Professor Ikuko Yairi from the Faculty of Science and Technology specializes in intelligent informatics. Applying machine learning algorithms to complex system data analysis, such as in brain information decoding and environmental metagenomes, she undertakes interesting and useful research that carves out the future of information and communication.
I use machine learning algorithms to analyze the data of complex systemssuch as the human body and ecosystemswhere several factors interact with each other. Such research is unique, even within computer science, as it intentionally deals with data that is difficult to handle, with lots of noise and significant variation between individuals and locations.
My current research themes span a wide scope. They include recognition of various emotions using brain waves; metagenome analysis of the DNA of bacteria found in river surface water and bog soil; automated designing technologies that use reinforcement learning; and optical communications in space.
The progress in communication technology has enabled the collection of enormous amounts of text and image data. In fields that process natural languages and images, there are many deep learning models that can achieve recognition with greater accuracy than humans. In contrast, for data of complex systems such as brain waves and metagenomes, the cost of data collection is huge, and there is little advancement in the organization of large-scale data and application of deep learning models.
There are very few researchers who undertake brain wave experiments and environmental microbial DNA collection for the purpose of implementing deep learning models. It is a series of trial and error, day after day, but I feel that such research is interesting and satisfying because it is difficult.
The charm of computer science is the freedom in ideas for exploring new possibilities from totally different perspectives, while respecting the research approach of experts in natural science in terms of explaining facts. For example, in metagenome research, the aim of biological research is to make clear the fact of changes in microbial species using data collected upstream and downstream of a river.
Meanwhile, in computer science, we connect several facts to deduce the things taking place at a particular location, and we can also undertake research themes that seek to unravel these mysteries using statistical processing such as algorithms and simulations. I also feel that a research approach that turns points into lines and lines into planes, by linking to data from other rivers and extending into time series, is very full of creativity.
Even within machine learning algorithms, deep learning has the potential for application in a wide range of fields in society. An understanding of peoples preferences and emotions from brain waves can see potential use in marketing, and an understanding of the health and peculiarities of soil and water from metagenomes can be applied to agriculture and environmental rejuvenation.
Going forward, I hope to continue to undertake distinctive research activities, such as predicting the attenuation of laser in the atmosphere to build an optimization model for networks between space and earth.
We achieved a breakthrough in artificial intelligence (AI) by connecting all kinds of things together with each other using communications. Currently, development of communication technologies using AI is also making progress. AI cannot evolve without communication technologies, and it is also not possible for communication technologies and their wide application fields to advance without AI.
I participate as a member of government committees and such related to communications. Communication technologies and AI will continue to develop together in the future, and I look forward to seeing interesting things happen one after another from their synergy.
In 20 to 30 years time, devices that allow anyone to easily measure brain waves may be used in daily lives, big data analysis of microbial DNA in the environment and within living things may become common technology, and various servicessuch as health, agriculture, and environmental protectionmay become implemented as communication applications.
In a society where everything is connected by communication, how do we handle data and give birth to values and services that are useful to society? The fusion of computer science and communication technologies is essential for answering this question. I hope to serve as a bridge between the two fields and continue undertaking research that paves the way for others.
The Great Crash, 1929 by John Kenneth Galbraith, Japanese translation by Akiko Murai, Nikkei Business Publications
The photo shows the 2008 Japanese translation of The Great Crash, 1929 (published in 1955). When I was a student, I read an older Japanese translation at the library, and reading this new version after the bankruptcy of Lehman Brothers struck me deeply again. I reaffirmed my sense of mission to prevent and avert economic crises through progress in information and communication technologies.
Graduated from the Department of Mechanical Engineering Faculty of Engineering, the University of Tokyo, and received her Ph.D. in Mechanical Engineering, after completing both the masters and doctoral programs of the Department of Mechanical Engineering under the universitys Graduate School of Engineering. Took on several positionssuch as working at the National Institute of Information and Communications Technology and associate professor at the Faculty of Science and Technology, Sophia Universitybefore assuming her current position in 2023. Previously served as a director of the Japanese Society for Artificial Intelligence.
Read the original post:
- University of California expands list of courses that meet math requirement for admission - EdSource [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- Bombshell Betty Race car to be Reengineered and Restored By UVU Students to honor the Legacy of its Owner - GlobeNewswire [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- Phyllis Coleman Mouton to receive Trailblazer Award at Women Who Mean Business ceremony - The Advocate [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- Fairfield University Partners with Pulse Secure on New Cybersecurity Lab to Prepare the Next Generation of Information Security Professionals -... [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- Global Cloud Identity and Access Management(IAM) Market Segmentation By Top Key Players- IBM Microsoft Oracle Computer Science CA Okta NetIQ Sailpoint... [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- Stanford supports alliance of universities in diversifying STEM postdocs - The Stanford Daily [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- N.C. A&T Welcomes New and Newly-Appointed Administrators and Faculty - Yes! Weekly [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- Calvin Students Place In Top 10% Of Worldwide Programming Competition - News - Calvin News [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- Multiple tenure-track positions in Computer Science & Engineering job with University of Minnesota-Twin Cities Computer Science & Engineering... [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- New smartwatch app alerts deaf and hard-of-hearing users to common home-related sounds - National Science Foundation [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- MTRAC Innovation Hub for Advanced Computing awards $270000 to Wayne State University artificial intelligence projects - The South End [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- New study outlines steps higher education should take to prepare a new quantum workforce | College of Science | RIT - RIT University News Services [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- Carleton Hosts Herzberg Lecture on Increasing Diversity in Computer Science with Maria Klawe - Carleton Newsroom [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- Baylor University Invites Application for McCollum Endowed Chair of Data Science - Analytics Insight [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- CHEN | Put Computer Science in the Common Core - Cornell University The Cornell Daily Sun [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- GCVI's Tremain running to the NCAA on scholarship - GuelphToday [Last Updated On: November 28th, 2020] [Originally Added On: November 28th, 2020]
- Faculty, alumni, other members of U of T community named to Order of Canada - News@UofT [Last Updated On: November 28th, 2020] [Originally Added On: November 28th, 2020]
- Why 4-year colleges are tapping Amazon to help deliver cloud computing degrees - Education Dive [Last Updated On: November 28th, 2020] [Originally Added On: November 28th, 2020]
- Army Teams With Howard University on AI Center MeriTalk - MeriTalk [Last Updated On: November 28th, 2020] [Originally Added On: November 28th, 2020]
- McGrath one of 10 women to earn STEM scholarship - The Riverdale Press [Last Updated On: November 28th, 2020] [Originally Added On: November 28th, 2020]
- This learning platform is proving adults can benefit greatly from learning math and science - iMore [Last Updated On: November 28th, 2020] [Originally Added On: November 28th, 2020]
- Artificial Intelligence Is Now Smart Enough to Know When It Can't Be Trusted - ScienceAlert [Last Updated On: November 28th, 2020] [Originally Added On: November 28th, 2020]
- Students and schools in the news - Blue Springs Examiner [Last Updated On: November 28th, 2020] [Originally Added On: November 28th, 2020]
- Missouri S&T News and Events Missouri S&T faculty honored for outstanding teaching - Missouri S&T News and Research [Last Updated On: November 28th, 2020] [Originally Added On: November 28th, 2020]
- HCCC Offers Opportunities for Adjunct Faculty and Instructors at Virtual Job Fair - The Hudson Reporter [Last Updated On: November 28th, 2020] [Originally Added On: November 28th, 2020]
- 4-H ignites a passion for science and technology in Minnesota youth - Southernminn.com [Last Updated On: November 28th, 2020] [Originally Added On: November 28th, 2020]
- MIT's New Center to Advance Predictive Simulation Research Will Focus on Exascale Simulation of Materials in Hypersonic Flow Environments -... [Last Updated On: November 28th, 2020] [Originally Added On: November 28th, 2020]
- Computer scientist James Allen named AAAS fellow - University of Rochester [Last Updated On: November 28th, 2020] [Originally Added On: November 28th, 2020]
- Center to advance predictive simulation research established at MIT Schwarzman College of Computing - MIT News [Last Updated On: November 28th, 2020] [Originally Added On: November 28th, 2020]
- Setting the pace in computer science education | Opinion - Paragould Daily Press [Last Updated On: November 28th, 2020] [Originally Added On: November 28th, 2020]
- Mohammed VI University in Benguerir Launches School of Computer Science - Morocco World News [Last Updated On: November 28th, 2020] [Originally Added On: November 28th, 2020]
- Asa Hutchinson: Setting the pace in computer science education - Searcy Daily Citizen [Last Updated On: November 28th, 2020] [Originally Added On: November 28th, 2020]
- Former FX tech person points out the racist trajectory of skin and hair CGI - Boing Boing [Last Updated On: December 11th, 2020] [Originally Added On: December 11th, 2020]
- AI is not yet perfect, but it's on the rise and getting better with computer vision - TechRepublic [Last Updated On: December 11th, 2020] [Originally Added On: December 11th, 2020]
- Philosophy Threatened at University of Evansville - Daily Nous [Last Updated On: December 11th, 2020] [Originally Added On: December 11th, 2020]
- Two Maryland Teachers Receive National Honors in Math, Science Education - maryland.gov [Last Updated On: December 11th, 2020] [Originally Added On: December 11th, 2020]
- Special Scientist Research, Department of Computer Science job with UNIVERSITY OF CYPRUS | 238208 - Times Higher Education (THE) [Last Updated On: December 11th, 2020] [Originally Added On: December 11th, 2020]
- Computer science jobs pay well and are growing fast. Why are they out of reach for so many of America's students? - The Conversation US [Last Updated On: December 11th, 2020] [Originally Added On: December 11th, 2020]
- Computer science grad finds success and a new academic family in cybersecurity - ASU Now [Last Updated On: December 11th, 2020] [Originally Added On: December 11th, 2020]
- What is Computer Science? in the US - International Student [Last Updated On: December 11th, 2020] [Originally Added On: December 11th, 2020]
- Accurate Neural Network Computer Vision Without The 'Black Box' - Duke Today [Last Updated On: December 19th, 2020] [Originally Added On: December 19th, 2020]
- Crick Named Mathematical Sciences Distinguished Alumnus Of The Year - The Chattanoogan [Last Updated On: December 19th, 2020] [Originally Added On: December 19th, 2020]
- Nadya's Hot Chocolate Bombs: yummy for the tummy - theday.com [Last Updated On: December 19th, 2020] [Originally Added On: December 19th, 2020]
- Trouble hearing in a crowded room? New 'cone of silence' could help - Science Magazine [Last Updated On: December 19th, 2020] [Originally Added On: December 19th, 2020]
- James Fujimoto wins the Visionary Prize from the Greenberg Prize to End Blindness - MIT News [Last Updated On: December 19th, 2020] [Originally Added On: December 19th, 2020]
- To the brain, reading computer code is not the same as reading language - MIT News [Last Updated On: December 19th, 2020] [Originally Added On: December 19th, 2020]
- U of Texas will stop using controversial algorithm to evaluate Ph.D. applicants - Inside Higher Ed [Last Updated On: December 19th, 2020] [Originally Added On: December 19th, 2020]
- Gift from Ann S. Bowers '59 creates new college of computing and information science | Cornell Chronicle - Cornell Chronicle [Last Updated On: December 19th, 2020] [Originally Added On: December 19th, 2020]
- NYS Board of Regents adopts first-ever learning standards for computer science and digital fluency - RochesterFirst [Last Updated On: December 19th, 2020] [Originally Added On: December 19th, 2020]
- Computer science prof Townsend recognized for educational contributions - DePauw University [Last Updated On: December 19th, 2020] [Originally Added On: December 19th, 2020]
- Missouri S&T News and Events New faculty in computer science - Missouri S&T News and Research [Last Updated On: December 19th, 2020] [Originally Added On: December 19th, 2020]
- Retired UW computer science professor embroiled in Twitter spat over AI ethics and cancel culture - GeekWire [Last Updated On: December 19th, 2020] [Originally Added On: December 19th, 2020]
- How UC fought COVID-19 in 2020 - University of California [Last Updated On: December 23rd, 2020] [Originally Added On: December 23rd, 2020]
- Search committee appointed for dean of Princeton's School of Public and International Affairs - Princeton University [Last Updated On: December 23rd, 2020] [Originally Added On: December 23rd, 2020]
- How Yale economists are informing India's COVID-19 response - Yale News [Last Updated On: December 23rd, 2020] [Originally Added On: December 23rd, 2020]
- Top MIT research stories of 2020 - MIT News [Last Updated On: December 23rd, 2020] [Originally Added On: December 23rd, 2020]
- St. Albans City School kids were 'on the case' for Computer Science Week. What mystery did they solve? - St. Albans Messenger [Last Updated On: December 23rd, 2020] [Originally Added On: December 23rd, 2020]
- Cobb Schools receives grant for computer science teacher training - The Catoosa County News [Last Updated On: December 23rd, 2020] [Originally Added On: December 23rd, 2020]
- Scholarship honors the legacy of Terry Arthur's dedication to students - Augusta Free Press [Last Updated On: December 24th, 2020] [Originally Added On: December 24th, 2020]
- This tool helps predict which COVID patients will need hospitalization and which can be sent home - Press-Enterprise [Last Updated On: December 24th, 2020] [Originally Added On: December 24th, 2020]
- Students express concerns over teaching appointment of Jason Mars - The Michigan Daily [Last Updated On: December 24th, 2020] [Originally Added On: December 24th, 2020]
- Prince Mohammad Bin Fahd University hosted the International Conference on Computing, Mobility, and Manufacturing (CMM 2020) - PRNewswire [Last Updated On: January 10th, 2021] [Originally Added On: January 10th, 2021]
- These Are the College Majors That Pay Off the Most - 24/7 Wall St. [Last Updated On: January 10th, 2021] [Originally Added On: January 10th, 2021]
- He Was Going to Close the Family Diner. Then He Got a Sign. - The New York Times [Last Updated On: January 10th, 2021] [Originally Added On: January 10th, 2021]
- Members of Several Well-Known Hate Groups Identified at Capitol Riot - FRONTLINE [Last Updated On: January 10th, 2021] [Originally Added On: January 10th, 2021]
- Carver Community Center to offer free pampers to mothers, free coding classes for youth - Marshall News Messenger [Last Updated On: January 10th, 2021] [Originally Added On: January 10th, 2021]
- MIT's College of Computing building takes shape as Alexandria and BioMed make moves in Boston - Cambridge Day [Last Updated On: January 10th, 2021] [Originally Added On: January 10th, 2021]
- Bylaws of the Department of Computer Science and Engineering - Nevada Today [Last Updated On: January 10th, 2021] [Originally Added On: January 10th, 2021]
- Student-run HPAIR conference goes virtual this year - Harvard Gazette [Last Updated On: January 16th, 2021] [Originally Added On: January 16th, 2021]
- JUST IN: Computer scientists in breakthrough - The Herald [Last Updated On: January 16th, 2021] [Originally Added On: January 16th, 2021]
- Optimizing Traffic Signals To Reduce Intersection Wait Times - Texas A&M University Today [Last Updated On: January 16th, 2021] [Originally Added On: January 16th, 2021]
- STEM Majors: Interested in a 1-Credit Course About Teaching Math, Science or Computer Science? - University of Arkansas Newswire [Last Updated On: January 16th, 2021] [Originally Added On: January 16th, 2021]
- Stanford AI scholar Fei-Fei Li writes about humility in tech - Fast Company [Last Updated On: January 16th, 2021] [Originally Added On: January 16th, 2021]
- Professor in Computer Science - The Voice Online [Last Updated On: January 16th, 2021] [Originally Added On: January 16th, 2021]
- Expansion project to grow computer science learning, research at Algoma University - Northern Ontario Business [Last Updated On: January 31st, 2021] [Originally Added On: January 31st, 2021]
- Teacher of Year finalist expanding Walden Grove computer science program - KGUN [Last Updated On: January 31st, 2021] [Originally Added On: January 31st, 2021]
- Here's why you should get a master's in computer science - Study International News [Last Updated On: January 31st, 2021] [Originally Added On: January 31st, 2021]
- Two UWF teams place in top 5 in national artificial intelligence competition - University of West Florida Newsroom - UWF Newsroom [Last Updated On: February 5th, 2021] [Originally Added On: February 5th, 2021]
- WNMU Board of Regents Virtually Sits Down With Legislators, Governor - WNMU News [Last Updated On: February 5th, 2021] [Originally Added On: February 5th, 2021]
- Department name change signals broad impact on computer and information technologies - Princeton University [Last Updated On: February 5th, 2021] [Originally Added On: February 5th, 2021]