at the University of South Florida (USF) in Tampa, Florida. She was awarded Successful Participant at the 2009 Mathematical Contest in Modeling and was on the Deans List of the College of Arts and Sciences (Fall 2008). Additionally, she is a member of Phi Mu Epsilon and the USF Statistics Club as well as a member of the Golden Key and College of Arts and Sciences honor societies. She is currently the President of the Math Club at USF (2009-2010) and Recording Secretary of the National Honors Fraternity Phi Sigma Pi (2008-2010). Furthermore, she works as a tutor at the USF Athletics Center and USF Honors College and plans to begin working as a Peer Leader next semester. Julie will also begin her Mathematics Thesis in the fall and plans on graduating in the spring with Honors distinctions in Mathematics and from the USF Honors College. She plans on working in the field of applied mathematics, possibly after attending graduate school. Finally, in her free time she enjoys playing the cello, working out, playing and watching sports, and spending time with her family.

  • Christopher Usher. Chris Usher was born in the state of Illinois, but has lived in Hilo, Hawaii since he was five years old. He is currently completing his junior year at the University of Hawaii at Hilo (UHH), where he is double-majoring in Computer Science and Mathematics. He is a recipient of the University of Hawaii Presidential Scholarship (2008), and was awarded UHH Computer Science department's Outstanding First Year Computer Science Student Award (2007). He participates annually in the ACM International Collegiate Programming Contest, Pacific Northwest region, in which his team won first place \ for the Hawaii site in 2007 and 2008. He is also a student member of the ACM. After graduation, he plans on pursuing a graduate degree in Computer Science, although he may look for employment opportunities instead, in the fields of Software Engineering or Game Development. Recently, he has all but forgotten the meaning of free time, but when such opportunities do arise, Chris enjoys starting small game development projects he knows he can never finish, reading all of his favorite tech news sites, listening to various music, hanging out with his family and friends, remembering that he should practice playing his bass guitar, and failing at various video games.




From left to right: Gonet, Wen, Yu, Mersch, Manuel, Rubinoff, Foregger, Koval and Usher. .




2008 Participants

The 2008 Program involved the following 13 undergraduate participants:

 
  • Roberto Miguez from Orlando, Florida. In 2008 he was a senior majoring in Electrical & Computer Engineering at University of Central Florida in Orlando, Florida. Roberto worked with teammate Jessica Sparks and graduate mentor John Reeder on developing intelligent agents that were capable of adapting to a video game environment and gain life-like behaviors. Their effort was followed up by a paper at the IEEE-CIG 2008 conference. Roberto plans to eventually pursue a doctoral degree in Bioengineering. In Spring2009 he got awarded a Graduate Research Fellowship from the National Science Foundation.

  • Eric P. Astor from Swarthmore, Pennsylvania. In 2008 he was a junior majoring in Mathematics (Honors) at Swarthmore College in Swarthmore, Pennsylvania. Eric collaborated with his teammate, Winny Lung, and graduate mentors Ruben Ramirez-Padron and Chris Sentelle on developing an iterative inner solver for a special Support Vector Machine training algorithm. Eric had expressed his interest in pursuing a doctoral degree in Mathematics and Physics.

  • Todd C. Alexander from Melbourne, Florida. During 2008 he was a senior in Computer Engineering attending Florida Institute of Technology in Melbourne, Florida. During the summer experience, him and teammate Hassan Ahmed developed a software framework for static and dynamic hand gesture recognition. They published their results in a paper at the HCII 2009 conference. As of Fall 2008, Todd is pursuing a Master’s degree in Computer Engineering at FIT. He is expected to graduate in the Fall of 2010.

  • Syed "Hassan" Ahmed from Miami, Florida. In 2008 he was a junior majoring in Electrical Engineering and Physics and attended University of Miami in Miami, Florida. Him and and teammate Todd Alexander developed a software framework for static and dynamic hand gesture recognition. They published their results in a paper at the HCII 2009 conference. Hassan is expected to graduate in Fall 2009.

  • Gary E. Gramajo from Weston, Florida. In 2008 he was a junior studying Pure Mathematics at Florida State University in Tallahassee, Florida. He and teammate Michelle Fox worked under the mentoring of Anna Koufakou on a novel approach in detecting data outliers in categorical data sets. Currently, Gary is working with the computer vision group at Florida State University (FSU) on content-based video retrieval. He is expected to graduate in Summer 2009, after which he will pursue a Master’s degree in Pure Mathematics at FSU.

  • Rong "Li" Li from Melbourne, Florida. During 2008 he was a junior in Electrical & Computer Engineering and attended Florida Institute of Technology (FIT) in Melbourne, Florida. Li and his teammate Musa Yassin worked on developing a prototype for a multi-stage license plate recognition system. As of Spring 2009 Li is pursuing a Master’s degree in Computer Engineering at FIT and he expected to graduate in Fall 2010.

  • Matthew J. Furstoss from Horseheads, New York. During 2008 he was a junior majoring in Brain and Cognitive Sciences at University of Rochester in Rochester, New York. He and his teammates, David Wax and Noah Larsen, worked on developing a large vocabulary, continuous-speech recognition system for Rich transcription evaluation using HTK. Matt graduates from Rochester in May 2009 and is currently looking for work in in the New York City area. He plans on finding a job in the entertainment industry or in research, while leaving time at night to play gigs with his band in the city.

  • Michelle S. Fox from Milwaukee, Wisconsin. In 2008 she majored in Computer Engineering and attended Milwaukee School of Engineering in Milwaukee, Wisconsin. He and teammate Gary Gramajo worked under the mentoring of Anna Koufakou on a novel approach in detecting data outliers in categorical data sets. As of Spring 2009 Michelle has been attending UCF and working towards a Master’s in Computer Engineering.

  • David A. Wax from Bozeman, Montana. In 2008 he was a Computer Science senior at Montana State University in Bozeman, Montana. He and his teammates, Matthew Furstoss and Noah Larsen, worked on developing a large vocabulary, continuous-speech recognition system for Rich transcription evaluation using HTK. David is graduating in Spring 2009 and is looking to pursue graduate studies in Fall 2009.

  • Noah A. Larsen from Auburn, Alabama. In 2008 he was a senior majoring in Computer Science and attending Auburn University in Auburn, Alabama. He and his teammates, Matthew Furstoss and David Wax, worked on developing a large vocabulary, continuous-speech recognition system for Rich transcription evaluation using HTK. Now, Noah is a senior graduating in Spring 2009. He has already been accepted to the University of Wisconsin-Madison for graduate studies, which he will commence in Fall 2009.

  • Winnie J. Lung from Pasadena, Texas. In 2008 she was a sophomore majoring in Electrical Engineering and attending Texas A&M University in College Station, Texas. She, Eric Astor and graduate mentors Ruben Ramirez-Padron and Chris Sentelle worked on developing an iterative inner solver for a special Support Vector Machine training algorithm. Winnie is expected to graduate in Spring 2010.

  • Musa Y. Yassin-Fort from Carolina, Puerto Rico. In 2008 he was a 3rd-year student majoring in Computer Engineering and attending University of Puerto Rico, Mayaguez Campus in Mayaguez, Puerto Rico. Musa and his teammate Rong Li worked on developing a prototype for a multi-stage license plate recognition system. Musa expects to graduate in Spring 2011, after which he is considering of pursuing graduate studies.

  • Jessica C. Sparks from West Lafayette, Indiana. She majors in Computer Engineering and attends Purdue University in West Lafayette, Indiana. Jessica worked with teammate Roberto Miguez and graduate mentor John Reeder on developing intelligent agents that were capable of adapting to a video game environment and gain life-like behaviors. Their effort was followed up by a paper at the IEEE-CIG 2008 confernece.




From left to right: Yassin-Fort, Li, Sparks, Fox, Gramajo, Alexander, Astor, Ahmed, Lung, Larsen, Wax, Furstoss and Miguez. .




2007 Participants

The 2007 Program involved the following 7 undergraduate participants:

 
  • Andrew Stiles is from Alexandria, Virginia, and he attends Virginia Polytechnic Institute and State University in Blacksburg, Virginia. In Summer 2007 he was a junior majoring in Computer Engineering. During the AMALTHEA Program he worked on improving the accuracy of a Wake-up-Word speech recognition system by applying Hidden Markov models and Support Vector Machines. Andrew plans to continue his studies and graduate in May 2009 with an honors degree in Computer Engineering along with minors in Computer Science and Mathematics.

  • Brandon D. Schmitt is a EE senior from Florida Institute of Technology ocated in Melbourne, FL. Brandon joined FIT in the Fall of 2005 and the time of writing was is pursuing a Bachelor’s degree in Electrical Engineering. During the 2007 AMALTHEA Program Brandon focused on developing testing tools, working with a commercial speech recognition engine, and developing two novel methods of voice activity detection. Upon graduating from Florida Tech in the Spring of 2008, Brandon will be continuing through his Master’s Degree in Electrical Engineering specializing in signal processing.

  • Frederick "Tad" Gertz is a EE junior from Alfred University located in Alfred, NY. In Summer 2007 he was in the Electrical Engineering program of the Kazou Inamori School of Engineering, and was planning on attempting a minor in Glass Science or Photonics from the New York State College of Ceramics at Alfred University. In the AMALTHEA program he participated in the development of tools to help automate testing, error analysis, and implementation of a pitch detection algorithm. Finally, he was interested in pursuing graduate studies and, in particular, a career in Photonics and hoped very much to participate in graduate research in this area.

  • Maria Garcia Ayala was a 3rd year (in a 5-year undergraduate program) EE student from Universidad de Puerto Rico in Mayaguez, PR. Since she was a little kid she was curious about how things worked and always loved mathematics. During the summer experience in 2007 she helped in developing a new backward-adjusting algorithm to increase the accuracy of C4.5 tree classifiers. She, her teammate, Jason Beck, and their graduate mentor Mingyu Zhong published a paper at the FLAIRS 2008 conference. She plans to finish her Bachelor’s degree in May 2009 and then continue on to graduate studies. Eventually, she plans pursuing a doctoral degree.

  • Amy K. Hoover from Dunedin, Florida. In 2007, Amy was a double degree Mathematics & Computer Science junior from University of Central Florida (UCF) in Orlando, FL. While in the 2007 AMALTHEA REU Program, Amy worked on a program called NEAT Drummer, which automatically generates drum tracks for existing songs. She coauthored two papers based on her 2007 AMALTHEA research: a paper that won the Best Paper Award at EvoMUSART 2008 and journal paper for the Connection Science Special Issue on Music, Brain, & Cognition. Amy also won 1st place in Physical Sciences, Mathematics, Computer Science and Engineering (out of 30) at UCF’s Showcase of Undergraduate Research Exellence (SURE) Poster Contest in 2008 and completed her Honors in the Major undergraduate honors thesis, both extensions of her 2007 AMALTHEA work. Amy received UCF’s Trustees Doctoral Fellowship and is pursuing a Ph.D. in Computer Science with Dr. Kenneth O. Stanley at UCF starting in Fall, 2009.

  • Jason Beck, a CE senior from University of Central Florida in Orlando, FL. During the 2007 AMALTHEA program he worked as the project software designer and coder and implemented a unique backwards adjusting phase into the decision tree classifier C4.5. He continued this line of research in his undergraduate Honor’s in the Major thesis. He, his teammate, Maria Garcia, and their graduate mentor Mingyu Zhong published a paper at the FLAIRS 2008 conference. Jason started working at Lockheed Martin in 2008 and completed his Master’s degree at UCF in the Spring of 2008.

  • Kelvin "Kel" A. Cardona Ruiz is a 3rd year (in a 5-year undergraduate program) CE student from Universidad de Puerto Rico in Mayaguez, PR. He lives in Bayamon, Puerto Rico. The AMALTHEA Program was his first research experience, during which he developed a MapReduce simulator on top of GridSim. Kel and his graduate mentor Jimmy Secretan published a paper at the IJCNN 2008 conference. Kel plans to graduate in Spring of 2009, after which he will consider his options for graduate school.




From left to right: Hoover, Gertz, Schmitt, Cardona, Stiles, Garcia and Beck.