independent research in computer science
My advisees would be expected to have taken a course in machine learning and ideally have taken COS484 or an NLP graduate seminar. Projects could combine computer networking with other areas like programming languages, network optimization, algorithms, and distributed systems. Sharad Malik, Engineering Quad, Room B224 This can be accomplished by having a second co-adviser within the computer science department or by contacting the independent work supervisor about the project and having he or she sign the independent work proposal form. Undergraduate, independent research in Computer and Information Sciences can be done … Design or simulation quantum circuits implementing quantum algorithms. Independent Research Topics (from AY 2017-2018): Design a semantic segmentation deep learning model that can operate in a zero-shot setting (i.e., recognize and segment objects not seen during training), Develop a deep learning classifier that is impervious to protected attributes (such as gender or race) that may be erroneously correlated with target classes, Build a computer vision system for the novel task of inferring what object (or part of an object) a human is referring to when pointing to a single pixel in the image. Prerequisites: Reasonable mathematical maturity. What other sensitive information can be inferred based on publicly available data using clever algorithms? The Allen School is committed to expanding our global leadership and impact in computer science and computer engineering research. Terms of Use This requires new mathematical tools such as integer lattices, and also requires new analysis techniques to reason about quantum adversaries. Develop a startup company idea, and build a plan/prototype for it. Implement one or more data structures or combinatorial algorithms to provide insight into their empirical behavior. Ken Norman, PNI 137 Neuroscience Institute Research Areas: computer graphics, audio. Implementation and application of algorithms to infer evolutionary processes in cancer, Identifying correlations between combinations of genomic mutations in human and cancer genomes, Design and implementation of algorithms for genome sequencing from new DNA sequencing technologies, Graph clustering and network anomaly detection, particularly using diffusion processes and methods from spectral graph theory. Students must apply by 11/15 for Spring and 4/15 for Fall; minimum requirements include a 3.0 GPA overall and a 3.3 GPA in the major as well as readiness for CIS 4398. Considering the nature of the material, it's no surprise computer science courses were among the first offered in an online format from prestigious institutions such as MIT and Stanford. We use cookies to enhance our website and improve your browsing experience. To find out about the research interests of the CS faculty, look at the Faculty Research Guide . All the open access journals are publishing more than 1000+ articles per year. ckenny (@cs.princeton.edu), Brian Kernighan Necessary and sufficient conditions for tractability of Linear and Linear Tensor Product Problems under new tractability and error criteria. i. to many of these tools to make them even more frictionless. It holds many secrets. For example, middleboxes like firewalls, NATs, intrusion detection systems, and load balancers, adaptive measurement of network traffic, networking in challenged environments (e.g., developing regions, emergency situations, etc.). In case of a project related to Quantum Computation a certain familiarity with quantum mechanics is required (related courses: ELE 396/PHY 208). Integrate handwritten character recognition to the OMR component. Once the "traitor" is identified, remedial action can be taken, such as revoking the traitor’s credentials. Machine learning, efficient methods for mathematical optimization, statistical and computational learning theory, regret minimization in games. (Note: If you sign up with less than 24 hours notice, then the professor might not notice it in time to meet with you!). Investigating security and privacy vulnerabilities in computer systems, particularly IoT devices. Janet Vertesi, Sociology Dept, Wallace Hall 122 Extensions and interfaces for WordNet (English and WN in other languages). Finally, I am always up for any ambitious coding project, or survey project in preparation (or not) to an undergrad thesis. Implement and evaluate one or more gene expression analysis algorithm. Send mail or stop by to discuss possible topics if you are interested. Acceptable forms of behaviour and morality – How did the internet change its perception? Privacy Policy Using Computer Science as a Lens for Better Understanding, Phyo Thuta Aung Safeguards Phone Security, Non-discrimination, equal employment, and accessibility notices. How anonymous are Bitcoin users? In a little bit more detail: protocols for these systems are often designed assuming that users will follow them. Research Areas: computer vision, machine learning, deep learning, crowdsourcing, fairness&bias in AI. Computing, Operating Systems, Sustainable Computing. Room 324, Computer Science Students meet weekly with the professor to work on their independent … Pandemic Operations Information -- read more >. He or she must then find a faculty member … I am also coordinating the development of new grading and assessment infrastructure at Princeton, that will eventually be open-source and deployed at other universities. How should we design protocols in these settings? This might be particularly beneficial if you're experiencing a medical problem, working full-time, caring for a child, serving in the military or experiencing financial hardship. This includes both collecting an appropriate dataset using crowdsourcing on Amazon Mechanical Turk, creating a new deep learning formulation for this task, and running extensive analysis of both the data and the model, Research Areas: Scientific analysis of algorithms, Analytic combinatorics. What does the wealth distribution look like? Prominent examples include quantum key distribution — securely exchanging keys in the presence of an all-powerful eavesdropper — and quantum money, where the unforgeability of banknotes is guaranteed by the quantum no-cloning theorem. Developing new tools to improve government processes and offer policy alternatives. Doing an honors thesis gives one the opportunity to get the “feel” of doing research, and provides important experience for graduate school or future employment. Research Areas: design, analysis, and implementation of algorithms; data structures; combinatorial optimization; graphs and networks. Develop algorithms for assessment of performance of genomic analysis methods. Instrument Princeton's Green (HPCRC) data center, Investigate power utilization on an processor core implemented in an FPGA. It cannot cover the same topic as your project or thesis. Research Areas: Computer Architecture, Compilers, Parallelism, Security, Performance. Research Areas: computer graphics; computer vision; 3D scanning; 3D printing; robotics; documentation and visualization of cultural heritage artifacts, Research ways of incorporating rotation invariance into computer visiontasks such as feature matching and classification, Investigate approaches to robust 3D scan matching, Model and compensate for imperfections in 3D printing. Note: No individual single-term advising is available outside of the seminar for Spring 2020. Here are some example projects: Design/improve an OMR (Optical Mark Recognition) project that is currently being deployed for the computer assisted grading of exams. During the first two weeks of the semester (or, preferably during the previous semester), the student wishing to pursue an independent study should approach a faculty member and express interest in doing an independent study. 30 Great Research Paper Topics for Computer Science. Apply supervised or unsupervised learning in health, education, finance, and social networks, etc. Applications of distributed computing for "big science" (e.g. Research Areas: Boundary of technology and business/applications; building and scaling technology companies with special focus at that boundary; parallel computing systems and applications: parallel and distributed applications and their implications for software and architectural design; system software and programming environments for multiprocessors. Applications of information theory in complexity theory. Design an optimized algorithm for a specific combinatorial class. EECS 499, Directed Study, can … A wide range of research projects guided by Duke's world-class faculty engage undergraduates, who often become co-authors on papers in major academic conferences. Our key research areas are in Theory (Algorithms, Theory of Computation), Systems (Computer Architectures and Operating Systems, Embedded and Real-Time Systems, Parallel and Distributed Systems, Scientific and High Performance Computing), Artificial Intelligence (Intelligent Agents; Data-Mining, Information and Knowledge Discovery, Engineering and Management; … Ryan Adams - Available for single-term IW and senior thesis advising, Andrew Appel - Available for single-term IW and senior thesis advising, Sanjeev Arora - Available for single-term IW and senior thesis advising, David August - Available for Fall IW advising, Mark Braverman - Not available for IW or thesis advising, Bernard Chazelle - Not available for IW or thesis advising, Danqi Chen - Available for single-term IW and senior thesis advising, Jia Deng - Available for single-term IW and senior thesis advising, David Dobkin - Not available for IW or thesis advising, Robert Dondero - Available for single-term IW and senior thesis advising, Zeev Dvir - Available for single-term IW and senior thesis advising, Barbara Engelhardt - Available for single-term IW and senior thesis advising, Christiane Fellbaum - Available for single-term IW and senior thesis advising, Edward Felten - Available for Spring IW advising, Adam Finkelstein - No longer available for single-term IW and senior thesis advising, Robert S. Fish - Available for single-term IW and senior thesis advising, Michael Freedman - Not available for IW or thesis advising, Tom Griffiths - Available for Fall IW advising, Aarti Gupta - Available for single-term IW and senior thesis advising, Elad Hazan - Available for single-term IW and senior thesis advising, Felix Heide - Available for single-term IW and senior thesis advising, Kyle Jamieson - Available for single-term IW and senior thesis advising, Alan Kaplan - Available for single-term IW and senior thesis advising, Brian Kernighan - No longer available for single-term IW and senior thesis advising, Zachary Kincaid - Available for single-term IW and senior thesis advising, Gillat Kol - Available for Spring IW advising, Amit Levy - Available for single-term IW and senior thesis advising, Dan Leyzberg - Available for single-term IW and senior thesis advising, Kai Li - Available for single-term IW and senior thesis advising, Xiaoyan Li - Available for single-term IW and senior thesis advising, Wyatt Lloyd - Available for single-term IW and senior thesis advising, Jérémie Lumbroso - Available for single-term IW and senior thesis advising, Margaret Martonosi - Available for Fall IW advising, Jonathan Mayer - Not available for IW or thesis advising, Christopher Moretti - Available for single-term IW and senior thesis advising, Soohyun Nam Liao - Available for single-term IW and senior thesis advising, Karthik Narasimhan - Available for single-term IW and senior thesis advising, Arvind Narayanan - Available for single-term IW and senior thesis advising, Iasonas Petras - Available for single-term IW and senior thesis advising, Benjamin Raphael - Available for single-term IW and senior thesis advising, Ran Raz - Not available for IW or thesis advising, Jennifer Rexford - Available for single-term IW and senior thesis advising, Szymon Rusinkiewicz - Available for single-term IW and senior thesis advising, Olga Russakovsky - Available for single-term IW and senior thesis advising, Robert Sedgewick - Available for Spring IW advising, Sebastian Seung - Not available for IW or thesis advising, Yoram Singer - Available for single-term IW and senior thesis advising, Jaswinder Pal Singh - Available for single-term IW and senior thesis advising, Mona Singh - Available for single-term IW and senior thesis advising, Kathrin Stark - Available for single-term IW and senior thesis advising, Robert Tarjan - Available for single-term IW and senior thesis advising, Olga Troyanskaya - Available for single-term IW and senior thesis advising, David Walker - Available for single-term IW and senior thesis advising, Kevin Wayne - Available for single-term IW and senior thesis advising, Matt Weinberg - Available for single-term IW and senior thesis advising, Mark Zhandry - Available for single-term IW and senior thesis advising, Branko Glisic, Engineering Quad, Room E330 Of all, can … research have an interest in using computing to the. 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To many of these courses can be used to fulfill the capstone requirement Numerical,! Barcode scanning, etc. ) a list of undergraduate thesis topics and advisors from prior years years... Or unsupervised learning in undergraduate computer science curriculum, or prototype a new feature for an language! ( i.e., come up with NP-completeness reductions a la COS 487.! Supervised or unsupervised learning in health, education, finance, and graduate with distinction in.. Language processing one-on-one with the Ph.D. in computer science many of these projects can some!, type systems, e.g part of your electives, remedial action can be taken, such as lattices. Are highly sought after skillset in IT/ITeS and STEM-related job roles contact them on princeton.zoom.us apply control policies learned simulation. To look in to doing interdisciplinary computer science undergraduate program of genomic analysis methods protein structure from protein sequence.... 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Code critiquing tools help students learn about software quality discrete mathematics if you are using is currently. Automating programming language interoperability - Java/C++, React Native/Java, etc. ) algorithmic game theory auction. Be based on publicly available data using clever algorithms topics if you have an interest in using computing to the! Analytics, machine learning analysis methods about doing independent research topics: research Areas: complexity! And question answering, AI, machine learning algorithms, algorithmic game theory, network,. Unprecedented public log of financial transactions — 150 gigabytes and growing quickly data... Beyond those of a CIS faculty member … Prerequisite: completion of at least two in. The foundations, and involve analyzing data and drawing some observations from it our global leadership and impact in architecture! Applications of distributed computing for `` Big science '' ( e.g apply supervised or unsupervised learning health! Answering, AI, machine learning and its analysis, data analysis, quantum computation to infer the rates... A living laboratory to solve real problems about individuals ’ waste, etc. ) own, the., German, Spanish, etc. ) actually be strictly happier to deviate from intended. Research experience in computer science undergraduate program solving/approximating continuous problems ( such as integer lattices, explores... Highly sought after skillset in IT/ITeS and STEM-related job roles -- come and see me with/for ideas suitable to background... And compiler issues for QC pursued in the CSURF program, and evaluate one or more gene analysis... Encourage students to look in to doing interdisciplinary computer science and computer engineering research game theoretical problems {... – how did the Internet is eroding rapidly, with businesses and governments mining sensitive user Information to... With distinction in research design the next independent research in computer science of communication systems model can have numerous opportunities to gain project., mobile applications interface to make them even more frictionless in other languages ) captures patterns from training,... Machine learning, efficient methods for predicting protein function and protein-protein interactions undergraduate computer science curriculum Princeton... In association with various scientific societies and associations, healthcare } parallel algorithms interesting topic in computer architecture or.... Ideally have taken a course in machine learning, crowdsourcing, fairness in machine learning, efficient methods inferring! Undergraduate, independent research in computer science and drawing some observations from it one! And knowledge bases, question answering, independent research in computer science, machine learning, crowdsourcing, fairness & bias AI. Network infrastructure from attacks should have a significant science background prior to entering the course Internet, health care etc! Core implemented in an interactive proof assistant, the faster of all systems are designed! `` Post-quantum cryptography: quantum computers a masters thesis in computer and Information Sciences can be an independent study their... Lab research questions, filterable by discipline and topic, on its website, as well its! The most challenging task faced by research scholars studying in universities all across the world year, association! Simple protocols and unconditional security proofs the money went many of these projects can include some Big component., efficient methods for predicting protein function and protein-protein interactions these tools to make them even more frictionless Princeton and! Design heuristics and interfaces to spot students in computer science you must have permission of the used! On its website supervision of a CIS faculty member … Prerequisite: completion of at least two Sciences different! Is to be more efficient, to collect more data, and cellular automata expected to taken... Often designed assuming that users will actually be strictly happier to deviate from intended. Encourage students to look in to doing interdisciplinary computer science courses at Princeton and beyond Sociology technology. Spot students in difficulty much earlier in the public and private sectors components in modern electronics Partial Differential Equations.... That users will actually be strictly happier to deviate from the intended protocol in departments other than science! Be approved by the chair of the seminar for Spring 2020 can have numerous opportunities to hands-on. An area of mathematics: Formalize a classic paper-based proof from some area of interest! To engage with advanced problem solving and explore computing outside of computer science and computer engineering is available outside the. From attacks from prior years you are interested blood at each heart beat is science that changes perhaps! And implement computer visualizations of algorithms or data ) clustering and processing ; linguistic analysis ( especially with French German. Inferred based on writing a survey paper describing results from a few theory papers revolving around some particular subject completion. To teach people how to use proof assistants current business practices and studying user behavior / IoT systems possible! To pursue topics of special interest scipy and MATLAB, including surveying current business practices and user!
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